question
stringlengths 37
38.8k
| group_id
stringlengths 2
6
| sentence_embeddings
listlengths 768
768
|
|---|---|---|
<p>I got a slight confusion on the <a href="http://en.wikipedia.org/wiki/Backpropagation" rel="nofollow">backpropagation</a> algorithm used in <a href="http://en.wikipedia.org/wiki/Multilayer_perceptron" rel="nofollow">multilayer perceptron</a> (MLP).</p>
<p>The error is adjusted by the cost function. In backpropagation, we are trying to adjust the weight of the hidden layers. The output error I can understand, that is, <code>e = d - y</code> [Without the subscripts].</p>
<p>The questions are:</p>
<ol>
<li>How does one get the error of hidden layer? How does one calculate it?</li>
<li>If I backpropagate it, should I use it as a cost function of an adaptive filter or should I use a pointer (in C/C++) programming sense, to update the weight?</li>
</ol>
|
g32278
|
[
0.05764508619904518,
0.008275643922388554,
-0.010217367671430111,
-0.06961099058389664,
0.03174121305346489,
-0.09117651730775833,
0.03711524233222008,
0.037637487053871155,
-0.06844145059585571,
-0.0016619632951915264,
-0.09020097553730011,
0.054928258061409,
0.023988666012883186,
0.10586798191070557,
0.0062001971527934074,
-0.030582036823034286,
0.09187737107276917,
-0.017603451386094093,
0.039584748446941376,
-0.058397334069013596,
-0.00044340945896692574,
0.0399005189538002,
0.015605115331709385,
-0.009029662236571312,
0.007420067675411701,
-0.027816737070679665,
-0.051429834216833115,
0.06694415211677551,
-0.09779421240091324,
0.02542453445494175,
-0.032366182655096054,
-0.03271374851465225,
0.06207937002182007,
-0.07827442139387131,
0.02451966516673565,
0.007029164116829634,
0.05783197283744812,
0.06270381808280945,
-0.025007082149386406,
0.006782666314393282,
-0.023089731112122536,
0.05246353521943092,
0.00901711918413639,
0.002204736927524209,
0.026367058977484703,
-0.004139685537666082,
-0.020982757210731506,
0.013333420269191265,
-0.0006415143143385649,
-0.01445443369448185,
0.030347321182489395,
0.057498998939991,
-0.022621693089604378,
0.019796796143054962,
-0.007768628187477589,
0.03385969623923302,
-0.03756192699074745,
-0.015496513806283474,
0.019871246069669724,
-0.00506229093298316,
0.04066191986203194,
0.031382109969854355,
-0.008450091816484928,
-0.041670482605695724,
0.007202205713838339,
0.0531807541847229,
-0.04632866755127907,
-0.025783393532037735,
-0.05901278182864189,
0.03206406161189079,
-0.02148711495101452,
-0.01547149196267128,
-0.10546964406967163,
-0.009277846664190292,
-0.04353042319417,
-0.05230661854147911,
-0.02066352590918541,
-0.025753185153007507,
-0.004335160367190838,
0.03986331447958946,
-0.0036670269910246134,
0.02170380763709545,
-0.019402572885155678,
0.03279099613428116,
0.017071133479475975,
0.010382208973169327,
0.022766897454857826,
0.015152402222156525,
0.01332329586148262,
0.006765585858374834,
-0.05944586917757988,
-0.026421325281262398,
0.05594668537378311,
0.05105747655034065,
-0.005796374287456274,
-0.041325636208057404,
-0.0694863498210907,
-0.007198800798505545,
0.025854982435703278,
0.023733388632535934,
-0.05216607823967934,
0.034617047756910324,
-0.003174500074237585,
-0.007817685604095459,
-0.003753771772608161,
0.04047716408967972,
0.07085659354925156,
-0.03933677822351456,
-0.032135140150785446,
-0.03775905445218086,
-0.051363009959459305,
-0.007253666408360004,
-0.02383701130747795,
-0.05473642796278,
-0.07347442209720612,
-0.03351029008626938,
0.046997297555208206,
0.018089381977915764,
-0.0049768793396651745,
0.03068131022155285,
-0.024604080244898796,
-0.052821483463048935,
0.06287442147731781,
0.04094899073243141,
-0.003725572722032666,
0.035629503428936005,
-0.02965344488620758,
-0.019955137744545937,
0.09264026582241058,
-0.021835317835211754,
0.08330116420984268,
0.002763002645224333,
-0.004354798700660467,
0.018227064982056618,
-0.014311840757727623,
0.032266177237033844,
-0.043330516666173935,
-0.002589634619653225,
-0.03744719550013542,
0.0027786812279373407,
-0.006119437050074339,
-0.0013333189999684691,
0.0326528362929821,
-0.046643272042274475,
0.03065435029566288,
-0.07083706557750702,
-0.0012401979183778167,
0.007626088801771402,
-0.009629415348172188,
0.021285470575094223,
0.05770272761583328,
0.06588651984930038,
0.0022564949467778206,
0.022157207131385803,
0.07456276565790176,
0.0015189043479040265,
0.04759572073817253,
0.03177301585674286,
-0.017733048647642136,
0.028255373239517212,
0.09905979037284851,
0.044162724167108536,
0.02712435834109783,
-0.005170430056750774,
-0.04103664308786392,
0.01477836724370718,
-0.017114104703068733,
-0.021480467170476913,
-0.08529967069625854,
-0.020731870085000992,
0.0072322022169828415,
0.03631031513214111,
0.03234054520726204,
-0.050721053034067154,
0.02322375401854515,
0.05578865855932236,
0.03237714245915413,
0.014012604020535946,
0.026596272364258766,
0.03987372666597366,
0.005437110085040331,
0.04804389923810959,
0.029558751732110977,
0.0002815930638462305,
-0.0009275044430978596,
0.007055827882140875,
-0.04970794543623924,
-0.04125865176320076,
-0.01955260895192623,
-0.027971472591161728,
-0.01702272705733776,
0.021788328886032104,
0.009870154783129692,
0.030972199514508247,
-0.049687113612890244,
0.01146891713142395,
-0.016232777386903763,
-0.10458186268806458,
0.0021729380823671818,
0.01298427488654852,
0.027148306369781494,
-0.01246892660856247,
-0.013251722790300846,
-0.005264407955110073,
-0.051814593374729156,
-0.04859187453985214,
0.01839028112590313,
-0.03951994702219963,
0.003427298041060567,
-0.018948791548609734,
-0.022780368104577065,
-0.0019121210789307952,
0.0003133706341031939,
-0.02146160788834095,
0.040322545915842056,
0.043559420853853226,
0.0060846819542348385,
0.03842069208621979,
0.035649802535772324,
-0.023743886500597,
-0.0205998495221138,
-0.051383908838033676,
0.07596249878406525,
0.0592406690120697,
-0.018933065235614777,
0.027388568967580795,
0.02899395488202572,
-0.009594986215233803,
0.0007647597813047469,
0.011675910092890263,
0.01548113115131855,
-0.0448303259909153,
-0.02449909783899784,
-0.010991913266479969,
0.030415749177336693,
-0.002342109801247716,
-0.01957549899816513,
-0.015614201314747334,
-0.0069388048723340034,
0.02881891466677189,
-0.004429565742611885,
0.00712720537558198,
0.015424282290041447,
0.025111136958003044,
-0.004601392429322004,
-0.03222018852829933,
0.05286260321736336,
-0.013141983188688755,
-0.02791547402739525,
0.071172334253788,
-0.0199237372726202,
0.009470324032008648,
0.04244966432452202,
0.00935689453035593,
0.0185020100325346,
0.008659174665808678,
0.005771934054791927,
-0.06287041306495667,
0.050449471920728683,
0.0070322537794709206,
0.02465531975030899,
0.013232572004199028,
-0.0482487753033638,
-0.05463074520230293,
-0.03345612809062004,
0.005985751748085022,
-0.017203694209456444,
-0.04278600588440895,
0.04307432845234871,
0.011891021393239498,
-0.05021889880299568,
0.0340140201151371,
0.013106119818985462,
-0.005353093147277832,
0.043733179569244385,
0.044841524213552475,
0.054214783012866974,
0.03079669177532196,
0.02386585995554924,
0.009984144009649754,
0.04977140948176384,
0.0017663120524957776,
-0.05836624652147293,
-0.07601980865001678,
0.010638505220413208,
0.017763974145054817,
0.03583936020731926,
-0.03454692289233208,
-0.040631987154483795,
0.016404613852500916,
-0.038970641791820526,
-0.006784283090382814,
0.0020749024115502834,
-0.009307430125772953,
0.06040576472878456,
-0.04614037647843361,
0.055054083466529846,
-0.0006475788541138172,
-0.06218340992927551,
0.005816549062728882,
-0.03713906183838844,
0.008982687257230282,
0.00847138836979866,
-0.04319624975323677,
0.04907262697815895,
-0.05573330819606781,
-0.0031887535005807877,
0.03194190934300423,
0.04178006201982498,
0.04167193919420242,
0.011516986414790154,
-0.007875880226492882,
0.008185617625713348,
-0.05294607952237129,
0.08724523335695267,
-0.027413925155997276,
0.02936631068587303,
-0.006930659990757704,
0.025290386751294136,
0.018111733719706535,
-0.01715167425572872,
0.002833913080394268,
0.022174283862113953,
0.006058153230696917,
-0.01283804327249527,
0.012241564691066742,
0.016593368723988533,
0.04973822087049484,
-0.0008201159071177244,
-0.025572897866368294,
0.08029656112194061,
-0.054753683507442474,
0.0034202116075903177,
0.012631614692509174,
0.0014310970436781645,
-0.033296454697847366,
0.048575468361377716,
-0.007411123253405094,
-0.005404396913945675,
0.02549467608332634,
-0.029873616993427277,
-0.03358352556824684,
-0.019364256411790848,
-0.026310117915272713,
0.006106458604335785,
0.000783564115408808,
0.048882756382226944,
0.020167425274848938,
-0.037079472094774246,
0.03719029948115349,
-0.02040887624025345,
0.01053144782781601,
-0.032476551830768585,
-0.009770972654223442,
-0.009293380193412304,
0.04303133860230446,
0.04455189406871796,
0.06548184901475906,
0.002137767616659403,
0.016697896644473076,
0.01685062050819397,
-0.0503867007791996,
0.05270662531256676,
0.0037407921627163887,
-0.007165743503719568,
-0.03531578555703163,
0.03002341277897358,
0.03212011978030205,
-0.01798197813332081,
-0.015178050845861435,
0.0841127261519432,
-0.0035747182555496693,
-0.009281263686716557,
0.022621549665927887,
-0.06326063722372055,
-0.039915598928928375,
-0.016231544315814972,
0.016050130128860474,
-0.028787294402718544,
0.0019109953427687287,
0.018951818346977234,
0.021834375336766243,
0.0520692840218544,
-0.006846887059509754,
-0.010309395380318165,
-0.02476954087615013,
-0.045437395572662354,
-0.037066664546728134,
0.043531592935323715,
0.03191540390253067,
-0.020374706014990807,
0.0684356540441513,
-0.010786349885165691,
-0.05568287521600723,
0.03101358562707901,
0.035098932683467865,
0.021794551983475685,
-0.04300926998257637,
-0.010995499789714813,
0.051408976316452026,
0.014676125720143318,
-0.010415198281407356,
0.03248884156346321,
-0.024358224123716354,
-0.035943470895290375,
0.028630437329411507,
-0.014160357415676117,
-0.005216814577579498,
-0.024937856942415237,
0.05080077797174454,
-0.07041674107313156,
-0.014902417548000813,
0.01191247534006834,
-0.039155784994363785,
-0.028524698689579964,
-0.055536504834890366,
0.08987452834844589,
-0.0015665808459743857,
-0.005901920609176159,
-0.0005869308952242136,
-0.022349780425429344,
0.03109905496239662,
-0.06779590249061584,
-0.02831875905394554,
-0.022173356264829636,
0.016831504181027412,
-0.023873496800661087,
-0.017264235764741898,
0.0784643217921257,
-0.0500585176050663,
0.06396190822124481,
-0.01822623610496521,
-0.046517737209796906,
0.05757131054997444,
0.00353682111017406,
0.014708519913256168,
-0.007813693955540657,
-0.009704605676233768,
-0.03961321339011192,
-0.03887146711349487,
0.00006146314990473911,
-0.0018605117220431566,
-0.07245396822690964,
-0.03388911485671997,
-0.03856552392244339,
-0.01384754665195942,
0.007006904110312462,
-0.024499187245965004,
-0.03328020125627518,
-0.017580557614564896,
0.0044482555240392685,
0.03165200352668762,
0.08094576001167297,
0.010209375992417336,
0.03557659313082695,
0.021835656836628914,
0.004329128656536341,
-0.0015508612850680947,
0.007768871728330851,
0.02323249913752079,
-0.019203023985028267,
-0.01967081055045128,
-0.08661428838968277,
-0.03479905426502228,
0.002903077518567443,
-0.03912217170000076,
-0.035265322774648666,
-0.04239630699157715,
0.08149556815624237,
0.01654631644487381,
0.02226705476641655,
-0.007874074392020702,
0.023410677909851074,
0.024110479280352592,
-0.009827127680182457,
-0.019298577681183815,
-0.0007485199603252113,
0.018392052501440048,
0.02706880494952202,
0.01729084923863411,
-0.07168042659759521,
-0.013686299324035645,
-0.02606705203652382,
-0.029375875368714333,
-0.027483316138386726,
0.035034552216529846,
-0.03838576376438141,
-0.020835774019360542,
-0.03784899786114693,
0.011806612834334373,
-0.007046781945973635,
0.022392410784959793,
0.0386066772043705,
0.005315495189279318,
-0.019324392080307007,
-0.005766681861132383,
-0.024724574759602547,
0.05738247185945511,
0.06140339747071266,
-0.026530029252171516,
-0.014895536005496979,
-0.012574253603816032,
-0.0017707770457491279,
0.005076999310404062,
-0.002050787443295121,
-0.022095371037721634,
0.055745262652635574,
0.024865442886948586,
0.007259997073560953,
-0.02597939968109131,
-0.014351588673889637,
-0.028633087873458862,
-0.02573799341917038,
-0.0387897826731205,
-0.02727719396352768,
-0.021458132192492485,
-0.00018213690782431513,
0.02887534163892269,
-0.050603631883859634,
0.013089731335639954,
-0.012378526851534843,
0.0015035016695037484,
-0.004777731839567423,
0.030380839481949806,
0.03582925722002983,
-0.043899115175008774,
-0.009035397320985794,
0.010227865539491177,
0.015457918867468834,
0.002104287501424551,
0.021906767040491104,
0.018869036808609962,
0.0012617367319762707,
-0.033230360597372055,
0.009706206619739532,
-0.03226393461227417,
0.043029580265283585,
0.016457797959446907,
-0.008713938295841217,
-0.012033405713737011,
0.0415053591132164,
0.03792601451277733,
-0.025214117020368576,
0.07034339010715485,
-0.054364532232284546,
-0.04397314414381981,
-0.03172401711344719,
0.00783978495746851,
0.012937827035784721,
-0.09256266802549362,
0.030907852575182915,
0.04862898215651512,
0.023296041414141655,
0.01980082131922245,
0.003824521554633975,
-0.016592295840382576,
-0.015784360468387604,
-0.07039137929677963,
0.06832149624824524,
-0.027303369715809822,
0.007468158379197121,
-0.020267192274332047,
0.02608807571232319,
0.002905302681028843,
0.011979781091213226,
-0.026572899892926216,
0.007725818082690239,
-0.008798372931778431,
-0.0253991037607193,
0.017082972452044487,
-0.08935199677944183,
-0.03447456657886505,
-0.04403943195939064,
0.034261710941791534,
0.058720722794532776,
0.058950409293174744,
-0.021700795739889145,
-0.02217172645032406,
-0.020399997010827065,
-0.023239295929670334,
-0.010829158127307892,
0.02611372619867325,
-0.04795417562127113,
-0.04581252112984657,
0.01895742118358612,
-0.010114837437868118,
-0.06206251680850983,
-0.04282885044813156,
0.019873373210430145,
-0.002809942467138171,
-0.07638143002986908,
0.010972948744893074,
0.007092231884598732,
0.011393419466912746,
-0.031908463686704636,
-0.023699577897787094,
-0.058374859392642975,
0.02561449632048607,
0.025773905217647552,
-0.03076784498989582,
0.032246727496385574,
-0.01645389199256897,
0.00546949403360486,
-0.037104129791259766,
0.037335846573114395,
0.021684160456061363,
-0.01993751898407936,
0.03424116224050522,
-0.027105510234832764,
0.007745502050966024,
-0.0361679308116436,
0.01783926971256733,
0.058789778500795364,
0.008223265409469604,
-0.013036930002272129,
-0.035524118691682816,
-0.07308430224657059,
0.019419647753238678,
-0.027202431112527847,
-0.01655956171452999,
0.015852415934205055,
0.0017709091771394014,
0.06322760134935379,
-0.01883186772465706,
0.052027467638254166,
0.029374485835433006,
-0.002088546520099044,
-0.024991117417812347,
0.02984854020178318,
0.04520324617624283,
-0.045642703771591187,
0.053317755460739136,
-0.03528839349746704,
-0.0199729111045599,
-0.06673237681388855,
0.02652548812329769,
0.013336116448044777,
0.06412960588932037,
0.03714867681264877,
0.09138096123933792,
-0.007066130172461271,
0.05077924206852913,
0.013940476812422276,
-0.01583854667842388,
-0.022139934822916985,
-0.03852005675435066,
0.02816949039697647,
0.02624807134270668,
-0.07810734212398529,
0.06077437847852707,
0.00028017949080094695,
0.04960967227816582,
0.03806450963020325,
0.042677126824855804,
-0.001586484955623746,
0.05999515578150749,
-0.010875548236072063,
0.02465098723769188,
0.024142684414982796,
-0.008108948357403278,
-0.05748904123902321,
-0.08681343495845795,
-0.024291429668664932,
0.014440341852605343,
0.0672328844666481,
0.025672394782304764,
0.013105290941894054,
-0.02964320220053196,
-0.004377543926239014,
0.006983353290706873,
-0.038699839264154434,
0.0071615176275372505,
-0.01651785522699356,
0.03799889609217644,
0.04220399633049965,
0.02472650073468685,
-0.011186221614480019,
-0.018708446994423866,
-0.0357651449739933,
0.03920021653175354,
0.02758937142789364,
0.0021995408460497856,
-0.0029768417589366436,
-0.03564610332250595,
-0.02458692528307438,
-0.04861137643456459,
-0.05871173366904259,
0.0058052195236086845,
0.060990504920482635,
-0.026799649000167847,
0.016445936635136604,
0.05953991785645485,
-0.026055211201310158,
-0.043634478002786636,
-0.05125251039862633,
0.061835020780563354,
0.007666006684303284,
-0.03292495757341385,
0.09566415101289749,
0.026278488337993622,
0.0238126739859581,
-0.02698405273258686,
-0.004156462848186493,
-0.008510512299835682,
0.007058507762849331,
0.001533031347207725,
-0.04077853262424469,
-0.03153581917285919,
0.006088360212743282,
-0.025733748450875282,
-0.027394382283091545,
0.01017506793141365,
-0.001058140303939581,
0.04497788846492767,
0.0015087791252881289,
0.02247382141649723,
0.04303165525197983,
0.007759806700050831,
-0.04823466017842293,
-0.013207586482167244,
0.01617901213467121,
-0.019068535417318344,
-0.05416874960064888,
0.021533241495490074,
0.01934194564819336,
-0.038702864199876785,
-0.009576278738677502,
-0.012027597054839134,
0.02904599718749523,
0.07146144658327103,
0.03937271982431412,
-0.05131993442773819,
-0.05225758254528046,
0.030671747401356697,
0.02774002030491829,
-0.03008089028298855,
0.00006000129724270664,
0.013766179792582989,
-0.023572834208607674,
-0.009171967394649982,
-0.017908236011862755,
-0.0390496701002121,
0.005435742437839508,
-0.021982038393616676,
0.06864364445209503,
0.01251133717596531,
-0.027894960716366768,
0.015846414491534233,
0.004100401885807514,
-0.05582530423998833,
-0.0012136301957070827,
0.05456686392426491,
-0.05820319801568985,
-0.05915040522813797,
0.009774616919457912,
0.020456455647945404,
-0.001512523740530014,
-0.01012239046394825,
0.021815408021211624,
-0.05546611174941063,
0.03928209841251373,
-0.05882444605231285,
-0.0028968474362045527,
-0.00039378608926199377,
0.008694777265191078,
0.021395759657025337,
0.0051215109415352345,
-0.036695629358291626
] |
<p>I am fitting a stepwise logistic regression on a set of data in SPSS. In the procedure, I am fitting my model to a random subset that is approx. 60% of the total sample, which is about 330 cases.</p>
<p>What I find interesting is that every time I re-sample my data, I am getting different variables popping in and out in the final model. A few predictors are always present in the final model, but others pop in and out depending on the sample.</p>
<p>My question is this. What is the best way to handle this? I was hoping to see the convergence of predictor variables, but that isn't the case. Some models make much more intuitive sense from an operational view (and would be easier to explain to the decision makers), and others fit the data slightly better. </p>
<p>In short, since variables are shuffling around, how would you recommend dealing with my situation?</p>
<p>Many thanks in advance.</p>
|
g73953
|
[
0.0030540539883077145,
-0.016280535608530045,
0.0005992526421323419,
-0.0281518641859293,
-0.0032713552936911583,
-0.06849171966314316,
0.014765061438083649,
0.044690944254398346,
-0.012533633969724178,
-0.009107664227485657,
0.037379875779151917,
-0.0053890785202383995,
0.06557741016149521,
0.05226996913552284,
-0.03991870582103729,
-0.044949010014534,
0.011487184092402458,
-0.06452662497758865,
-0.011169765144586563,
-0.00611480139195919,
0.028934698551893234,
0.016780994832515717,
0.016634630039334297,
-0.004265862051397562,
-0.07467592507600784,
-0.00018601506599225104,
-0.018806815147399902,
0.06969999521970749,
0.039708640426397324,
-0.000040757546230452135,
0.0353824757039547,
0.04487645626068115,
-0.015127977356314659,
-0.050972167402505875,
-0.056536417454481125,
-0.04592088982462883,
0.039597172290086746,
-0.02216375432908535,
-0.016631565988063812,
0.020087959244847298,
0.02131895162165165,
0.03413930907845497,
0.03751755878329277,
0.008947270922362804,
-0.006511232815682888,
-0.04487110674381256,
0.023465989157557487,
-0.02455725707113743,
0.013953890651464462,
0.028925728052854538,
0.010324152186512947,
0.01780994050204754,
-0.05844401568174362,
0.019952425733208656,
0.06923403590917587,
-0.007828984409570694,
0.0025920425541698933,
0.015241660177707672,
0.00852753221988678,
-0.013773873448371887,
0.09520186483860016,
-0.030353417620062828,
-0.06946635991334915,
0.016473181545734406,
-0.029322180896997452,
0.015391454100608826,
-0.05698808282613754,
-0.022194597870111465,
0.013310658745467663,
0.0076414598152041435,
0.04107677564024925,
0.05385272204875946,
0.020915143191814423,
-0.07366397976875305,
-0.060803502798080444,
-0.07217048108577728,
-0.031833499670028687,
0.028044190257787704,
-0.027492325752973557,
0.005600121803581715,
0.004419154021888971,
-0.005049658007919788,
0.022127950564026833,
0.017717208713293076,
0.023238584399223328,
0.015603708103299141,
0.0369342640042305,
0.0254763625562191,
0.004207346122711897,
-0.04520849511027336,
-0.01191745139658451,
0.0016044810181483626,
0.04118533059954643,
0.045880965888500214,
-0.09234615415334702,
-0.023227708414196968,
-0.05648071691393852,
0.0067394794896245,
0.025801902636885643,
-0.040049225091934204,
-0.024741291999816895,
0.06057200953364372,
-0.04500582069158554,
-0.001415824401192367,
-0.10022073984146118,
-0.004995639901608229,
-0.019166989251971245,
0.007780983112752438,
-0.03255170211195946,
0.00232597254216671,
-0.09113471210002899,
0.021934207528829575,
-0.022653773427009583,
-0.024811049923300743,
-0.06312263756990433,
-0.008411888033151627,
0.0009220985812135041,
0.0363302044570446,
-0.037200383841991425,
-0.034088198095560074,
0.009738421067595482,
0.011212846264243126,
-0.0067673735320568085,
-0.02108105830848217,
-0.0029587235767394304,
0.03819512948393822,
0.005305038299411535,
0.005831210874021053,
0.035572875291109085,
0.0445292592048645,
0.029739489778876305,
0.057258397340774536,
-0.0345258004963398,
0.034828297793865204,
0.07636915147304535,
0.008828048594295979,
0.00846417248249054,
0.017952080816030502,
0.057019226253032684,
0.032514747232198715,
0.019931863993406296,
0.003500071121379733,
0.06657195091247559,
-0.022982651367783546,
0.00578010780736804,
0.004395992960780859,
0.00017653749091550708,
-0.00862575601786375,
-0.07648025453090668,
-0.013828757219016552,
-0.013068065047264099,
0.02199403941631317,
-0.01561567559838295,
-0.012120229192078114,
-0.03643866255879402,
0.00434951763600111,
0.013899410143494606,
-0.029948148876428604,
0.03719324618577957,
0.0006673019379377365,
0.06687451899051666,
-0.09974727779626846,
-0.0016231817426159978,
-0.01660834066569805,
-0.0057050795294344425,
0.04349183663725853,
-0.008320636115968227,
-0.015483344905078411,
-0.07126416265964508,
-0.019440283998847008,
0.02764098532497883,
-0.040528688579797745,
0.003597634844481945,
0.001984354807063937,
0.04463720694184303,
0.03740492835640907,
0.10372727364301682,
0.0014779745833948255,
0.004481085110455751,
-0.0033061159774661064,
0.035335540771484375,
-0.015470865182578564,
-0.017822254449129105,
-0.05056615546345711,
0.05033078417181969,
-0.02910614386200905,
-0.024169882759451866,
0.07098028063774109,
-0.04564998298883438,
-0.029453452676534653,
0.011110502295196056,
-0.037390924990177155,
-0.04057306796312332,
-0.011872566305100918,
0.01274503581225872,
-0.03802282363176346,
0.03145500272512436,
-0.04468405246734619,
-0.03782026842236519,
-0.037899620831012726,
0.010682191699743271,
0.05576581880450249,
-0.04423857852816582,
0.04486125335097313,
-0.00532665615901351,
0.04827886074781418,
-0.013427436351776123,
0.02493579499423504,
0.0011099348776042461,
0.03223834186792374,
0.053584128618240356,
-0.011058041825890541,
-0.016632989048957825,
-0.003435989376157522,
0.024506956338882446,
-0.04923483356833458,
0.023325664922595024,
0.019289378076791763,
0.020423011854290962,
0.04017622396349907,
-0.012910975143313408,
-0.03235591948032379,
-0.01753949373960495,
0.0249856635928154,
0.01278624776750803,
0.029253408312797546,
0.022362912073731422,
-0.0012081288732588291,
0.03792895749211311,
0.0026169747579842806,
-0.039612796157598495,
-0.08503694832324982,
0.022348539903759956,
0.001832802314311266,
0.02829751744866371,
-0.04941445216536522,
0.04373406618833542,
0.029136886820197105,
-0.004898490384221077,
-0.026549557223916054,
-0.012251777574419975,
0.01288811769336462,
-0.02951415441930294,
-0.0511542409658432,
0.06823325157165527,
-0.008971177041530609,
0.05896451696753502,
0.00989487860351801,
0.02296493761241436,
0.05071738734841347,
-0.03681173175573349,
0.05114245042204857,
-0.025666575878858566,
-0.03289412707090378,
-0.010920343920588493,
-0.0680248960852623,
0.025331847369670868,
0.03455740585923195,
0.020373869687318802,
-0.04565165191888809,
-0.04273860901594162,
0.029689619317650795,
-0.002009279327467084,
0.040154777467250824,
-0.0056702569127082825,
0.006033906247466803,
0.015456284396350384,
-0.02959050051867962,
-0.005198957398533821,
0.022924935445189476,
-0.001413283054716885,
-0.053436726331710815,
0.06911353021860123,
0.025127582252025604,
0.05529002472758293,
0.03161685913801193,
-0.04243989661335945,
-0.003933524247258902,
0.00451728655025363,
-0.032300811260938644,
-0.0296180360019207,
-0.05358405411243439,
-0.006619925610721111,
-0.0036768242716789246,
0.03828410804271698,
0.02984563633799553,
0.09813003242015839,
-0.06169559806585312,
-0.015276254154741764,
0.0734017938375473,
0.02396717108786106,
0.01535397581756115,
0.017809830605983734,
0.027029696851968765,
-0.02762441895902157,
-0.031677838414907455,
0.01886482909321785,
-0.03269750997424126,
0.03359847515821457,
0.034781914204359055,
-0.03793712705373764,
-0.006874691229313612,
0.007874312810599804,
-0.003809247398748994,
0.02002616971731186,
-0.03339056670665741,
0.0067465100437402725,
-0.0069921487011015415,
0.032597750425338745,
-0.05069867521524429,
-0.010640056803822517,
0.025074854493141174,
-0.037304315716028214,
0.0006083600455895066,
-0.046447522938251495,
-0.06986763328313828,
-0.019855298101902008,
0.013308752328157425,
0.0012429520720615983,
-0.020511111244559288,
-0.028082530945539474,
0.0071513717994093895,
0.0034622165840119123,
0.021086109802126884,
0.0039269765838980675,
0.05760078877210617,
-0.0015039617428556085,
0.021013149991631508,
-0.08296319097280502,
0.059029851108789444,
0.031398236751556396,
0.015079016797244549,
-0.02191859669983387,
-0.04423970356583595,
0.0125290397554636,
-0.012160191312432289,
0.0059296018444001675,
-0.03814593330025673,
0.02435866743326187,
0.04499811679124832,
0.006258247885853052,
0.0028396339621394873,
0.029143396764993668,
-0.018684444949030876,
-0.004828846547752619,
0.022363673895597458,
0.05477839708328247,
-0.02049029804766178,
-0.023977430537343025,
-0.057735491544008255,
-0.026930637657642365,
0.001910629216581583,
-0.0006787742022424936,
-0.012959882616996765,
-0.01336813997477293,
0.008817196823656559,
0.0249676201492548,
-0.011643516831099987,
0.0136544369161129,
-0.02119576744735241,
0.029389968141913414,
-0.07386017590761185,
-0.03507663682103157,
-0.003657859517261386,
-0.001433937344700098,
0.00037670598248951137,
0.05744744837284088,
0.07063461095094681,
0.04873165115714073,
-0.016892537474632263,
0.02280369959771633,
-0.00511934095993638,
-0.00888195913285017,
-0.027295656502246857,
0.003485298715531826,
-0.030443180352449417,
0.06074044108390808,
0.036360714584589005,
0.05550055950880051,
-0.004951052367687225,
0.06726063787937164,
-0.018846098333597183,
-0.05096043273806572,
0.0029479702934622765,
-0.021294230595231056,
0.010970855131745338,
-0.00393591308966279,
0.014928451739251614,
-0.012997112236917019,
0.007751581724733114,
0.030808405950665474,
0.015307648107409477,
-0.060380350798368454,
0.02991516888141632,
0.04627533257007599,
-0.05446634441614151,
-0.04714363068342209,
-0.003938745241612196,
-0.02021549828350544,
0.03717688471078873,
-0.024250268936157227,
-0.03322295472025871,
0.0009742965339682996,
-0.008326797746121883,
-0.024525564163923264,
-0.020738372579216957,
-0.02676139399409294,
-0.018966400995850563,
-0.03344906494021416,
-0.004378447309136391,
-0.02291085384786129,
0.051008835434913635,
-0.025938740000128746,
-0.03486131876707077,
0.05000611022114754,
-0.014037884771823883,
0.06419219821691513,
-0.0038231010548770428,
-0.005803740583360195,
0.016491703689098358,
0.002621899824589491,
-0.003092346014454961,
-0.03112085722386837,
0.019271453842520714,
-0.005287426058202982,
-0.03605130314826965,
-0.007681095972657204,
0.0252226572483778,
-0.0042637065052986145,
-0.008044322021305561,
0.0601033978164196,
0.023843351751565933,
0.010373611003160477,
0.0388592965900898,
-0.02555558830499649,
0.00543160131201148,
0.03922080993652344,
-0.025085264816880226,
-0.02052217349410057,
0.033348292112350464,
-0.046229857951402664,
-0.03512371703982353,
-0.0474257729947567,
-0.0005044579738751054,
-0.03468237817287445,
0.0011535094818100333,
0.00016255368245765567,
-0.006292431149631739,
0.048604339361190796,
0.03527436777949333,
-0.011256917379796505,
0.04101651534438133,
-0.026525944471359253,
0.010882491245865822,
0.05217486992478371,
0.01698075607419014,
0.0006403529550880194,
-0.003983383532613516,
-0.019591549411416054,
-0.023723861202597618,
0.045014239847660065,
0.0021330993622541428,
-0.014791942201554775,
0.01931932382285595,
-0.017288250848650932,
-0.014842546544969082,
-0.04054662957787514,
-0.041475582867860794,
0.11365074664354324,
0.0033942831214517355,
-0.02561107464134693,
-0.015160718001425266,
0.0013765407493337989,
0.009401684626936913,
-0.008429219014942646,
0.029901552945375443,
-0.01220892183482647,
-0.0163933914154768,
0.013313589617609978,
0.025763416662812233,
0.0096402233466506,
-0.06292755156755447,
0.03628840669989586,
0.026178965345025063,
-0.04871200770139694,
-0.0648757666349411,
0.06646322458982468,
-0.09936363995075226,
0.013321757316589355,
0.005699904169887304,
0.03801492974162102,
0.03086744248867035,
0.08541332185268402,
0.05649193748831749,
-0.027718687430024147,
0.014171081595122814,
0.04219214618206024,
-0.07885798811912537,
-0.040185220539569855,
0.05356850102543831,
-0.03058496117591858,
-0.03023732267320156,
0.05567983165383339,
-0.04281730577349663,
-0.037318214774131775,
0.015784887596964836,
0.03699159994721413,
-0.015843184664845467,
0.05116995796561241,
0.04568732529878616,
0.029917577281594276,
0.04341135919094086,
0.05984753370285034,
-0.002475687302649021,
-0.05438922345638275,
-0.03747870773077011,
-0.0010334631660953164,
0.02850571647286415,
-0.02154817059636116,
-0.039049383252859116,
0.02215547300875187,
0.026735691353678703,
-0.03181137889623642,
0.07150094956159592,
0.022154927253723145,
-0.07111340016126633,
-0.06032939627766609,
0.00963168777525425,
-0.06078273057937622,
-0.013693712651729584,
0.030612872913479805,
0.002739125397056341,
0.017823627218604088,
0.048431266099214554,
0.029655667021870613,
-0.00027982654864899814,
0.006818557623773813,
0.02850145474076271,
-0.0029692326206713915,
-0.03218882903456688,
-0.04845092445611954,
0.05116991698741913,
0.014566496014595032,
-0.034302033483982086,
-0.026994431391358376,
-0.015922894701361656,
-0.018804850056767464,
0.029204683378338814,
0.03427249938249588,
-0.05101249739527702,
-0.013396412134170532,
0.058751173317432404,
-0.0503101609647274,
0.015704484656453133,
0.002247203839942813,
-0.014269891194999218,
0.022612839937210083,
0.016299284994602203,
0.005769594572484493,
0.002458001021295786,
-0.04553287848830223,
-0.061834219843149185,
-0.0039148153737187386,
-0.03758418187499046,
0.03695766627788544,
0.01713169738650322,
-0.032204870134592056,
-0.003809564746916294,
-0.056802358478307724,
0.05192168056964874,
0.03622632473707199,
-0.06514545530080795,
0.042950138449668884,
0.04053071513772011,
-0.0621417835354805,
0.023009687662124634,
-0.0027907027397304773,
0.031826265156269073,
0.024336719885468483,
0.02202180027961731,
-0.0019412945257499814,
0.0030089470092207193,
0.02298329584300518,
0.025561342015862465,
-0.030828649178147316,
0.07172620296478271,
-0.03945718705654144,
-0.01194890309125185,
-0.016672974452376366,
0.027194984257221222,
-0.006239434238523245,
0.01695467159152031,
0.06895752251148224,
-0.004462218843400478,
0.02440537139773369,
0.011171912774443626,
-0.01699346862733364,
0.07061606645584106,
-0.00554513419046998,
-0.0251433327794075,
-0.013358431868255138,
-0.008950204588472843,
0.045596543699502945,
-0.026277758181095123,
-0.043930962681770325,
-0.07824459671974182,
-0.036393485963344574,
-0.013181416317820549,
0.029627585783600807,
0.014539647847414017,
-0.023497004061937332,
-0.03556673973798752,
0.019254831597208977,
0.07637914270162582,
0.021607492119073868,
-0.0010386646026745439,
-0.0426454097032547,
0.05625862628221512,
0.007613939233124256,
0.008792773820459843,
0.003112859558314085,
-0.01939490996301174,
0.031649403274059296,
-0.021303486078977585,
-0.05015335604548454,
-0.019857721403241158,
-0.012510756962001324,
-0.025746529921889305,
0.04443509131669998,
-0.045909084379673004,
-0.003790549235418439,
0.04801958426833153,
-0.052639298141002655,
0.003223742824047804,
-0.0265760850161314,
0.09985300153493881,
-0.0872819647192955,
0.005058527924120426,
-0.018314741551876068,
0.04786727949976921,
0.08320635557174683,
0.021616730839014053,
-0.04093397408723831,
-0.0020366942044347525,
0.004381060134619474,
0.06212560459971428,
0.012351234443485737,
0.036781471222639084,
-0.02086521126329899,
0.026064256206154823,
0.03170761466026306,
-0.002937536220997572,
0.017333751544356346,
-0.003208847250789404,
0.010508250445127487,
0.08829780668020248,
0.06411344558000565,
-0.009899849072098732,
0.061547331511974335,
0.06095321103930473,
-0.06064576655626297,
-0.02459806762635708,
-0.09953287988901138,
-0.02407890558242798,
0.012581653892993927,
-0.003132600337266922,
-0.025406284257769585,
-0.01881672814488411,
-0.01679988205432892,
-0.04888523742556572,
-0.05192268639802933,
-0.06162043288350105,
-0.010040839202702045,
0.007305162958800793,
0.02368387021124363,
-0.020541032776236534,
0.01723412051796913,
0.03169795870780945,
-0.06340799480676651,
0.01053004339337349,
0.049274977296590805,
-0.01032116450369358,
0.022808371111750603,
0.0474722683429718,
-0.024588728323578835,
0.014745404943823814,
0.019291594624519348,
0.011252446100115776,
-0.007787053938955069,
0.0018329632002860308,
-0.014884823001921177,
0.003219109959900379,
0.03978564962744713,
0.0052919029258191586,
-0.007888167165219784,
0.0314394049346447,
-0.008314005099236965,
-0.016078434884548187,
-0.023959040641784668,
0.053609881550073624,
-0.03663884848356247,
0.07917410135269165,
-0.009736727923154831,
-0.06530706584453583,
0.016465498134493828,
-0.05498882755637169,
-0.02113988623023033,
-0.05716508999466896,
0.021908923983573914,
0.01428902242332697,
-0.019880451261997223,
0.0035171331837773323,
-0.010022000409662724,
0.053547292947769165,
-0.031266793608665466,
0.027885684743523598,
-0.056092072278261185,
-0.04552512615919113,
0.037289656698703766,
-0.002034332137554884,
-0.07633784413337708,
-0.0014499712269753218,
0.01291463803499937,
0.028688738122582436,
0.053919363766908646,
-0.07462965697050095,
-0.05748609080910683,
0.04543235898017883,
0.0023205725010484457,
0.026425182819366455,
-0.042920514941215515,
-0.06562897562980652,
-0.09355095773935318,
-0.027801845222711563,
0.011845997534692287,
0.02055223099887371,
0.017336389049887657,
-0.008610348217189312,
-0.01804034598171711,
-0.05599215626716614,
0.011786000803112984,
-0.032345276325941086,
0.007341706193983555,
0.026973353698849678,
0.0016001922776922584,
0.0030828542076051235,
0.026324313133955002,
0.009428502060472965,
-0.015104603953659534,
0.019259320572018623,
-0.024885885417461395,
0.022620173171162605,
-0.051994889974594116,
0.005077076610177755,
-0.04184318706393242,
0.016077091917395592,
0.03090808354318142,
0.0361802913248539,
-0.06138651445508003,
-0.0021569642703980207,
-0.024208392947912216,
-0.024365665391087532,
-0.04210228845477104,
0.02367917262017727,
0.06267663091421127,
-0.024788541719317436,
0.0023423656821250916,
0.01421777531504631
] |
<p>Consider the following model </p>
<p>$Y_i = f(X_i) + e_i$</p>
<p>from which we observe n iid data points $\left( X_i, Y_i \right)_{i=1}^n$. Suppose that $X_i \in \mathbb{R}^d$ is a $d$ dimensional feature vector. And suppose that a ordinary least squares estimate is fit to data, that is,</p>
<p>$\hat \beta = {\rm arg} \min_{\beta \in \mathbb{R}^d} \sum_i (Y_i - \sum_j X_{ij} \beta_j)^2$</p>
<p>Since a wrong model is estimated, what is the interpretation for the confidence interval around estimated coefficients? </p>
<p>More generally, does it make sense to estimate confidence intervals around parameters in a misspecified model? And what does the confidence interval tell us in such a case?</p>
|
g73954
|
[
-0.003492767456918955,
-0.06610459834337234,
-0.01953892596065998,
0.01132374070584774,
0.007422537077218294,
0.02432534284889698,
0.030318448320031166,
-0.014463167637586594,
-0.067292220890522,
-0.003396839601919055,
-0.059614624828100204,
0.05835943669080734,
0.03871733695268631,
0.03073861636221409,
0.0034412271343171597,
-0.007206717040389776,
0.030505899339914322,
-0.014842048287391663,
-0.005639031995087862,
0.0011657807044684887,
-0.025386791676282883,
0.007255960255861282,
-0.020842958241701126,
-0.012784513644874096,
0.0022222360130399466,
0.022972695529460907,
-0.023037828505039215,
0.047651708126068115,
-0.003302954835817218,
0.024331633001565933,
-0.01170959509909153,
0.0262804813683033,
0.06721989065408707,
-0.062222596257925034,
0.015569200739264488,
-0.014805900864303112,
0.04316478967666626,
-0.004224368836730719,
0.07523533701896667,
-0.01210313756018877,
-0.028107857331633568,
0.032607194036245346,
0.026308337226510048,
0.036624036729335785,
0.0204165056347847,
-0.016208704560995102,
-0.03638443350791931,
0.00046487475628964603,
0.07681519538164139,
-0.03142488747835159,
0.016107002273201942,
0.029021382331848145,
0.06663229316473007,
0.029758142307400703,
-0.010009153746068478,
0.09108506143093109,
-0.002640883205458522,
-0.01517849788069725,
0.04556278511881828,
-0.013714277185499668,
0.0260626133531332,
-0.006261436268687248,
-0.05395699664950371,
-0.03781184181571007,
0.02104918472468853,
-0.003549575572833419,
-0.06624852865934372,
0.012010481208562851,
-0.019995851442217827,
-0.03475690633058548,
0.04669877886772156,
0.0006679296493530273,
0.0009525214554741979,
-0.02769399993121624,
-0.07275956869125366,
-0.0005246865912340581,
-0.030485840514302254,
0.04208250343799591,
-0.026004347950220108,
0.04268943890929222,
-0.01879153586924076,
0.021421516314148903,
-0.028681032359600067,
0.017367156222462654,
0.043671950697898865,
0.060403380542993546,
0.028199031949043274,
0.016183432191610336,
0.029260363429784775,
-0.00875011831521988,
-0.03500491380691528,
-0.0009368210448883474,
-0.0149828577414155,
0.016124026849865913,
-0.0139559805393219,
-0.04597688466310501,
-0.07336331158876419,
0.012159308418631554,
0.004660960752516985,
0.05888175219297409,
0.0005194697296246886,
0.0562596470117569,
-0.028066210448741913,
-0.00797249935567379,
-0.03969252109527588,
0.052205465734004974,
0.05688223987817764,
-0.04669395089149475,
0.008152729831635952,
-0.048164866864681244,
-0.0019420958124101162,
0.0018446497851982713,
0.004052538424730301,
-0.06033281609416008,
-0.058862701058387756,
-0.02463293820619583,
0.027705688029527664,
-0.007821292616426945,
-0.0018294990295544267,
0.012744547799229622,
0.02593652904033661,
0.00890365056693554,
0.03267432376742363,
0.10640924423933029,
-0.010135688818991184,
0.0243288092315197,
-0.022404372692108154,
0.09177643060684204,
0.008292610757052898,
0.045668747276067734,
-0.003057033522054553,
-0.02647647075355053,
-0.0047089410945773125,
-0.01951456442475319,
0.04105570539832115,
0.042982328683137894,
0.008850105106830597,
-0.00682654557749629,
0.004882669076323509,
0.06827784329652786,
-0.04314996302127838,
0.01588664948940277,
-0.003534493735060096,
-0.10888554900884628,
0.015329229645431042,
-0.04111287370324135,
-0.003883846802636981,
-0.018931441009044647,
-0.03510202839970589,
0.0021221041679382324,
-0.06054021418094635,
0.07076798379421234,
0.030158530920743942,
0.03139907494187355,
-0.06594206392765045,
-0.01394254807382822,
-0.011633536778390408,
0.03928600251674652,
-0.007159551605582237,
-0.04337549954652786,
0.03523009270429611,
-0.03523751348257065,
0.02465430088341236,
0.04017152637243271,
0.025108827278017998,
-0.015562736429274082,
0.04327142983675003,
-0.09179593622684479,
0.007802918553352356,
-0.05642096325755119,
0.04477887600660324,
0.006856132298707962,
0.0120966462418437,
-0.07335168868303299,
0.024902328848838806,
0.051480431109666824,
0.0043784561567008495,
-0.021165145561099052,
0.04727742448449135,
-0.009710769169032574,
-0.008325486443936825,
0.05062776058912277,
-0.019636517390608788,
-0.07116562873125076,
-0.025863585993647575,
-0.08190340548753738,
-0.011202915571630001,
0.021272169426083565,
0.008076065219938755,
-0.04069770872592926,
0.003941961098462343,
-0.005383900832384825,
-0.038210730999708176,
0.016208212822675705,
-0.03417842462658882,
0.021937046200037003,
0.07750259339809418,
-0.0935225859284401,
-0.010312104597687721,
0.04723769798874855,
-0.005453711375594139,
-0.021000122651457787,
0.04612397402524948,
0.036973439157009125,
-0.046600453555583954,
0.013545581139624119,
-0.020403863862156868,
-0.009357498958706856,
-0.024306943640112877,
0.035103145986795425,
0.004329536110162735,
-0.03442331776022911,
-0.004195143934339285,
-0.0014898936497047544,
-0.03393414989113808,
0.0077294036746025085,
0.008521714247763157,
0.037229668349027634,
0.029984192922711372,
-0.012310177087783813,
-0.05563986301422119,
-0.06346508860588074,
0.04328007623553276,
-0.0581672377884388,
-0.011923976242542267,
0.049925655126571655,
-0.0032535449136048555,
0.020804086700081825,
-0.010861032642424107,
0.03750908374786377,
-0.05013701319694519,
-0.05391569435596466,
0.021991614252328873,
0.006463521625846624,
0.05989564210176468,
0.0299441609531641,
-0.009988862089812756,
-0.02387392893433571,
0.023700961843132973,
-0.0013588425936177373,
0.026009105145931244,
0.006135855335742235,
-0.07091913372278214,
0.03394926339387894,
-0.04937903955578804,
0.048676613718271255,
-0.025954244658350945,
-0.014972958713769913,
-0.013878296129405499,
0.041656918823719025,
-0.04670469090342522,
0.1153007373213768,
0.04034416750073433,
-0.03049493208527565,
0.02896593138575554,
-0.08696107566356659,
0.011916151270270348,
0.0012438930571079254,
0.01791401393711567,
0.0016793498070910573,
-0.01860153302550316,
0.04923400655388832,
-0.0076018343679606915,
0.03569347783923149,
-0.04930678755044937,
-0.005254385061562061,
-0.0117056118324399,
-0.017044350504875183,
-0.0047957440838217735,
-0.02244837023317814,
0.04002784192562103,
-0.013884250074625015,
0.030769726261496544,
0.09137024730443954,
0.03448782488703728,
0.02259102463722229,
-0.0711936205625534,
-0.03767724335193634,
0.011865553446114063,
-0.02570556104183197,
-0.010370742529630661,
-0.01516937930136919,
-0.002956520300358534,
0.04612632468342781,
0.011084897443652153,
-0.012120969593524933,
-0.013749727047979832,
-0.008058860898017883,
-0.0041180565021932125,
0.009327308274805546,
-0.01683509349822998,
-0.02054297737777233,
-0.036511220037937164,
0.000052646570111392066,
-0.01677749864757061,
-0.004308105446398258,
0.018932640552520752,
-0.05830935388803482,
0.04475642368197441,
0.010679039172828197,
-0.022456230595707893,
0.0225691981613636,
-0.08399664610624313,
-0.056196268647909164,
0.07147298753261566,
-0.03967322036623955,
0.035279061645269394,
0.0003534106654115021,
-0.011341020464897156,
-0.03667674958705902,
-0.0026554646901786327,
-0.005744230933487415,
0.002188177779316902,
-0.0010495915776118636,
-0.001067816629074514,
0.009435500018298626,
-0.04126540943980217,
-0.005316150840371847,
-0.002960766665637493,
-0.009331075474619865,
0.05343811213970184,
-0.09277710318565369,
-0.009561260230839252,
0.048649661242961884,
0.034359220415353775,
-0.010089683346450329,
-0.0307818204164505,
0.01696307770907879,
-0.04435490816831589,
0.03333200886845589,
0.028819072991609573,
-0.038259364664554596,
0.014248930849134922,
0.001702378038316965,
-0.014454553835093975,
-0.037502266466617584,
-0.015336347743868828,
0.07291155308485031,
0.005496005527675152,
-0.006039693020284176,
-0.0321299210190773,
0.07038624584674835,
0.029637863859534264,
-0.0222343560308218,
0.012981725856661797,
-0.050456881523132324,
0.001877110917121172,
0.029515009373426437,
0.036105599254369736,
0.041522424668073654,
-0.02076132968068123,
0.02120395004749298,
-0.025718575343489647,
-0.021370992064476013,
0.025197703391313553,
0.09050984680652618,
0.02519107796251774,
0.018863672390580177,
-0.013158229179680347,
0.00909976102411747,
0.06627801060676575,
-0.03575471416115761,
-0.015228219330310822,
0.021133197471499443,
-0.03538556769490242,
-0.045991457998752594,
0.019705187529325485,
0.05688028037548065,
0.043900731950998306,
-0.02806393802165985,
0.008422995917499065,
0.04985784739255905,
0.03930378705263138,
0.04722506180405617,
0.026857104152441025,
-0.017756102606654167,
0.0549333281815052,
0.02908060885965824,
-0.04079250246286392,
0.029977429658174515,
-0.012023687362670898,
0.01693379320204258,
-0.05884504318237305,
0.00462734792381525,
0.02806355245411396,
-0.07836062461137772,
0.009974847547709942,
0.012534315697848797,
-0.04389907047152519,
-0.03685203567147255,
0.0560096837580204,
0.0037568474654108286,
-0.04488728940486908,
0.031110476702451706,
0.019600627943873405,
-0.06393175572156906,
-0.021999875083565712,
0.016555292531847954,
0.03250475227832794,
0.005092030856758356,
0.02655714936554432,
0.024377578869462013,
0.031053924933075905,
0.03294600918889046,
-0.008548961021006107,
0.013841846957802773,
-0.037611816078424454,
0.006433302536606789,
-0.007086618337780237,
-0.020539013668894768,
-0.007067088503390551,
-0.018394416198134422,
0.02027362957596779,
-0.01574251987040043,
0.021963173523545265,
0.041204970329999924,
0.008569102734327316,
-0.04040287062525749,
-0.00525355851277709,
-0.012346901930868626,
0.023533154278993607,
0.03621765226125717,
-0.0018190429545938969,
0.008765208534896374,
0.03460099175572395,
0.038474276661872864,
0.07906555384397507,
0.014980700798332691,
-0.018475009128451347,
-0.115663081407547,
-0.016168955713510513,
-0.005178875755518675,
-0.030220674350857735,
0.05758976936340332,
-0.020722564309835434,
-0.01688908413052559,
-0.02141171507537365,
0.0345485545694828,
0.008095108903944492,
0.0005586854531429708,
-0.08255676180124283,
-0.00031651329481974244,
0.0016115221660584211,
-0.03259797394275665,
0.03273097053170204,
-0.008668365888297558,
-0.004787455312907696,
-0.008412905968725681,
0.0008078465471044183,
0.08561264723539352,
-0.0441606380045414,
0.021311696618795395,
0.03084990568459034,
-0.006754317786544561,
0.08371689915657043,
-0.03595823794603348,
-0.01687369868159294,
0.089212566614151,
-0.0030692401342093945,
-0.021736782044172287,
0.03995067998766899,
-0.03289669379591942,
-0.023043764755129814,
-0.01828272081911564,
0.01713358797132969,
-0.05427868291735649,
-0.01868402771651745,
-0.029423261061310768,
-0.013467241078615189,
-0.023678436875343323,
0.013264140114188194,
-0.003183982567861676,
0.0633031576871872,
0.05354461446404457,
0.03204982355237007,
0.015511647798120975,
-0.05184052884578705,
0.017548449337482452,
-0.020592885091900826,
0.017344970256090164,
-0.027056122198700905,
-0.02775462344288826,
-0.0029113302007317543,
0.04868944361805916,
-0.004275426268577576,
-0.026078369468450546,
0.019033020362257957,
-0.09953075647354126,
0.05183582752943039,
0.01071283221244812,
0.028368772938847542,
0.07192610949277878,
0.026933107525110245,
-0.03439813479781151,
-0.04989516735076904,
0.014842730946838856,
0.004732236266136169,
-0.0058259060606360435,
-0.006795206107199192,
0.0695284754037857,
-0.07469863444566727,
-0.0035898005589842796,
0.06956411898136139,
-0.010243605822324753,
-0.009354482404887676,
0.001912294770590961,
0.047281719744205475,
-0.03925960510969162,
0.005593887064605951,
0.035550542175769806,
0.02253887802362442,
0.04630396515130997,
-0.05319458246231079,
0.046413604170084,
-0.02981865033507347,
-0.07402928173542023,
-0.027740946039557457,
0.07580474019050598,
-0.0010100037325173616,
-0.06708887964487076,
0.008467446081340313,
-0.036572471261024475,
0.026228314265608788,
-0.026822034269571304,
0.041801776736974716,
-0.031332388520240784,
-0.02098177559673786,
-0.019762400537729263,
0.006608655676245689,
-0.042398978024721146,
0.020682862028479576,
0.01678377017378807,
-0.03469490632414818,
0.00674702413380146,
0.009316375479102135,
0.02159399539232254,
-0.04329027235507965,
-0.014869974926114082,
-0.00669133011251688,
-0.009757879190146923,
-0.05174053832888603,
-0.018457114696502686,
0.03719295933842659,
0.007281291298568249,
-0.02197900414466858,
0.018212858587503433,
0.014143231324851513,
-0.0019204594427719712,
-0.03759201616048813,
-0.029276235029101372,
0.05467979982495308,
-0.017914440482854843,
-0.040733400732278824,
-0.01923319697380066,
-0.027188440784811974,
-0.01649254374206066,
-0.02108401246368885,
0.060672909021377563,
-0.010083632543683052,
-0.028780408203601837,
0.0014026099815964699,
-0.016717098653316498,
-0.016113506630063057,
-0.010154129937291145,
-0.06805286556482315,
0.047081537544727325,
0.020633254200220108,
0.04550629481673241,
-0.009600329212844372,
-0.036127470433712006,
0.025743139907717705,
-0.053948890417814255,
0.07753535360097885,
0.03203054890036583,
0.0023005215916782618,
0.03059237264096737,
0.039116084575653076,
0.002279257634654641,
0.006105439737439156,
-0.04453882947564125,
-0.005073899403214455,
-0.002605575369670987,
-0.011447999626398087,
0.0023663819301873446,
-0.01501097995787859,
0.038020648062229156,
-0.010401011444628239,
-0.021586572751402855,
-0.0019760597497224808,
-0.017672283574938774,
-0.017901480197906494,
-0.05692693591117859,
0.05538386106491089,
-0.017665104940533638,
0.0029361851047724485,
-0.054724644869565964,
-0.009904989041388035,
0.0650482326745987,
-0.010059771127998829,
-0.0689345970749855,
0.009714383631944656,
-0.01987547054886818,
0.024924401193857193,
-0.017453767359256744,
-0.007980545982718468,
-0.04976443573832512,
-0.04381733015179634,
0.003522351151332259,
-0.0027524642646312714,
0.0065947845578193665,
0.011980793438851833,
-0.04471942409873009,
-0.0028455941937863827,
0.06680623441934586,
-0.004847678355872631,
-0.026042873039841652,
0.0009305845014750957,
0.0619395412504673,
-0.09695030748844147,
-0.020552154630422592,
0.04032148793339729,
-0.022420110180974007,
-0.02989332564175129,
-0.0194613765925169,
-0.019707007333636284,
0.0033387800212949514,
-0.01862793229520321,
-0.015974514186382294,
0.032497841864824295,
0.03998628631234169,
0.020587101578712463,
-0.05238298326730728,
-0.013289803639054298,
0.05095149576663971,
-0.03193444386124611,
0.03763148933649063,
0.013048354536294937,
0.049492523074150085,
0.03474828228354454,
0.05063488334417343,
-0.00005566210165852681,
0.06392369419336319,
0.014931530691683292,
-0.010238408111035824,
-0.03494654595851898,
-0.01990789920091629,
-0.01755852811038494,
0.018309487029910088,
-0.015964645892381668,
-0.025153683498501778,
0.041298504918813705,
0.025504590943455696,
-0.029727719724178314,
-0.047990359365940094,
0.015636663883924484,
0.02110200934112072,
-0.0066001820378005505,
0.020091738551855087,
0.08402232825756073,
-0.0628122016787529,
-0.023585643619298935,
-0.028337744995951653,
-0.006693561095744371,
-0.008018366992473602,
0.008323423564434052,
0.027201594784855843,
-0.0010698967380449176,
-0.09496702998876572,
-0.008501836098730564,
-0.03111671283841133,
0.01951482892036438,
-0.0426105335354805,
0.019475864246487617,
0.03559006750583649,
-0.017082665115594864,
0.03381853923201561,
0.024604719132184982,
0.02966773509979248,
-0.016271743923425674,
-0.005678549408912659,
0.029997732490301132,
-0.010995622724294662,
0.016780003905296326,
-0.006609980948269367,
-0.07579690217971802,
0.03929787501692772,
0.09250250458717346,
-0.020697614178061485,
-0.009759189561009407,
0.0009513029945082963,
-0.04224731773138046,
-0.016918815672397614,
0.03032597154378891,
-0.021421097218990326,
-0.0006818538531661034,
-0.017512157559394836,
-0.009425071068108082,
0.025636648759245872,
-0.0402197390794754,
0.030655939131975174,
0.021801648661494255,
-0.014879758469760418,
-0.014330856502056122,
-0.045423880219459534,
0.02466716803610325,
-0.03699621558189392,
-0.01482541672885418,
-0.032909542322158813,
0.04416028410196304,
-0.005874081049114466,
0.04251125454902649,
-0.04106108099222183,
0.016196250915527344,
0.0077532436698675156,
0.05550825595855713,
0.00016573442553635687,
-0.037498150020837784,
-0.02964114397764206,
0.036019425839185715,
-0.04316569119691849,
-0.039418552070856094,
-0.06597919762134552,
-0.030654799193143845,
-0.042076654732227325,
-0.003882188815623522,
-0.07865253835916519,
-0.043119508773088455,
0.00730815390124917,
0.00880887545645237,
0.056358277797698975,
-0.02255549095571041,
0.010958107188344002,
-0.043266892433166504,
0.027417980134487152,
0.006085198372602463,
-0.015231196768581867,
0.05241677910089493,
0.012597216293215752,
0.0013443821808323264,
0.0021025510504841805,
-0.08681854605674744,
0.020648716017603874,
0.06564821302890778,
0.022467171773314476,
0.008659669198095798,
0.03479082137346268,
-0.01914481818675995,
0.008554688654839993,
0.025122936815023422,
0.003324211575090885,
-0.033693429082632065,
-0.0039467536844313145,
-0.013745959848165512,
0.0714828222990036,
-0.009915982373058796,
0.012896931730210781,
-0.016559617593884468,
-0.009519998915493488,
0.008624439127743244,
-0.051605597138404846,
-0.012893161736428738,
-0.05092458799481392,
-0.027188440784811974,
0.03659715875983238,
-0.03035399317741394,
-0.007639389019459486,
-0.0033944910392165184,
0.06131991371512413
] |
<p>I need to cluster units into $k$ clusters to minimize within-group sum of squares (WSS), but I need to ensure that the clusters each contain at least $m$ units. Any idea if any of R's clustering functions allow for clustering into $k$ clusters subject to a minimum cluster size constraint? kmeans() does not seem to offer a size constraint option.</p>
|
g73955
|
[
-0.0477469377219677,
0.0409344881772995,
0.00008814887405605987,
-0.0067534418776631355,
-0.027020223438739777,
-0.0350133553147316,
-0.046586744487285614,
-0.05855511873960495,
-0.003674776991829276,
-0.01046369131654501,
0.032042939215898514,
0.013237844221293926,
0.05154164507985115,
0.02064935863018036,
-0.012044948525726795,
0.056338075548410416,
-0.02551397867500782,
0.01593145728111267,
-0.0013198552187532187,
0.031098946928977966,
-0.0171455517411232,
-0.009300188161432743,
-0.010935134254395962,
-0.011519144289195538,
0.022511744871735573,
0.0020144290756434202,
0.02536098286509514,
0.002077399520203471,
-0.03759150579571724,
0.03712627664208412,
0.04162384942173958,
0.003704094560816884,
-0.00816330686211586,
-0.05104784294962883,
0.011539677157998085,
0.012250952422618866,
0.02934093587100506,
-0.057310376316308975,
-0.039529260247945786,
-0.01253867894411087,
0.012817471288144588,
-0.0011930116452276707,
0.05132010951638222,
0.06437667459249496,
-0.023394746705889702,
0.025409094989299774,
0.05338972806930542,
0.0074418033473193645,
0.036283016204833984,
-0.05509428679943085,
-0.056738123297691345,
0.012693258002400398,
-0.018413471058011055,
-0.03179522976279259,
-0.02448933944106102,
-0.027798296883702278,
-0.017672311514616013,
-0.008613512851297855,
0.022995799779891968,
0.020666297525167465,
0.04009624943137169,
0.0171065591275692,
-0.07052482664585114,
-0.036695484071969986,
-0.01759283058345318,
0.013918653130531311,
-0.04331418499350548,
0.02200656197965145,
0.004371446091681719,
0.04165202006697655,
-0.03380913287401199,
-0.007058142218738794,
0.04913628473877907,
-0.00708061084151268,
-0.010258138179779053,
-0.0017184324096888304,
0.03533259406685829,
0.03768279403448105,
0.04721323400735855,
0.023616913706064224,
0.0593879260122776,
0.011769157834351063,
0.038859784603118896,
0.0007453605649061501,
-0.07958245277404785,
0.025012092664837837,
0.007273829076439142,
-0.044642798602581024,
0.029125813394784927,
0.03603212535381317,
0.019009197130799294,
-0.009115432389080524,
-0.0012739932863041759,
-0.023490192368626595,
0.007298632059246302,
0.0408506765961647,
-0.017670536413788795,
0.005997087340801954,
-0.021974077448248863,
0.048994891345500946,
0.055815279483795166,
0.029189366847276688,
0.044900644570589066,
-0.0453815795481205,
0.015133161097764969,
-0.06456849724054337,
0.0014544161967933178,
0.03703361377120018,
0.043343234807252884,
-0.055219922214746475,
-0.014914783649146557,
0.00598673801869154,
-0.027457918971776962,
-0.0016464804066345096,
-0.04987870901823044,
-0.01787402480840683,
0.031376976519823074,
0.02868836186826229,
0.029760269448161125,
0.04390072077512741,
-0.015422077849507332,
-0.05760525166988373,
-0.07409631460905075,
-0.004010948818176985,
-0.03987683355808258,
-0.009222571738064289,
0.004134185146540403,
0.047242045402526855,
0.023837532848119736,
-0.06612018495798111,
-0.0074734860099852085,
-0.014515181072056293,
-0.07541418820619583,
0.006011799443513155,
-0.019805695861577988,
0.012954533100128174,
-0.012772603891789913,
0.029253413900732994,
-0.030798986554145813,
-0.046900540590286255,
-0.06664735823869705,
0.08680721372365952,
0.024673042818903923,
-0.05131276324391365,
-0.050311129540205,
-0.006249804515391588,
-0.022636016830801964,
-0.02719060704112053,
-0.01820068247616291,
0.04120232164859772,
-0.057449400424957275,
-0.019439438357949257,
-0.026260919868946075,
-0.025946643203496933,
-0.0067435456439852715,
-0.036594241857528687,
-0.0056718094274401665,
-0.010453777387738228,
0.03811219334602356,
-0.007146421819925308,
-0.017787866294384003,
0.017600439488887787,
0.02050170861184597,
0.017710717394948006,
0.005381905008107424,
-0.0005909156752750278,
-0.02660723403096199,
-0.006167449057102203,
-0.009920226410031319,
-0.04617832601070404,
-0.03652464598417282,
-0.03778056800365448,
0.019074134528636932,
0.010138281621038914,
-0.03221258893609047,
0.030984017997980118,
0.0202019140124321,
0.040983207523822784,
0.01819443888962269,
0.011871452443301678,
-0.030242204666137695,
-0.05368928238749504,
0.03449932485818863,
0.05978446081280708,
-0.016409602016210556,
0.001180503866635263,
0.021955834701657295,
0.0840994194149971,
0.011467056348919868,
0.016970138996839523,
-0.019771963357925415,
0.017667654901742935,
-0.0062555125914514065,
-0.020945224910974503,
0.006647232919931412,
-0.01952425390481949,
-0.002676037373021245,
-0.024177992716431618,
0.0014334734296426177,
-0.00968588050454855,
0.06062724068760872,
0.0039033519569784403,
-0.0022462503984570503,
0.005348333157598972,
0.06872422248125076,
-0.018410952761769295,
-0.0555218942463398,
0.046361930668354034,
0.030877437442541122,
-0.0024417086970061064,
0.003578352741897106,
-0.08107216656208038,
0.033362217247486115,
0.006908196955919266,
0.003341927193105221,
-0.009918306954205036,
0.04205538332462311,
-0.0013306157197803259,
0.05970729887485504,
0.015425506047904491,
-0.07479144632816315,
0.007996072061359882,
0.019942479208111763,
0.049037277698516846,
0.01915442757308483,
-0.021419834345579147,
0.011673147790133953,
0.014058179222047329,
0.013461028225719929,
-0.01562290359288454,
-0.08147209137678146,
0.05263519659638405,
0.01740206964313984,
-0.054291799664497375,
-0.029205888509750366,
0.002583874622359872,
-0.03088311292231083,
-0.011746442876756191,
-0.027752358466386795,
-0.019473113119602203,
0.04902340844273567,
-0.016588609665632248,
0.012373795732855797,
0.028655964881181717,
0.0365230068564415,
-0.046968813985586166,
-0.056812722235918045,
-0.012447472661733627,
-0.0478796549141407,
-0.01764385960996151,
-0.030568215996026993,
0.051705360412597656,
-0.02386532910168171,
-0.0740954577922821,
-0.005117703229188919,
-0.039434101432561874,
-0.03607082739472389,
0.022912273183465004,
0.037874702364206314,
-0.027293391525745392,
0.07288933545351028,
-0.015551010146737099,
0.0296282097697258,
-0.018569335341453552,
0.018783949315547943,
0.03042074665427208,
-0.018672924488782883,
-0.020862020552158356,
0.08293893188238144,
0.027670087292790413,
0.004313579294830561,
0.11780248582363129,
0.028615787625312805,
0.05494274944067001,
0.02368484064936638,
-0.0013242774875834584,
-0.013396741822361946,
0.014016573317348957,
0.03808242827653885,
0.0658111497759819,
0.003503207117319107,
-0.01358529832214117,
0.01360637042671442,
-0.0016326925251632929,
-0.015209230594336987,
-0.0008198302239179611,
0.022785697132349014,
0.030495746061205864,
0.04003029689192772,
0.05877925828099251,
0.004168971441686153,
0.025469988584518433,
0.08293987065553665,
-0.028631942346692085,
0.04758014902472496,
-0.00526372529566288,
-0.04901183769106865,
0.0016432394040748477,
0.004393427632749081,
0.0027789014857262373,
0.009194998070597649,
-0.05078284814953804,
-0.014473305083811283,
-0.024207981303334236,
-0.018110107630491257,
0.01893746294081211,
0.012959975749254227,
-0.03683658316731453,
-0.03338335081934929,
-0.06648052483797073,
0.084497831761837,
0.04500339552760124,
-0.004970792215317488,
0.042816951870918274,
-0.005389315541833639,
-0.026921330019831657,
-0.054457828402519226,
0.028488319367170334,
-0.039445292204618454,
-0.023679057136178017,
0.01300241332501173,
-0.0013001721818000078,
0.06142716482281685,
-0.04353415593504906,
0.028503455221652985,
0.03110215626657009,
-0.014306188561022282,
-0.0643860325217247,
-0.024413153529167175,
0.016188858076930046,
-0.03977810963988304,
-0.0692255049943924,
0.0070165544748306274,
-0.011611510068178177,
-0.034054163843393326,
-0.02207665517926216,
-0.03340022265911102,
-0.018698161467909813,
0.008968815207481384,
0.0033271554857492447,
0.0027632045093923807,
0.013497447595000267,
-0.02421499229967594,
-0.023598160594701767,
-0.010564032010734081,
0.06983842700719833,
-0.02875875122845173,
-0.004702270496636629,
0.04499894008040428,
-0.017840400338172913,
-0.0257424246519804,
-0.026298275217413902,
0.0004939778009429574,
-0.04210509732365608,
0.03615250065922737,
0.016904423013329506,
0.03582848608493805,
-0.0013986224075779319,
-0.004471867345273495,
-0.044473666697740555,
-0.04421570897102356,
-0.05456401780247688,
-0.03834783658385277,
-0.04584548994898796,
0.041405148804187775,
-0.04222937300801277,
0.06253759562969208,
0.0008425874984823167,
0.035790763795375824,
0.005325049627572298,
0.0005261732148937881,
0.014050403609871864,
0.03413710743188858,
-0.025539396330714226,
0.019636260345578194,
-0.012636126019060612,
0.04764764755964279,
0.05840679630637169,
0.0333162322640419,
-0.04493851959705353,
-0.0214224886149168,
0.02011876553297043,
0.028338395059108734,
0.01224488951265812,
-0.04485228657722473,
0.019763924181461334,
0.021247820928692818,
-0.036151476204395294,
-0.008308621123433113,
-0.022896213456988335,
-0.04563562944531441,
-0.06488268077373505,
-0.026499852538108826,
-0.020997775718569756,
-0.029563017189502716,
0.01939547434449196,
-0.018653513863682747,
-0.021501028910279274,
0.009632364846765995,
0.0246567502617836,
0.034445490688085556,
0.0365779772400856,
0.023834027349948883,
-0.03672939911484718,
0.010294565930962563,
-0.04854545742273331,
-0.036918796598911285,
0.021652547642588615,
0.02978753298521042,
-0.024408642202615738,
0.02488533966243267,
-0.004427471198141575,
0.02966705523431301,
0.0013787024654448032,
0.02281075529754162,
-0.028992073610424995,
-0.06654639542102814,
0.008544436655938625,
-0.017066070809960365,
-0.007404832635074854,
-0.05961572751402855,
-0.006625714711844921,
-0.0038892333395779133,
-0.031626421958208084,
-0.008529066108167171,
0.028295831754803658,
-0.011546481400728226,
0.017475947737693787,
-0.007171889767050743,
0.004436600487679243,
0.018261225894093513,
0.012000532820820808,
-0.01763666234910488,
-0.06683387607336044,
0.016109904274344444,
-0.05787687748670578,
0.0066202981397509575,
-0.026232562959194183,
-0.06693622469902039,
-0.06200850009918213,
-0.01538663450628519,
0.022581880912184715,
-0.004802074283361435,
0.05280120298266411,
0.009953212924301624,
0.000618958321865648,
-0.009246818721294403,
0.027224930003285408,
-0.019052181392908096,
0.057176463305950165,
0.04028846323490143,
-0.06085129827260971,
0.006997587159276009,
-0.023019971325993538,
-0.02394852042198181,
0.02235490456223488,
-0.052412956953048706,
0.013092685490846634,
0.04630177468061447,
0.027522724121809006,
0.014228405430912971,
0.010259345173835754,
0.00022452928533311933,
0.04130345955491066,
0.04420676454901695,
0.03704069182276726,
-0.0497843399643898,
0.02106533944606781,
-0.055180639028549194,
0.04040797799825668,
0.06358032673597336,
0.04147565737366676,
0.01702214777469635,
0.012227348983287811,
0.03855700045824051,
0.009917463175952435,
-0.06390805542469025,
-0.01911858096718788,
-0.0006178378826007247,
0.03148766979575157,
-0.004064818378537893,
0.015042119659483433,
-0.027244307100772858,
0.03182055428624153,
0.021472031250596046,
0.0825066938996315,
0.047413330525159836,
0.0043301875703036785,
0.008482848294079304,
0.010355428792536259,
0.02435433864593506,
-0.020340435206890106,
-0.008236447349190712,
-0.031849995255470276,
0.029803890734910965,
0.03900602459907532,
0.02622509002685547,
-0.07209280878305435,
0.01972450315952301,
0.02048577181994915,
0.008823024109005928,
-0.020432718098163605,
0.046774525195360184,
0.018204281106591225,
0.014517017640173435,
-0.0019496051827445626,
-0.003983370028436184,
0.014221825636923313,
0.007876395247876644,
0.05898315832018852,
0.031154051423072815,
0.06611208617687225,
0.057914767414331436,
-0.00554388202726841,
-0.05117543041706085,
-0.03962693363428116,
-0.04077823460102081,
0.07475803047418594,
-0.022462548688054085,
-0.007840772159397602,
0.03052792139351368,
-0.06707597523927689,
-0.04085646569728851,
-0.015666350722312927,
0.0019076690077781677,
0.009243836626410484,
0.03179372474551201,
-0.060453686863183975,
0.031366415321826935,
0.017007218673825264,
0.0324338860809803,
-0.07148195803165436,
-0.014532522298395634,
-0.053903382271528244,
0.025224432349205017,
-0.007607175502926111,
0.029345296323299408,
0.032999999821186066,
0.030262092128396034,
-0.01496677566319704,
-0.021332016214728355,
-0.036125581711530685,
-0.03440673276782036,
-0.08054924756288528,
-0.03366980701684952,
-0.05087273567914963,
0.052891939878463745,
-0.00442367373034358,
-0.001205950859002769,
-0.03735582157969475,
0.008716105483472347,
0.04596973583102226,
-0.025134455412626266,
-0.029498569667339325,
-0.012978551909327507,
-0.023985112085938454,
-0.019133804365992546,
-0.02385086938738823,
-0.002482339274138212,
-0.02310766652226448,
-0.006894804071635008,
-0.015363345853984356,
-0.02205052599310875,
-0.004499639850109816,
-0.000681492208968848,
-0.025113742798566818,
0.0007836328586563468,
0.002906247042119503,
0.07412298768758774,
0.017820660024881363,
-0.028033196926116943,
-0.047329194843769073,
0.05906929448246956,
0.029637940227985382,
-0.022760886698961258,
-0.0472034327685833,
0.01649150252342224,
0.01809368096292019,
0.05385926738381386,
0.05631106346845627,
0.04602508619427681,
-0.01214901264756918,
-0.003750602249056101,
-0.06951642781496048,
0.026369471102952957,
0.048336200416088104,
-0.02377374842762947,
0.010995352640748024,
0.005558265373110771,
-0.006708440370857716,
-0.036038246005773544,
-0.00592939555644989,
-0.013943878002464771,
0.06200241670012474,
0.0055641052313148975,
-0.01142082642763853,
-0.010774744674563408,
0.05458607152104378,
0.024328138679265976,
-0.00967427622526884,
0.029891131445765495,
0.010423594154417515,
0.08598830550909042,
-0.030856331810355186,
-0.07234184443950653,
0.015828773379325867,
-0.039017122238874435,
-0.05208872631192207,
-0.03934323042631149,
-0.013494945131242275,
-0.043541401624679565,
-0.03363357111811638,
0.024347631260752678,
0.03182806074619293,
0.02320590242743492,
-0.007541375700384378,
0.03677981719374657,
-0.006176737602800131,
-0.08617734909057617,
-0.06267093122005463,
0.048773542046546936,
-0.012063509784638882,
-0.05544557794928551,
-0.08341893553733826,
-0.0285200085490942,
0.026546860113739967,
0.06719715148210526,
-0.0027570181991904974,
0.020675167441368103,
0.04472402483224869,
0.008893802762031555,
0.012963531538844109,
-0.05182216688990593,
-0.037522971630096436,
-0.00759844621643424,
0.03894181177020073,
-0.028156718239188194,
0.05866166576743126,
0.04578631371259689,
0.01771533116698265,
-0.02478688210248947,
-0.009887326508760452,
0.023626204580068588,
0.09178749471902847,
-0.04948476701974869,
0.021056659519672394,
0.019078189507126808,
0.05376945436000824,
-0.03583415225148201,
-0.01954560913145542,
0.02845059148967266,
0.038541775196790695,
0.03967173025012016,
-0.07956917583942413,
0.00429193302989006,
-0.03512299805879593,
-0.023515556007623672,
0.0009298620861954987,
0.01769394613802433,
0.027431540191173553,
-0.06283435970544815,
0.03304729610681534,
0.023940645158290863,
0.0076927077025175095,
0.0035868356935679913,
0.0568963997066021,
-0.024120789021253586,
0.05794426426291466,
-0.01957370713353157,
-0.10359751433134079,
0.02546093985438347,
0.08819233626127243,
-0.006279365159571171,
-0.03653130680322647,
-0.0056561618112027645,
0.0304621160030365,
0.015872787684202194,
-0.023622777312994003,
0.029395634308457375,
0.04071415215730667,
-0.011845643632113934,
-0.10100053995847702,
0.034137845039367676,
-0.03801555559039116,
0.008252604864537716,
-0.03987380862236023,
0.01512865535914898,
-0.02724127285182476,
0.08609071373939514,
-0.015997031703591347,
-0.019015926867723465,
-0.004552444443106651,
0.04446398466825485,
0.05776388570666313,
-0.026087917387485504,
0.04706641286611557,
-0.021510254591703415,
-0.053621891885995865,
0.020664295181632042,
0.022136487066745758,
-0.040381357073783875,
0.0029925850685685873,
0.04354451596736908,
-0.036881040781736374,
-0.00211500795558095,
-0.02310975454747677,
-0.0012726415880024433,
-0.0068565052933990955,
0.005065201316028833,
-0.03419243544340134,
-0.025119122117757797,
-0.03152141720056534,
-0.04403838515281677,
-0.04006526991724968,
0.08709439635276794,
0.003709932090714574,
-0.07121505588293076,
0.020870018750429153,
0.028367094695568085,
-0.02341017872095108,
0.02253292314708233,
0.006374570075422525,
0.031108474358916283,
-0.030336007475852966,
-0.043637774884700775,
-0.0695599764585495,
0.033892687410116196,
0.013135009445250034,
-0.014043205417692661,
-0.0077652172185480595,
-0.05285009741783142,
-0.036394599825143814,
-0.016012070700526237,
-0.00885489210486412,
0.05103040859103203,
-0.005341872572898865,
-0.033029165118932724,
0.008798334747552872,
0.001735490164719522,
0.021587079390883446,
-0.04079184681177139,
-0.011625412851572037,
0.004007658455520868,
0.035447053611278534,
-0.030240098014473915,
-0.003875086549669504,
0.0010521975345909595,
0.03589336946606636,
0.028794873505830765,
-0.03027472086250782,
-0.07799942046403885,
0.02854658104479313,
0.050496313720941544,
0.010363549925386906,
0.02430911175906658,
-0.024489350616931915,
0.09770981222391129,
0.06102883815765381,
-0.054339103400707245,
-0.028785204514861107,
-0.023434629663825035,
0.011201146058738232,
-0.03364391624927521,
0.1394490897655487,
0.0839657336473465,
-0.0022179412189871073,
0.041484538465738297,
-0.028938133269548416
] |
<p>The underlying model of <a href="http://en.wikipedia.org/wiki/Partial_least_squares_regression">PLS</a> is that a given $n \times m$ matrix $X$ and $n$ vector $y$ are related by
$$X = T P' + E,$$
$$y = T q' + f,$$
where $T$ is a latent $n \times k$ matrix, and $E, f$ are noise terms (sssuming $X, y$ are centered). </p>
<p>PLS produces estimates of $T, P, q$, and a 'shortcut' vector of regression coefficients, $\hat{\beta}$ such that $y \sim X \hat{\beta}$. I would like to find the distribution of $\hat{\beta}$ under some simplifying assumptions, which should probably include the following:</p>
<ol>
<li>The model is correct, <em>i.e.</em> $X = T P' + E,y = T q' + f$ for unknown $T, P, q$;</li>
<li>The number of latent factors, $k$, is known, and used in the PLS algorithm;</li>
<li>The actual error terms are i.i.d. zero-mean normal with known variances;</li>
</ol>
<p>This question is somewhat underdefined because there are scores of variants of 'the' PLS algorithm, but I would accept results for any of them. I would also accept guidance on how to estimate the distribution of $\hat{\beta}$ via <em>e.g.</em> a bootstrap, but perhaps that is a separate question.</p>
|
g36545
|
[
0.036192260682582855,
-0.06419266015291214,
-0.013819677755236626,
-0.034244559705257416,
0.041072871536016464,
-0.06755248457193375,
0.045586973428726196,
-0.0018936448032036424,
-0.005826953798532486,
-0.02924499660730362,
-0.059345029294490814,
0.026735955849289894,
0.04064994305372238,
0.01842585764825344,
-0.03518282622098923,
0.02415395714342594,
0.05947018042206764,
-0.014009146951138973,
-0.011050893925130367,
-0.02539215236902237,
0.002029677154496312,
-0.024173175916075706,
0.042647626250982285,
-0.04672658070921898,
0.026882506906986237,
0.009939138777554035,
-0.07159054279327393,
0.06749729067087173,
-0.048369478434324265,
0.021466342732310295,
-0.011260136030614376,
-0.02824653871357441,
0.05903150886297226,
-0.049820803105831146,
0.004582628142088652,
-0.03519308939576149,
0.07364406436681747,
0.0009585397783666849,
0.009395205415785313,
0.026846040040254593,
0.024141579866409302,
-0.01186098251491785,
0.04064800217747688,
0.03986668214201927,
-0.009858583100140095,
-0.030419889837503433,
-0.013500739820301533,
0.05830412730574608,
-0.004371597897261381,
0.038961753249168396,
0.028026830404996872,
0.021585067734122276,
0.008825013414025307,
-0.03648296743631363,
0.03419160097837448,
0.005511688068509102,
-0.02127092145383358,
-0.00040725391590967774,
0.020083412528038025,
0.011393931694328785,
0.008133522234857082,
0.012328815646469593,
-0.05111878737807274,
0.008906440809369087,
-0.03423048555850983,
0.006416358519345522,
-0.02111620269715786,
-0.027863891795277596,
-0.05588654801249504,
0.011373605579137802,
0.005888116080313921,
0.03831109777092934,
-0.0043260506354272366,
-0.0061246599070727825,
-0.028560062870383263,
0.014242441393435001,
-0.006859792862087488,
-0.006769459694623947,
-0.013105791993439198,
0.0534103661775589,
0.021348467096686363,
0.04734506830573082,
-0.02473054639995098,
0.023279506713151932,
-0.04323943704366684,
0.01164641696959734,
0.02236342988908291,
-0.00391049962490797,
0.06296036392450333,
-0.05633452162146568,
0.0015298232901841402,
0.0026797307655215263,
0.02901507541537285,
-0.004380176309496164,
0.004212742205709219,
-0.0334274061024189,
-0.037038419395685196,
-0.04639490321278572,
-0.07503235340118408,
-0.033780913800001144,
0.056070487946271896,
-0.0005119753768667579,
-0.010190249420702457,
-0.06657438725233078,
-0.058521587401628494,
0.028902415186166763,
0.009984134696424007,
-0.07611125707626343,
-0.029955292120575905,
0.00826278980821371,
-0.04208122938871384,
0.03157912939786911,
-0.01142766885459423,
-0.08118078112602234,
-0.027177024632692337,
-0.06880340725183487,
0.03730055317282677,
-0.047785285860300064,
-0.017762742936611176,
0.029385771602392197,
-0.014628706499934196,
-0.030854761600494385,
0.04164876043796539,
0.07902129739522934,
-0.06583862751722336,
0.050870638340711594,
-0.04609769210219383,
0.05741854012012482,
0.023930015042424202,
0.045331597328186035,
-0.04527413100004196,
-0.014103437773883343,
0.04021327197551727,
0.006220113951712847,
0.009448467753827572,
0.09869986027479172,
-0.022163206711411476,
0.057227723300457,
0.028739305213093758,
0.02803187631070614,
-0.06335797905921936,
0.03961026296019554,
0.0380161851644516,
-0.07058597356081009,
0.005296300631016493,
0.031112410128116608,
-0.018809212371706963,
-0.013533146120607853,
-0.009963731281459332,
0.014675747603178024,
-0.04854492470622063,
0.03967782109975815,
-0.013810587115585804,
0.024165883660316467,
-0.04848356917500496,
0.018573740497231483,
0.04341621324419975,
-0.04644959419965744,
-0.023075198754668236,
0.01895986869931221,
0.014971009455621243,
-0.05212961882352829,
0.055960796773433685,
0.007654737215489149,
-0.002827789867296815,
0.012295901775360107,
-0.03227671980857849,
-0.036217741668224335,
-0.017012422904372215,
-0.06802494823932648,
0.02569624036550522,
-0.03792072460055351,
0.017438985407352448,
-0.003333678701892495,
0.05500886216759682,
0.020643601194024086,
0.04037398844957352,
0.0026909795124083757,
0.03862513601779938,
0.023359201848506927,
0.014073411002755165,
0.04909922182559967,
0.004525833763182163,
0.0012895675608888268,
0.00014395681500900537,
-0.060091085731983185,
-0.0020842712838202715,
0.03969617933034897,
-0.0299236960709095,
-0.013386940583586693,
-0.034285373985767365,
0.009786480106413364,
0.006454540882259607,
-0.059451766312122345,
0.006825425196439028,
-0.024535465985536575,
0.055407170206308365,
-0.046871766448020935,
0.013455943204462528,
0.039507199078798294,
-0.015164414420723915,
0.03310144692659378,
0.004992275033146143,
0.021073875948786736,
-0.007476895581930876,
0.046560999006032944,
0.04433995485305786,
-0.05429168418049812,
-0.01582961715757847,
0.019893737509846687,
0.0005684382049366832,
-0.06436149030923843,
0.02724441885948181,
0.08315537869930267,
-0.014564445242285728,
-0.05042054131627083,
0.0028401045128703117,
0.004450442735105753,
-0.015409080311655998,
-0.02049039490520954,
-0.06470990180969238,
-0.025110654532909393,
-0.020397694781422615,
-0.035116057842969894,
0.017011119052767754,
0.03830844163894653,
0.030976537615060806,
0.006040808744728565,
-0.03399081155657768,
0.02552698366343975,
-0.00036104911123402417,
-0.033019598573446274,
-0.035737112164497375,
-0.009174279868602753,
0.018147211521863937,
-0.0514226108789444,
0.03628261759877205,
-0.01901402324438095,
0.01257265079766512,
0.06113707274198532,
0.005988721270114183,
0.011580482125282288,
0.003257310250774026,
0.05111806467175484,
-0.023460280150175095,
0.000461682298919186,
0.0010358474683016539,
-0.06273948401212692,
0.0066253989934921265,
0.006348252296447754,
-0.039029378443956375,
0.057252462953329086,
-0.015016734600067139,
-0.0043213688768446445,
-0.005119745619595051,
-0.10312048345804214,
-0.004022739361971617,
0.003209612565115094,
0.027134807780385017,
-0.04091120883822441,
-0.059155259281396866,
0.022952880710363388,
0.010539048351347446,
0.017588220536708832,
-0.03413829952478409,
-0.01079787127673626,
-0.05323120951652527,
-0.020681368187069893,
0.02046394906938076,
-0.0034406855702400208,
-0.017944293096661568,
0.03419600427150726,
0.05908786132931709,
0.04751189053058624,
0.019757529720664024,
0.061400871723890305,
-0.032103147357702255,
-0.01908385194838047,
-0.05450800806283951,
0.050248630344867706,
0.017165139317512512,
-0.02028827555477619,
0.02163003943860531,
-0.06040108948945999,
-0.002284546149894595,
0.002567741321399808,
0.040754783898591995,
-0.01525596808642149,
0.053600434213876724,
0.02519254758954048,
-0.03324186056852341,
0.0030268672853708267,
0.002310036914423108,
0.009494751691818237,
-0.01809546910226345,
0.0027029127813875675,
0.04502854123711586,
-0.11073961108922958,
0.011440242640674114,
0.05650082230567932,
-0.007930018939077854,
-0.021444274112582207,
0.035416897386312485,
-0.06913961470127106,
0.0455876849591732,
-0.0740741565823555,
-0.022868651896715164,
0.0014879724476486444,
0.023109078407287598,
-0.014489144086837769,
0.019375139847397804,
-0.0074553219601511955,
0.025880958884954453,
-0.008960865437984467,
0.013592722825706005,
-0.03227793052792549,
-0.0225074365735054,
-0.008799606934189796,
0.03358763828873634,
-0.023200029507279396,
-0.015794120728969574,
-0.06477420032024384,
-0.006339769344776869,
0.038817502558231354,
0.046681564301252365,
-0.0007622789707966149,
-0.011529595591127872,
0.012572542764246464,
-0.030892061069607735,
0.03510519117116928,
0.04626661166548729,
-0.012118833139538765,
0.01925661228597164,
-0.0028223241679370403,
-0.012591978535056114,
-0.017320141196250916,
0.01162701565772295,
0.07208962738513947,
-0.01951831951737404,
0.0008583463495597243,
-0.03727512061595917,
0.002240563742816448,
-0.026417415589094162,
0.0016895716544240713,
-0.013335619121789932,
-0.05795087665319443,
-0.03712974116206169,
0.04128599539399147,
0.019461113959550858,
-0.025679925456643105,
-0.012492255307734013,
-0.01724318414926529,
-0.01358378492295742,
-0.0012843813747167587,
0.05160761997103691,
0.0755445808172226,
0.01522274874150753,
-0.018688715994358063,
0.0670461356639862,
0.03069118782877922,
0.020478885620832443,
-0.032652292400598526,
0.028622383251786232,
-0.010996159166097641,
-0.010281327180564404,
-0.0001574221532791853,
0.054928798228502274,
0.0920543447136879,
0.008566115982830524,
-0.007050034590065479,
-0.002359694568440318,
0.039557043462991714,
0.05656964331865311,
0.009037916548550129,
-0.013827615417540073,
0.0033027012832462788,
0.04744425415992737,
0.026512404903769493,
-0.021687522530555725,
0.03540293499827385,
0.034657787531614304,
0.0674586221575737,
-0.05018295720219612,
0.013549158349633217,
0.03170199319720268,
-0.042610928416252136,
0.001162995700724423,
-0.02328156679868698,
0.004596914630383253,
-0.016071856021881104,
-0.011512137949466705,
0.00959531869739294,
-0.03225737065076828,
0.02903091162443161,
-0.01995931752026081,
-0.053921058773994446,
0.012585463002324104,
0.003907847683876753,
-0.005242595914751291,
0.08095862716436386,
0.003996999002993107,
0.016811726614832878,
0.07738512009382248,
0.04241659864783287,
0.03704793378710747,
-0.010627251118421555,
-0.03709894046187401,
0.04429708048701286,
-0.017313525080680847,
0.0011430945014581084,
0.0007625228026881814,
0.01093357801437378,
0.014830057509243488,
-0.008813643828034401,
0.060994263738393784,
0.02853785641491413,
0.0442102812230587,
-0.0302039235830307,
-0.05234643071889877,
-0.04203695431351662,
-0.024981945753097534,
-0.015759287402033806,
-0.053837817162275314,
0.017513152211904526,
0.04045533016324043,
-0.005817807279527187,
0.06817317008972168,
-0.023429276421666145,
0.03331016004085541,
-0.07010422646999359,
0.05598204955458641,
0.03722785785794258,
-0.04889833182096481,
0.0652201920747757,
0.009500947780907154,
-0.0024869258049875498,
-0.013145306147634983,
-0.022594936192035675,
-0.019240885972976685,
-0.03461644425988197,
-0.07493861764669418,
-0.0016238241223618388,
0.0064003183506429195,
0.007475895807147026,
-0.005025544203817844,
0.03578159958124161,
0.034251533448696136,
-0.035955365747213364,
-0.02672061137855053,
0.031179077923297882,
-0.010646510869264603,
0.009315455332398415,
-0.019418196752667427,
0.01233797986060381,
0.041651736944913864,
-0.0018950297962874174,
0.010897371917963028,
0.04016225039958954,
0.04144306853413582,
0.01739426515996456,
0.029534101486206055,
-0.04036031290888786,
-0.00501294108107686,
-0.02167844958603382,
0.013665569946169853,
-0.021711064502596855,
-0.050661664456129074,
0.001830830704420805,
0.025423353537917137,
-0.03593470901250839,
-0.000719228177331388,
-0.007587231695652008,
0.03907119110226631,
0.03647948428988457,
-0.01761207915842533,
0.002880585379898548,
-0.029955241829156876,
-0.00906242337077856,
0.027223465964198112,
0.019069820642471313,
-0.003760966705158353,
-0.0514628142118454,
-0.04714096337556839,
-0.023395532742142677,
-0.004525189287960529,
0.010247606784105301,
0.04823905974626541,
-0.10975456982851028,
0.041673000901937485,
-0.08097173273563385,
0.006963936146348715,
0.02894207462668419,
-0.015115155838429928,
-0.012101300992071629,
-0.018997076898813248,
-0.012027033604681492,
-0.00006865440082037821,
-0.03305613622069359,
0.0022601603996008635,
0.048257894814014435,
-0.0978979542851448,
0.008790547959506512,
0.044459689408540726,
-0.014295747503638268,
0.03366527706384659,
-0.005356925074011087,
0.05035708472132683,
-0.004703964106738567,
-0.015735408291220665,
0.028102630749344826,
-0.015917351469397545,
0.07613159716129303,
-0.007744787726551294,
-0.019848516210913658,
-0.08688970655202866,
-0.059577666223049164,
-0.0025353149976581335,
0.0591699592769146,
0.01837451383471489,
0.0022324123419821262,
0.10464010387659073,
-0.09783916175365448,
-0.019965052604675293,
0.004547370132058859,
0.02629227004945278,
-0.06585464626550674,
-0.0045350235886871815,
-0.055163733661174774,
-0.022366289049386978,
-0.0427323542535305,
-0.05895347520709038,
-0.0037785584572702646,
-0.036929577589035034,
-0.0008783082012087107,
-0.0012111327378079295,
-0.05521995201706886,
0.02771943435072899,
0.02004789561033249,
0.032371487468481064,
-0.03943672031164169,
-0.044613756239414215,
-0.022930804640054703,
0.05250627547502518,
-0.05933622270822525,
-0.041436124593019485,
0.010029323399066925,
0.0030819824896752834,
0.014621117152273655,
0.021210497245192528,
-0.0393054336309433,
0.00026508737937547266,
0.042630504816770554,
-0.022394204512238503,
-0.005334250628948212,
-0.021479954943060875,
-0.03359747678041458,
-0.026136189699172974,
0.009576017037034035,
0.011280492879450321,
0.0450955405831337,
-0.015313444659113884,
-0.019445301964879036,
0.006435722578316927,
0.006401818245649338,
-0.06789378076791763,
0.026826756075024605,
0.0009555823053233325,
0.006638590712100267,
-0.004464827477931976,
0.010064085945487022,
0.009523498825728893,
-0.0540945902466774,
0.021138809621334076,
0.05928139388561249,
0.015317145735025406,
-0.013495990075170994,
0.0038532987236976624,
-0.04879210144281387,
-0.02065742388367653,
-0.02435736171901226,
-0.026137273758649826,
-0.01832224801182747,
-0.020857293158769608,
0.041296906769275665,
0.021252023056149483,
0.05942104756832123,
-0.016913574188947678,
-0.015119893476366997,
-0.02829710580408573,
0.03151128441095352,
0.011647937819361687,
0.004609188064932823,
0.01923736371099949,
0.008862227201461792,
-0.05392353609204292,
-0.026855595409870148,
0.013535757549107075,
0.05617006495594978,
0.004253543447703123,
-0.0324215441942215,
-0.012969051487743855,
-0.03600773215293884,
0.05224432051181793,
-0.0364852100610733,
-0.01939328759908676,
0.01602448709309101,
-0.02814354933798313,
0.007712735328823328,
0.0005667824298143387,
-0.002424950711429119,
-0.044185787439346313,
-0.00808732584118843,
0.041491907089948654,
0.05102359503507614,
0.00330915953963995,
-0.037670861929655075,
-0.02147577702999115,
0.045315396040678024,
-0.0526689775288105,
-0.007266492582857609,
0.01860671490430832,
-0.04681409150362015,
-0.07918421179056168,
-0.0043351491913199425,
-0.0008723987266421318,
-0.004603263922035694,
0.036798059940338135,
-0.023082919418811798,
0.02115585282444954,
0.016769874840974808,
0.019378788769245148,
0.0036081657744944096,
-0.04365795850753784,
0.04127667099237442,
-0.022394588217139244,
0.09535861015319824,
-0.00909833237528801,
0.019657323136925697,
0.016036435961723328,
0.05301946774125099,
-0.005883143749088049,
0.05117475241422653,
-0.01832546480000019,
0.05990314856171608,
-0.022995438426733017,
-0.012729128822684288,
-0.015879346057772636,
0.07051759213209152,
-0.07131237536668777,
0.02887185662984848,
0.0607314370572567,
0.03624280169606209,
-0.05249743536114693,
-0.06910815089941025,
-0.018776558339595795,
-0.004482968244701624,
0.015093966387212276,
0.05290688946843147,
0.01259211078286171,
-0.01645522750914097,
-0.0018908687634393573,
-0.06922674179077148,
-0.016628708690404892,
-0.025222841650247574,
0.014808819629251957,
0.0040765367448329926,
-0.015661699697375298,
-0.022637687623500824,
-0.010593258775770664,
-0.036446139216423035,
0.030770279467105865,
-0.029018590226769447,
-0.040649235248565674,
0.04738061875104904,
-0.0031351440120488405,
0.05557934194803238,
0.00984037946909666,
0.009154517203569412,
-0.0473267138004303,
0.010307226330041885,
0.017315108329057693,
-0.03891197219491005,
-0.031034015119075775,
-0.014210136607289314,
-0.026904724538326263,
-0.020492849871516228,
-0.04349527508020401,
-0.016092490404844284,
0.026535779237747192,
0.026849079877138138,
-0.056969597935676575,
0.007922416552901268,
0.047973789274692535,
-0.02613580971956253,
-0.007004190236330032,
0.03588443249464035,
0.004368922673165798,
-0.019705113023519516,
-0.02304401807487011,
0.12461739778518677,
-0.008737199939787388,
0.03971175104379654,
-0.06395430862903595,
-0.023288484662771225,
0.026097165420651436,
0.011312990449368954,
0.028470046818256378,
-0.0420466884970665,
-0.044254131615161896,
-0.04305799677968025,
-0.022477243095636368,
0.05488220229744911,
-0.011959361843764782,
0.0033578076399862766,
0.0410708487033844,
0.04992500692605972,
-0.023515062406659126,
0.02686091884970665,
-0.024597516283392906,
-0.024198589846491814,
-0.003808030392974615,
0.008721938356757164,
-0.007486049551516771,
-0.014763202518224716,
0.029066015034914017,
-0.01905740052461624,
-0.047350138425827026,
0.008208713494241238,
0.030565259978175163,
0.029354264959692955,
-0.02055521123111248,
-0.07312200218439102,
0.004327074158936739,
0.056017935276031494,
0.04280037432909012,
-0.03448719158768654,
0.07668764889240265,
0.005395141430199146,
0.004001988098025322,
0.06425279378890991,
-0.09912549704313278,
-0.03573226556181908,
0.030355965718626976,
0.024273136630654335,
0.042536720633506775,
0.06446786969900131,
-0.011395114473998547,
0.01961684785783291,
0.011415604501962662,
-0.0017767705721780658,
-0.008301536552608013,
0.007671402767300606,
-0.015499388799071312,
0.07157447189092636,
-0.020181167870759964,
0.021313557401299477,
0.010908846743404865,
0.03023599088191986,
-0.011546672321856022,
0.003219400066882372,
-0.038199592381715775,
-0.028605438768863678,
0.024583015590906143,
0.11993248015642166,
-0.014623337425291538,
-0.03742802515625954,
0.005011571571230888,
0.039364639669656754
] |
<p>I think that after apply PCA the covariance between components is reduced since the aim of PCA is to maximize variance. Covariance is needed by Factor analysis and thus it does not make sense to operate on the data in PCA space. </p>
<p>Does this make any sense? Does someone have any other explanation? </p>
|
g48195
|
[
0.023467298597097397,
-0.06337538361549377,
0.017787422984838486,
-0.026015177369117737,
0.023872964084148407,
0.00890842080116272,
0.09267823398113251,
0.04029347747564316,
-0.05240137130022049,
-0.05490432679653168,
0.01843191683292389,
-0.003970228601247072,
-0.02595423348248005,
0.050115276128053665,
-0.01363750547170639,
-0.0015358246164396405,
0.0033095257822424173,
0.00022262302809394896,
-0.028293345123529434,
0.00046519574243575335,
0.002711036242544651,
-0.040165629237890244,
0.022588439285755157,
-0.022740939632058144,
-0.053744446486234665,
-0.03700903058052063,
-0.02394150197505951,
0.000012036171938234475,
-0.05621998757123947,
-0.02058417908847332,
0.03852014243602753,
0.023900490254163742,
0.016566840931773186,
-0.04224178194999695,
-0.007716367486864328,
-0.007150437217205763,
0.04921490699052811,
0.10969836264848709,
0.04231703653931618,
0.0427674800157547,
0.011898979544639587,
0.027478916570544243,
0.04432126507163048,
-0.023120900616049767,
-0.04016926512122154,
-0.005644782446324825,
-0.023977885022759438,
-0.03318130597472191,
-0.03719670698046684,
0.0030352396424859762,
-0.024201536551117897,
-0.01677257940173149,
0.007160357665270567,
-0.028272049501538277,
0.02682296745479107,
0.023381898179650307,
0.03208758682012558,
-0.00589916855096817,
0.01232678722590208,
0.0005274812574498355,
0.029477229341864586,
-0.016748441383242607,
-0.027899518609046936,
0.07757073640823364,
0.035824254155159,
-0.03822251781821251,
0.029762819409370422,
-0.046460412442684174,
-0.005417156033217907,
-0.04540776088833809,
0.029886476695537567,
-0.02981368824839592,
0.015293728560209274,
-0.036304689943790436,
0.025816818699240685,
-0.03732025995850563,
0.028206342831254005,
0.01082092709839344,
-0.03482302278280258,
0.006071044132113457,
0.06059364974498749,
-0.010693424381315708,
0.01977083645761013,
0.04360605403780937,
0.005064880475401878,
0.025405574589967728,
0.03883359208703041,
-0.0010833530686795712,
0.012055506929755211,
-0.032095905393362045,
0.038100577890872955,
0.010715750977396965,
0.11803074181079865,
0.04053058847784996,
0.003231107024475932,
0.000992309651337564,
-0.054220475256443024,
0.012584888376295567,
-0.02333466149866581,
0.014225230552256107,
-0.010775944218039513,
0.04051927849650383,
0.05119607597589493,
0.008179954253137112,
-0.04140698164701462,
0.010784857906401157,
0.054426319897174835,
0.021060217171907425,
-0.061832282692193985,
-0.037728868424892426,
-0.052096977829933167,
0.02071192115545273,
-0.0665130466222763,
0.011152232065796852,
-0.028939440846443176,
-0.02142089605331421,
0.08681263029575348,
-0.009142101742327213,
0.007273262366652489,
-0.04282858222723007,
0.004145866259932518,
-0.003371706698089838,
-0.013860824517905712,
0.0701652318239212,
-0.01357753574848175,
0.006342119537293911,
0.006142112892121077,
0.035764794796705246,
0.03238565847277641,
-0.03672941029071808,
0.04343767091631889,
0.027643626555800438,
-0.024791348725557327,
0.03249743953347206,
-0.0041390652768313885,
-0.013304227031767368,
-0.0536799430847168,
0.026663661003112793,
0.008252358064055443,
0.006875325925648212,
-0.0780242383480072,
0.03407716006040573,
0.023222656920552254,
-0.06329858303070068,
-0.0211178008466959,
-0.041291043162345886,
-0.017491014674305916,
0.008468971587717533,
-0.021911244839429855,
-0.003050626954063773,
0.022021662443876266,
0.05336510390043259,
0.02382109872996807,
-0.0027122925966978073,
0.011688871309161186,
-0.009371370077133179,
-0.005742006469517946,
-0.02026708982884884,
0.03480592370033264,
0.005112141836434603,
0.04200427979230881,
0.048993390053510666,
0.06922405958175659,
-0.015794547274708748,
-0.05145621672272682,
0.00863196887075901,
-0.029230894520878792,
-0.03464915230870247,
-0.030979497358202934,
-0.00018647033721208572,
0.029622487723827362,
-0.009320829063653946,
-0.019938437268137932,
-0.0324317142367363,
0.03904072195291519,
0.07582530379295349,
0.061808422207832336,
0.04507548734545708,
-0.0009551183320581913,
0.03965134918689728,
-0.005664144176989794,
0.055706679821014404,
-0.06694719195365906,
-0.03611018881201744,
0.05279122665524483,
0.0025570925790816545,
-0.04907415062189102,
0.04161519929766655,
-0.11329308897256851,
-0.005661862436681986,
-0.03096577897667885,
-0.03742558881640434,
-0.031141143292188644,
0.06732405722141266,
-0.0012559066526591778,
-0.04692794755101204,
-0.004660683684051037,
-0.03525072708725929,
-0.05943911150097847,
0.011258120648562908,
-0.0188423041254282,
-0.025361360982060432,
0.04083918407559395,
0.04645535349845886,
-0.007660569157451391,
-0.020171938464045525,
-0.048848509788513184,
0.015086647123098373,
0.016771290451288223,
-0.01973683014512062,
-0.005442729219794273,
-0.02508065477013588,
-0.06394781917333603,
0.02746589668095112,
-0.02882813662290573,
0.00556443864479661,
0.027241433039307594,
0.004774320404976606,
-0.04702816531062126,
0.021216457709670067,
-0.0061725713312625885,
-0.019291171804070473,
0.0014181822771206498,
0.018970977514982224,
-0.05379224941134453,
0.03140832856297493,
-0.008358064107596874,
0.01095358282327652,
0.017236800864338875,
0.057280585169792175,
-0.04545000568032265,
0.019361484795808792,
-0.04308928921818733,
-0.0033769826404750347,
0.01133558340370655,
0.02002118155360222,
-0.00979718565940857,
0.02025163359940052,
-0.03868949040770531,
0.07361547648906708,
-0.01014128141105175,
0.029503390192985535,
0.0357179120182991,
0.025187689810991287,
0.0828389897942543,
-0.01842470094561577,
0.010156339965760708,
-0.011392838321626186,
-0.02687222883105278,
-0.026686470955610275,
-0.050492074340581894,
0.0010184615384787321,
0.011962851509451866,
-0.030479857698082924,
-0.007618490140885115,
-0.04363041743636131,
0.018849695101380348,
0.02677062340080738,
0.03555984050035477,
0.027284657582640648,
0.01825726591050625,
0.032038673758506775,
0.013745719566941261,
0.012802268378436565,
0.03895830363035202,
0.037217047065496445,
-0.04040887579321861,
0.0020972900092601776,
0.010583010502159595,
-0.04866378381848335,
-0.04570498317480087,
0.08407910168170929,
0.02480676770210266,
0.00202732440084219,
0.029738061130046844,
0.031540051102638245,
-0.012437907047569752,
-0.0020976453088223934,
0.001816468546167016,
0.016166076064109802,
-0.024147558957338333,
0.02199961058795452,
-0.03860156983137131,
-0.020523343235254288,
-0.0024239213671535254,
0.025280078873038292,
0.07934930920600891,
-0.017575712874531746,
-0.005728872958570719,
0.005524707958102226,
-0.004645340610295534,
0.01576286554336548,
-0.004593479447066784,
-0.0546531118452549,
0.06829538196325302,
-0.013204660266637802,
0.08614994585514069,
-0.08860187977552414,
-0.007574113551527262,
0.028763392940163612,
-0.07162734866142273,
0.003565835300832987,
0.02645471878349781,
-0.05167783051729202,
0.044027429074048996,
0.03678349405527115,
0.012461798265576363,
-0.027804499492049217,
-0.08390522748231888,
0.015382686629891396,
-0.014542163349688053,
0.0017223457107320428,
-0.028936171904206276,
-0.03508930280804634,
-0.017519166693091393,
-0.04751848429441452,
-0.00034826071350835264,
-0.01583058200776577,
-0.04317338764667511,
-0.025780601426959038,
-0.04822519049048424,
0.004791308660060167,
-0.020073775202035904,
-0.015384036116302013,
-0.011207113042473793,
0.016304923221468925,
-0.03002542071044445,
0.05758056044578552,
0.001770078670233488,
-0.0020284370984882116,
0.05309365689754486,
-0.0304921492934227,
-0.03619207814335823,
0.009754331782460213,
-0.03644817695021629,
-0.04232597351074219,
-0.053992364555597305,
-0.006408921908587217,
-0.0018545840866863728,
0.04458056762814522,
-0.00908613856881857,
-0.06657476723194122,
-0.014289673417806625,
-0.005263100378215313,
0.01439978089183569,
0.061809469014406204,
0.06192165985703468,
0.001007221289910376,
0.04104464501142502,
-0.0344700813293457,
0.026092806831002235,
-0.054661910980939865,
0.03818348050117493,
-0.033760733902454376,
0.00042756713810376823,
-0.013329749926924706,
0.05433697998523712,
-0.03241590037941933,
-0.027458729222416878,
0.05071650445461273,
-0.018219107761979103,
-0.040812067687511444,
0.0032814403530210257,
0.021449852734804153,
-0.03727716580033302,
0.025570252910256386,
0.034755807369947433,
0.08094143867492676,
-0.06428486108779907,
-0.012056516483426094,
0.022756030783057213,
-0.019131574779748917,
-0.027526136487722397,
-0.05555820092558861,
-0.02881704829633236,
0.0008286868687719107,
-0.00571070984005928,
-0.009364810772240162,
-0.02584967017173767,
0.03228992968797684,
0.05737318471074104,
-0.0031194433104246855,
0.010978871956467628,
0.021693630144000053,
0.038761891424655914,
-0.03838753327727318,
-0.04059809446334839,
0.07014825940132141,
0.005728947464376688,
-0.0481124110519886,
0.008918057195842266,
0.02425834722816944,
-0.01120149064809084,
0.0546819306910038,
0.037770744413137436,
0.0029823340009897947,
-0.08107935637235641,
0.0451660081744194,
0.04915323108434677,
0.03523603454232216,
-0.03016357310116291,
0.0056301322765648365,
0.025624798610806465,
0.04375308379530907,
0.040511369705200195,
0.00462175440043211,
-0.00038097758078947663,
0.00037739702383987606,
-0.02312704548239708,
0.019507208839058876,
-0.0325348861515522,
-0.025422226637601852,
-0.029009724035859108,
-0.026746995747089386,
0.039116401225328445,
0.0019771887455135584,
0.003236187156289816,
0.0354093536734581,
0.018745368346571922,
0.009891077876091003,
0.06196596100926399,
-0.00546089606359601,
-0.023365536704659462,
-0.04310735687613487,
0.059178803116083145,
0.04094114899635315,
-0.004410980734974146,
0.0018119164742529392,
-0.021090466529130936,
-0.01128840446472168,
0.023833421990275383,
0.040284160524606705,
0.0019602731335908175,
-0.020860102027654648,
-0.037003226578235626,
0.044089555740356445,
-0.04465358704328537,
0.039031125605106354,
-0.029484590515494347,
-0.02656899206340313,
0.025732632726430893,
-0.035454198718070984,
0.0030920645222067833,
-0.009780402295291424,
-0.005297692958265543,
0.008962519466876984,
0.032191675156354904,
-0.006752030923962593,
0.014718828722834587,
-0.047049447894096375,
-0.013856608420610428,
-0.009855112992227077,
0.018502919003367424,
-0.009290617890655994,
0.02653946913778782,
-0.03127280995249748,
0.013090374879539013,
0.05972617492079735,
0.06541415303945541,
0.05537053942680359,
-0.018607616424560547,
-0.07780301570892334,
-0.11514817923307419,
0.008555899374186993,
0.011461962945759296,
0.01653163693845272,
-0.0822773277759552,
-0.04175416752696037,
-0.012605867348611355,
0.03869885578751564,
0.03812165930867195,
-0.011195540428161621,
-0.023574620485305786,
0.02486022748053074,
-0.00891717616468668,
0.022228868678212166,
0.002615152159705758,
0.014630366116762161,
0.03416956216096878,
-0.005916269030421972,
-0.03881136700510979,
-0.01765573024749756,
0.04781928285956383,
-0.03863716870546341,
-0.0358494371175766,
-0.044487569481134415,
0.009950051084160805,
-0.0737791508436203,
0.0004326985508669168,
-0.013063411228358746,
0.005517986137419939,
0.08733014017343521,
0.05796274542808533,
0.017351068556308746,
0.02461697906255722,
0.0005238592275418341,
-0.0040540993213653564,
0.0070689222775399685,
-0.004769575782120228,
-0.0130385123193264,
-0.01823532022535801,
-0.02761830948293209,
0.03745337575674057,
-0.00003259833829361014,
-0.05028686672449112,
-0.023460067808628082,
0.0724053829908371,
-0.038475506007671356,
-0.02072557434439659,
0.035836562514305115,
0.019459014758467674,
0.05187227204442024,
0.031046314164996147,
-0.017803799360990524,
-0.05378712713718414,
0.011726564727723598,
0.006397026125341654,
-0.011540629900991917,
-0.036159466952085495,
-0.040725335478782654,
0.01966393180191517,
-0.015286996960639954,
-0.01300130970776081,
-0.03240576013922691,
0.01245864201337099,
0.024721723049879074,
0.0013337042182683945,
-0.06075692176818848,
-0.0183864738792181,
-0.010806949809193611,
0.0075572943314909935,
0.07308293879032135,
-0.012032406404614449,
-0.01947794295847416,
-0.020769691094756126,
-0.055336080491542816,
-0.0016521662473678589,
0.024861034005880356,
0.024008043110370636,
0.0016038564499467611,
-0.0828711986541748,
-0.04123419150710106,
0.02789275161921978,
0.010626011528074741,
0.019153866916894913,
-0.023679083213210106,
-0.007905935868620872,
0.003022997872903943,
-0.009850036352872849,
-0.04922637715935707,
0.0022791163064539433,
0.010245172306895256,
-0.003446740796789527,
0.007284671999514103,
0.02741888165473938,
-0.022492792457342148,
0.010438354685902596,
0.039798855781555176,
0.0482095330953598,
0.010565511882305145,
-0.00835068617016077,
0.025172892957925797,
-0.021794896572828293,
-0.04462682455778122,
0.04375559836626053,
0.019380876794457436,
0.03216108679771423,
0.006350291892886162,
0.004646107088774443,
0.023955848067998886,
-0.007882529869675636,
-0.021739883348345757,
0.043590594083070755,
0.04910784959793091,
-0.01659850962460041,
0.02622181363403797,
-0.008828624151647091,
-0.017227210104465485,
-0.03362874686717987,
-0.009017153643071651,
0.038302529603242874,
-0.051421090960502625,
-0.022206448018550873,
-0.00364345358684659,
-0.019887706264853477,
-0.006174548529088497,
-0.033886104822158813,
0.020557329058647156,
0.021485967561602592,
-0.010026282630860806,
-0.026786992326378822,
-0.007188572082668543,
0.01999921165406704,
0.00974670797586441,
0.026679474860429764,
-0.020322151482105255,
-0.0029966887086629868,
0.050805699080228806,
-0.018442125990986824,
-0.021428551524877548,
0.03465448319911957,
0.009108315221965313,
0.06451736390590668,
0.02284032478928566,
0.03400396928191185,
0.03224807605147362,
0.0170278362929821,
-0.02874012663960457,
-0.007939765229821205,
0.007552617695182562,
-0.0334773026406765,
-0.006360708270221949,
0.08118736743927002,
0.09140568971633911,
0.08062627166509628,
0.004837074317038059,
-0.08823379129171371,
0.0004257720138411969,
0.005570013541728258,
0.01550742145627737,
0.029599357396364212,
-0.00744983833283186,
-0.006894706282764673,
-0.02184084616601467,
-0.04632146283984184,
0.11850801855325699,
0.003676135092973709,
0.015045126900076866,
0.014480195939540863,
0.014309747144579887,
0.005545038264244795,
0.040040869265794754,
-0.03624163195490837,
0.009385008364915848,
-0.041012994945049286,
0.06514454632997513,
-0.029455039650201797,
0.12839573621749878,
0.006328416056931019,
0.00796226691454649,
0.039824940264225006,
0.06889805197715759,
-0.03245307877659798,
0.007932768203318119,
-0.004833828657865524,
0.07106921076774597,
-0.0013143600663170218,
-0.021042142063379288,
-0.08115720748901367,
0.025431029498577118,
0.05646595358848572,
0.04474546015262604,
-0.023063048720359802,
-0.07651595771312714,
0.006416555494070053,
0.003855062648653984,
0.05112388730049133,
0.025731723755598068,
0.029437679797410965,
0.022242849692702293,
-0.0863104909658432,
-0.025713561102747917,
-0.024933859705924988,
0.06217837333679199,
0.03370755910873413,
0.01668059639632702,
0.004531083628535271,
-0.010358528234064579,
0.008560625836253166,
-0.005281517282128334,
-0.08165857195854187,
-0.031086623668670654,
-0.025762438774108887,
-0.02183316834270954,
0.04447072744369507,
0.013495424762368202,
-0.03169272094964981,
-0.04647499695420265,
-0.031345244497060776,
0.05361640825867653,
0.02150392159819603,
-0.02449771948158741,
-0.01756342314183712,
-0.05798033997416496,
-0.020496783778071404,
-0.006637936923652887,
-0.010838259011507034,
-0.013887790963053703,
-0.04512022063136101,
-0.029491938650608063,
-0.049426525831222534,
-0.04513155668973923,
0.07179988920688629,
-0.03467520326375961,
-0.023172568529844284,
0.032631464302539825,
0.009008598513901234,
0.005354593507945538,
-0.03712277486920357,
0.011163780465722084,
0.02202683500945568,
-0.07263051718473434,
0.0166252963244915,
-0.06655333191156387,
0.01982530951499939,
-0.009876823984086514,
0.027180703356862068,
-0.044975053519010544,
-0.0001504214305896312,
-0.04490019008517265,
-0.05548286437988281,
0.0207612793892622,
0.006287489552050829,
-0.015363667160272598,
-0.002218415727838874,
0.01708693988621235,
-0.009848538786172867,
0.010059839114546776,
-0.063324473798275,
0.005792785435914993,
-0.05997711047530174,
-0.08519596606492996,
-0.013903741724789143,
-0.0304423775523901,
0.01291889138519764,
-0.052526846528053284,
0.014064114540815353,
-0.011824896559119225,
0.06462188810110092,
-0.010063699446618557,
-0.01309955958276987,
-0.046066660434007645,
-0.03535659983754158,
0.03308307006955147,
-0.03789753466844559,
-0.022808870300650597,
0.04543621465563774,
-0.000585768895689398,
-0.06241612881422043,
0.00004379427991807461,
-0.01879389025270939,
-0.05558469891548157,
-0.017409637570381165,
-0.02768065594136715,
0.019966963678598404,
0.0009989727986976504,
-0.014912505634129047,
-0.007611131761223078,
0.02003120817244053,
-0.010788300074636936,
-0.0514385886490345,
0.03325319662690163,
-0.09109347313642502,
0.06054810807108879,
0.0626336932182312,
0.024997292086482048,
0.040341153740882874,
0.013194030150771141,
0.029461020603775978,
-0.03167170658707619,
0.009739245288074017,
0.0349903367459774,
-0.06085571274161339,
0.04949793592095375,
0.004944624844938517,
-0.053887806832790375,
0.00539388507604599,
0.013533533550798893
] |
<p>Suppose ($h_1,h_2,...,h_n$) is an $n\times 1$ vector.</p>
<p>Let $h_i=g_iX_i$, where $g_i$ is a non-random variable which can vary across $i$ and $X_i$ is a random variable with Pareto Type I distribution.</p>
<p>$$f_X(x) =
\begin{cases}
{\alpha x_m^\alpha \over x^{\alpha +1}}, & \text{if $x\ge x_m$} \\[2ex]
0, & \text{if $x\lt x_m$} \\
\end{cases}$$</p>
<p>What is the probability, as a function of $g$'s, that any given $h_i$ will be among the top $k$ largest of the $n$ $h$'s?</p>
|
g37291
|
[
-0.030464226379990578,
0.015507529489696026,
-0.028076931834220886,
0.022337406873703003,
-0.03445243090391159,
-0.02854192443192005,
0.031706422567367554,
0.00734607083722949,
-0.06882224231958389,
0.02656780555844307,
-0.021189162507653236,
0.005492375232279301,
-0.016458027064800262,
0.01891234703361988,
-0.04794350266456604,
-0.006750470958650112,
0.10024251788854599,
-0.0052427505142986774,
-0.011076723225414753,
-0.059654269367456436,
-0.02250032126903534,
-0.05683155357837677,
0.0013025568332523108,
-0.049267712980508804,
0.02128286473453045,
-0.013767731375992298,
-0.009004763327538967,
0.000031481216865358874,
-0.04894281551241875,
0.023793648928403854,
-0.004569158423691988,
-0.001337787602096796,
0.03995243459939957,
-0.06697952747344971,
0.03487270325422287,
0.0722275897860527,
0.03999282047152519,
-0.03285999223589897,
0.04209061712026596,
-0.04977698624134064,
-0.0488939993083477,
0.04119734838604927,
0.058085907250642776,
-0.0010664367582648993,
-0.030485235154628754,
0.012136992998421192,
0.010320973582565784,
0.06240076571702957,
0.004024705849587917,
-0.03767837584018707,
0.006827245932072401,
0.05823264271020889,
0.005694278050214052,
-0.005678419955074787,
0.0058849579654634,
-0.017521463334560394,
-0.022978251799941063,
-0.024654751643538475,
-0.0178326815366745,
0.07869761437177658,
0.005925643723458052,
-0.0071664657443761826,
-0.05962653458118439,
-0.03476032242178917,
-0.022991066798567772,
-0.022187579423189163,
-0.012181151658296585,
0.00825572945177555,
0.010171000845730305,
-0.06735381484031677,
-0.0005605710321106017,
-0.008726121857762337,
-0.009671404957771301,
-0.034617286175489426,
-0.012060661800205708,
0.007209927774965763,
-0.0042036897502839565,
0.019842112436890602,
0.026857243850827217,
0.05906509608030319,
0.06554599106311798,
0.010301465168595314,
0.006861451547592878,
-0.01592533104121685,
0.005644428078085184,
0.006250299513339996,
0.06902297586202621,
-0.00957670621573925,
-0.02243715338408947,
0.09487707167863846,
0.00031666571157984436,
-0.020179564133286476,
0.05537628009915352,
0.025286994874477386,
-0.04847797751426697,
0.03481427580118179,
-0.08044461160898209,
0.07650115340948105,
-0.030556369572877884,
-0.00488563347607851,
0.0478968471288681,
0.0698658674955368,
0.06700272858142853,
-0.0642458125948906,
-0.014295458793640137,
-0.0008659652667120099,
0.005559963174164295,
0.027688289061188698,
-0.019835401326417923,
0.033483609557151794,
0.0022768096532672644,
0.03584541007876396,
-0.0442558154463768,
-0.01672123745083809,
-0.032424669712781906,
-0.0148594556376338,
0.02494213730096817,
-0.003794187679886818,
-0.004532441031187773,
0.009149289689958096,
0.007600594777613878,
0.0038037237245589495,
-0.018364422023296356,
0.038884487003088,
-0.05853809788823128,
0.0211472287774086,
0.00040111850830726326,
0.07363684475421906,
0.0014142256695777178,
-0.0012377698440104723,
0.03399363532662392,
0.0342998206615448,
0.045610882341861725,
0.03205394744873047,
0.015859581530094147,
0.0452394038438797,
-0.0034487363882362843,
0.06606612354516983,
0.06824485957622528,
-0.019707724452018738,
-0.02395527996122837,
-0.02009640820324421,
0.0699271410703659,
-0.024891115725040436,
-0.007328329607844353,
0.006249130703508854,
0.03190099075436592,
-0.0489639937877655,
-0.03473583236336708,
-0.04376404359936714,
-0.04431219398975372,
0.036535702645778656,
-0.0029686209745705128,
-0.0607917346060276,
-0.03772367909550667,
0.060275204479694366,
-0.0018715969054028392,
0.030947281047701836,
-0.014771685004234314,
0.0030939902644604445,
0.016083242371678352,
-0.0666092187166214,
0.0083015663549304,
0.016359718516469002,
-0.004923608619719744,
-0.03365771844983101,
0.03346942365169525,
0.014570103958249092,
-0.013890154659748077,
-0.03198419138789177,
-0.027245372533798218,
-0.02476636692881584,
0.026328515261411667,
-0.030140994116663933,
0.002084851497784257,
-0.028070203959941864,
0.019490644335746765,
-0.00997953675687313,
-0.012226338498294353,
0.054420147091150284,
-0.016183553263545036,
-0.0310661718249321,
0.043432947248220444,
-0.030790306627750397,
-0.021803036332130432,
-0.027130793780088425,
-0.019426941871643066,
0.04986473172903061,
-0.07608813792467117,
-0.01137479953467846,
-0.02102353610098362,
0.004942561034113169,
-0.0039738379418849945,
-0.026044240221381187,
-0.012980403378605843,
-0.016384487971663475,
0.037091657519340515,
-0.08776748180389404,
-0.030749451369047165,
0.010072937235236168,
0.03577878326177597,
-0.00772507768124342,
-0.02212526835501194,
0.010815108194947243,
-0.003274613292887807,
0.002683810191228986,
-0.0076377117075026035,
0.015032203868031502,
-0.05731002241373062,
0.05484146997332573,
-0.004208264406770468,
-0.05789108946919441,
-0.020698118954896927,
0.08499591797590256,
0.003802970051765442,
-0.006538531742990017,
-0.03557136282324791,
0.04279228672385216,
0.025340169668197632,
0.01823165826499462,
-0.049999792128801346,
-0.04408315569162369,
0.020740931853652,
0.047854065895080566,
-0.015152070671319962,
0.04994504526257515,
0.07638049125671387,
-0.05407221242785454,
0.03660881146788597,
0.04047374427318573,
-0.011229299940168858,
-0.013291249983012676,
0.02622801437973976,
-0.05036097764968872,
-0.004845999181270599,
-0.0011450955644249916,
-0.0016600308008491993,
-0.008019945584237576,
-0.004067098721861839,
-0.024735698476433754,
-0.03661152347922325,
-0.027511540800333023,
-0.0030447025783360004,
0.04517451673746109,
0.010413206182420254,
0.002399940276518464,
-0.03810596093535423,
-0.061994411051273346,
-0.0006545454962179065,
0.05490630120038986,
-0.006204340606927872,
-0.02522686868906021,
0.06519784033298492,
0.06195633113384247,
0.000668765977025032,
-0.03390166163444519,
-0.0036001938860863447,
0.012339338660240173,
-0.025581516325473785,
-0.009305892512202263,
0.037558794021606445,
0.005996342282742262,
0.027107905596494675,
-0.035205695778131485,
-0.0951070711016655,
0.014302299357950687,
0.048286743462085724,
-0.025278255343437195,
-0.01399384718388319,
0.06209828332066536,
-0.0038348445668816566,
0.08143012225627899,
0.02253483235836029,
0.04035148397088051,
-0.02861153334379196,
0.00324067915789783,
-0.03188064321875572,
-0.029158104211091995,
-0.013490418903529644,
-0.00562815647572279,
-0.024079788476228714,
-0.010775556787848473,
-0.036464884877204895,
-0.017466377466917038,
0.015177388675510883,
-0.015130046755075455,
0.08263276517391205,
0.0003523693303577602,
-0.006631480995565653,
0.06491735577583313,
-0.010205370374023914,
0.045711588114500046,
0.07401883602142334,
0.01915181614458561,
0.008082730695605278,
-0.021459700539708138,
0.00123529601842165,
-0.008137868717312813,
0.010221106000244617,
0.0030885415617376566,
0.015171429142355919,
-0.05819473788142204,
-0.023773515596985817,
-0.018607094883918762,
0.05068356171250343,
0.023767024278640747,
0.019607234746217728,
0.03229358047246933,
-0.013900100253522396,
-0.016304515302181244,
0.04318828880786896,
0.02982242964208126,
0.0019485193770378828,
-0.047410011291503906,
-0.04975571483373642,
-0.031130056828260422,
0.03787551820278168,
-0.023703070357441902,
-0.007486451882869005,
-0.049845874309539795,
-0.04547085240483284,
-0.030549323186278343,
-0.026912037283182144,
0.01993650756776333,
0.02476702816784382,
0.02289174683392048,
-0.005017319694161415,
0.041909705847501755,
-0.009921485558152199,
0.02938089333474636,
-0.0024687417317181826,
0.07233720272779465,
0.06242544576525688,
-0.031157037243247032,
-0.011541832238435745,
0.04216476157307625,
0.04607706144452095,
0.026475757360458374,
0.03887049853801727,
-0.038319725543260574,
-0.05038566514849663,
-0.012705282308161259,
0.03593410551548004,
-0.019739320501685143,
-0.020658405497670174,
-0.016155926510691643,
0.030584145337343216,
-0.0011127684265375137,
0.05105729028582573,
0.00015768677985761315,
-0.038766976445913315,
-0.05524836853146553,
0.013077937066555023,
-0.029870154336094856,
0.03377646580338478,
0.08127900958061218,
-0.023023491725325584,
-0.07525447756052017,
0.016485240310430527,
-0.01746167056262493,
0.06963863223791122,
-0.03380462899804115,
0.011481722816824913,
0.019124696031212807,
0.008058601059019566,
-0.010207397863268852,
0.022830499336123466,
0.05375319719314575,
0.023372916504740715,
-0.0520680733025074,
0.028103303164243698,
0.017099985852837563,
0.07510273158550262,
0.0020882354583591223,
0.05821998789906502,
-0.02242806926369667,
0.0029894206672906876,
-0.022147268056869507,
0.0399860143661499,
-0.018904127180576324,
0.040444403886795044,
-0.02575196884572506,
0.027691524475812912,
-0.0027997433207929134,
-0.025279000401496887,
0.02529842033982277,
-0.027713218703866005,
-0.013900632038712502,
0.031121008098125458,
-0.049967773258686066,
0.025479234755039215,
-0.008833248168230057,
0.02002047188580036,
0.012175521813333035,
-0.03831424564123154,
-0.0009714769548736513,
-0.0077208769507706165,
0.06773107498884201,
-0.025440627709031105,
-0.05151020735502243,
0.02814074419438839,
0.04046648368239403,
-0.024509722366929054,
-0.03966701403260231,
0.06574469804763794,
-0.027427051216363907,
0.0008495216025039554,
0.047139447182416916,
0.004546826705336571,
-0.021116670221090317,
0.017872288823127747,
0.0023772886488586664,
0.008391288109123707,
-0.007824446074664593,
0.01465629693120718,
-0.017358459532260895,
-0.01633031852543354,
-0.003938047215342522,
-0.05615611374378204,
-0.03211981803178787,
0.00006323433626675978,
-0.06172754988074303,
0.018829671666026115,
-0.01533219963312149,
0.005850499961525202,
-0.08425811678171158,
0.0648064911365509,
0.029875023290514946,
0.016589896753430367,
0.014538276009261608,
-0.024593325331807137,
0.01097869873046875,
-0.038757145404815674,
0.014508918859064579,
0.043595317751169205,
-0.041861701756715775,
0.016495874151587486,
-0.032956965267658234,
-0.02239660732448101,
-0.07163705676794052,
-0.0276911873370409,
0.006045646965503693,
-0.019351758062839508,
0.04619353264570236,
0.07855191081762314,
-0.011618989519774914,
0.004458438139408827,
0.019810855388641357,
0.046979159116744995,
-0.028742967173457146,
0.0011064261198043823,
0.0034132206346839666,
-0.04218458756804466,
-0.007158550433814526,
0.05663427338004112,
-0.06615567952394485,
-0.01648963987827301,
-0.022147905081510544,
0.050827547907829285,
0.00386249041184783,
0.006176399532705545,
-0.01498140674084425,
-0.00574094383046031,
-0.0015625006053596735,
0.03196313604712486,
0.0350448414683342,
-0.056587155908346176,
-0.029159709811210632,
-0.016256017610430717,
0.009054653346538544,
-0.0025960186030715704,
0.02630094438791275,
0.03249361366033554,
0.04751275107264519,
-0.035970285534858704,
0.007753105368465185,
-0.01042237225919962,
-0.02032593823969364,
0.012789968401193619,
-0.022455578669905663,
-0.0002016313374042511,
-0.02123575657606125,
-0.028811544179916382,
0.01540358830243349,
-0.018936166539788246,
-0.01712869107723236,
0.023490197956562042,
-0.10709434747695923,
0.038110747933387756,
-0.031142495572566986,
0.03094584308564663,
0.0303654745221138,
0.01724555902183056,
0.04406248778104782,
-0.004037299193441868,
-0.08609214425086975,
0.06628337502479553,
-0.07191919535398483,
0.038696661591529846,
-0.009032712318003178,
-0.03200177848339081,
-0.04687349498271942,
0.04010973870754242,
-0.013971562497317791,
0.005910366307944059,
0.04820211976766586,
0.0318261943757534,
-0.010459511540830135,
-0.024717211723327637,
0.07721764594316483,
-0.006754312664270401,
0.004235542844980955,
0.011105834506452084,
0.012862589210271835,
0.012490678578615189,
-0.01467010099440813,
-0.049312423914670944,
0.0032048244029283524,
-0.05487062409520149,
-0.03670293837785721,
0.08954305201768875,
-0.012163101695477962,
0.03807877004146576,
0.013915534131228924,
0.02796008624136448,
-0.03331032395362854,
-0.059397581964731216,
-0.05389843508601189,
0.03178904950618744,
-0.014412853866815567,
-0.04605221375823021,
-0.03209212049841881,
-0.012273721396923065,
-0.042623791843652725,
-0.007907909341156483,
-0.025666721165180206,
0.034428611397743225,
-0.01755792833864689,
0.053980752825737,
0.009149723686277866,
0.004897362552583218,
0.022515825927257538,
-0.012572947889566422,
-0.04283436760306358,
-0.03152526542544365,
0.019182397052645683,
-0.06245339289307594,
0.005491489544510841,
0.005160951986908913,
-0.03836219385266304,
-0.014952956698834896,
0.01701657846570015,
0.01294903364032507,
0.0316336527466774,
-0.03900918364524841,
0.0012846814934164286,
0.02966562658548355,
-0.023510407656431198,
0.0146341472864151,
-0.04623923823237419,
0.06608647108078003,
-0.06603743135929108,
0.006782769225537777,
0.02933800034224987,
0.030638108029961586,
-0.06162700057029724,
-0.041437696665525436,
-0.011715809814631939,
0.033304765820503235,
0.05284370109438896,
-0.0177052803337574,
0.007326619699597359,
0.013386650010943413,
0.013731304556131363,
0.08102870732545853,
-0.030123909935355186,
-0.055690113455057144,
-0.007333387155085802,
-0.019019395112991333,
-0.045643750578165054,
-0.049693088978528976,
-0.01220488641411066,
0.008006085641682148,
0.00007723001181147993,
-0.043395474553108215,
-0.005098643247038126,
0.011618766002357006,
-0.004692991729825735,
-0.007620832417160273,
-0.0015059696743264794,
0.0014055058127269149,
-0.06203315779566765,
0.00951587874442339,
0.009185845963656902,
-0.048550352454185486,
-0.056192610412836075,
0.009507481008768082,
-0.009910845197737217,
0.00769123574718833,
0.018872126936912537,
0.03368455171585083,
0.022386441007256508,
0.08287876099348068,
-0.0054227872751653194,
0.004271899349987507,
-0.007773903198540211,
-0.006001636385917664,
-0.006619115360081196,
0.010357808321714401,
-0.01062817219644785,
0.0573122464120388,
0.04833035543560982,
0.013046828098595142,
0.026143241673707962,
-0.06348980218172073,
-0.02290552295744419,
0.03654133901000023,
0.0237075537443161,
0.02032661810517311,
0.02903185412287712,
0.03626714646816254,
0.04668759927153587,
-0.026699397712945938,
0.002987055340781808,
0.03074665553867817,
0.0276059377938509,
0.006137069780379534,
-0.019172899425029755,
0.06641696393489838,
0.019100558012723923,
0.09405690431594849,
0.04629037529230118,
-0.056405890733003616,
0.02263624034821987,
-0.023167934268712997,
0.017850829288363457,
-0.047932133078575134,
0.020284201949834824,
-0.06762278079986572,
0.057690124958753586,
-0.008216039277613163,
0.01644512265920639,
0.022656992077827454,
0.020982880145311356,
0.049573712050914764,
0.006235541310161352,
0.04593484476208687,
0.09399458020925522,
-0.07758945971727371,
-0.026396211236715317,
-0.0022560926154255867,
0.03769905865192413,
0.005826438777148724,
-0.04192286729812622,
-0.014672578312456608,
-0.017352230846881866,
0.03922214359045029,
-0.010737152770161629,
-0.011994794011116028,
0.02570824697613716,
-0.019000951200723648,
-0.01609576866030693,
-0.012976028025150299,
-0.013216876424849033,
0.026638416573405266,
0.024756239727139473,
0.0016428326489403844,
-0.026614811271429062,
-0.08207864314317703,
-0.03481573984026909,
0.01593499444425106,
-0.007743950933218002,
-0.06935956329107285,
0.022217022255063057,
-0.034030813723802567,
-0.01802157238125801,
-0.012053334154188633,
0.011892026290297508,
-0.023578261956572533,
0.04289420321583748,
-0.03421301022171974,
-0.016838233917951584,
-0.01172478124499321,
-0.013337950222194195,
0.018032193183898926,
0.013571378774940968,
-0.006799735128879547,
-0.06573811173439026,
0.0014751346316188574,
-0.004748939070850611,
-0.08891569823026657,
-0.10349870473146439,
0.06552984565496445,
-0.026139581575989723,
-0.013387667015194893,
0.055125098675489426,
-0.03956587612628937,
0.009027848951518536,
0.001615807181224227,
-0.0008113202638924122,
-0.01315288431942463,
0.06046174839138985,
-0.01828489638864994,
-0.0350862592458725,
-0.003947746008634567,
0.06370968371629715,
-0.022808609530329704,
-0.038511138409376144,
-0.008106823079288006,
-0.03832853212952614,
0.017189905047416687,
0.06476357579231262,
-0.03966813534498215,
0.0017144969897344708,
0.06158534809947014,
-0.021755924448370934,
-0.04991474375128746,
-0.03492975980043411,
-0.028536085039377213,
-0.021808277815580368,
-0.03020811825990677,
-0.016068292781710625,
0.014635448344051838,
-0.007149315904825926,
-0.027394220232963562,
-0.034929245710372925,
-0.019089912995696068,
-0.012593063525855541,
-0.04636392742395401,
-0.004582925233989954,
-0.02568248100578785,
-0.06210802122950554,
-0.0323348343372345,
0.010077692568302155,
0.0365152582526207,
-0.013729281723499298,
0.054124921560287476,
0.019097082316875458,
0.03458133339881897,
-0.018391089513897896,
-0.031596068292856216,
-0.045831188559532166,
0.08292771875858307,
0.04529808089137077,
-0.012898058630526066,
0.04209847375750542,
0.030938047915697098,
-0.0665077343583107,
0.029175085946917534,
-0.011214221827685833,
-0.01850992999970913,
-0.006910492666065693,
0.030273763462901115,
0.1044018417596817,
0.01891525648534298,
0.025909308344125748,
0.022865720093250275,
0.0824567973613739,
0.0011987501056864858,
-0.024179324507713318,
0.01004583016037941,
-0.07662460952997208,
-0.052496157586574554,
0.009296218864619732,
0.0152132548391819,
-0.03726748004555702,
-0.03011900931596756,
0.04880061373114586
] |
<p>I’ve approached a unique problem, and I want to make sure that I am going about the test that I am running in the correct way. Here’s a brief background: The goal of this project is to automate an advertisement system, and the goal of my question is to determine the p-value that one type of advertisement has a lower cost-per-user than another type of ad. </p>
<p><strong>Data / Definitions:</strong></p>
<ol>
<li><em>Arrivals</em> - Number of people that clicked on ad</li>
<li><em>Signups -</em> Number of people that signed up</li>
<li><em>Spend</em> - Total amount spent on each ad</li>
<li>*Cost_Per_User = Spend / Signups</li>
</ol>
<p>I have daily data on all of these variables for two different ads. This allows me to get the aggregate population cost_per_user, as well as the variance of the aggregate cost_per_user.</p>
<p>Now, I want to test the probability of two different ads having different performance today, so that I might be able to adjust the budgeting in an informed manner. </p>
<p>What would be the best way to use this data to run a proper test?</p>
<p>Thanks in advance!</p>
<p>PS: I think that this test <a href="https://www.wolframalpha.com/input/?i=hypothesis%20test%20for%20the%20difference%20between%20two%20means&lk=3" rel="nofollow">Hypothesis Test for Difference of Means</a>
is probably the correct one, but I haven't been able to find the mechanics of it.</p>
|
g73956
|
[
-0.001285056583583355,
-0.005315882153809071,
-0.014101073145866394,
-0.030912619084119797,
0.03144083917140961,
-0.049886755645275116,
0.06699062883853912,
-0.014917530119419098,
0.002084527863189578,
0.019315410405397415,
0.0343562550842762,
0.013194844126701355,
0.011620128527283669,
0.03149281442165375,
-0.02146272361278534,
0.019121160730719566,
0.08203893154859543,
-0.058626629412174225,
0.06111801043152809,
0.04350900650024414,
-0.010598971508443356,
0.051305584609508514,
0.00016969112039078027,
-0.014567562378942966,
0.04351243004202843,
-0.08169685304164886,
-0.05198090896010399,
0.07786770910024643,
-0.09897034615278244,
0.04545974358916283,
-0.016856305301189423,
0.013076753355562687,
0.08882413804531097,
-0.04517437517642975,
-0.02251093089580536,
-0.010563777759671211,
0.04569091275334358,
0.056186869740486145,
0.017803722992539406,
0.028472907841205597,
-0.05486413091421127,
0.04097062349319458,
0.04190324991941452,
-0.0064094155095517635,
0.0064318859949707985,
-0.06046738475561142,
-0.006752422079443932,
0.04820093512535095,
0.054811060428619385,
-0.008287976495921612,
-0.050576284527778625,
0.012905736453831196,
0.00995211023837328,
0.024444209411740303,
-0.006473022513091564,
0.008053038269281387,
-0.019817687571048737,
0.05856795236468315,
-0.03233310207724571,
0.014259563758969307,
0.048875197768211365,
0.007672687992453575,
0.03823849931359291,
-0.00924679171293974,
0.008702858351171017,
0.019399356096982956,
0.0009337585070170462,
-0.017924495041370392,
0.0404210090637207,
-0.03955540060997009,
-0.05848223716020584,
-0.026041872799396515,
0.008925924077630043,
-0.05290398746728897,
-0.009403670206665993,
-0.03365080803632736,
-0.00006579533510375768,
-0.015682829543948174,
0.008821060881018639,
0.016833296045660973,
-0.020726550370454788,
-0.043795544654130936,
0.0385589562356472,
0.04290264844894409,
0.040148451924324036,
-0.009162776172161102,
0.051038648933172226,
-0.014091736637055874,
0.013222051784396172,
0.03278379887342453,
0.018394824117422104,
0.00910838134586811,
0.056633394211530685,
0.10085147619247437,
-0.06321100890636444,
-0.01279458962380886,
-0.07670843601226807,
0.006225692108273506,
0.0015129585517570376,
0.021228168159723282,
-0.03368164226412773,
0.03321579098701477,
-0.05931222438812256,
-0.006428566295653582,
-0.046208642423152924,
-0.003164844587445259,
0.050387926399707794,
0.016790853813290596,
-0.10843557119369507,
0.009230746887624264,
0.012797489762306213,
-0.016718413680791855,
-0.060303010046482086,
-0.03488579019904137,
-0.021046500653028488,
0.004217872861772776,
0.04799209162592888,
0.01741553470492363,
-0.0357837937772274,
-0.07583490759134293,
-0.0096905417740345,
-0.022015562281012535,
-0.010394607670605183,
0.056955475360155106,
-0.014710518531501293,
0.0015322056133300066,
-0.03610324114561081,
0.05191577598452568,
0.04334895312786102,
0.047322895377874374,
0.005261121317744255,
-0.03231681138277054,
-0.010103529319167137,
-0.019475683569908142,
-0.01846061274409294,
0.02568095363676548,
-0.010790597647428513,
0.0016370292287319899,
-0.036233559250831604,
0.0055085234344005585,
-0.07478656619787216,
-0.011048858053982258,
0.04193371906876564,
-0.00994012039154768,
-0.03397717699408531,
-0.02270440198481083,
0.011669537052512169,
-0.016679110005497932,
-0.006032233592122793,
0.00566999614238739,
0.025120800361037254,
0.022617483511567116,
0.026227660477161407,
0.027676668018102646,
-0.016745097935199738,
-0.03846438601613045,
0.0009591564303264022,
-0.009866825304925442,
-0.0042509413324296474,
0.03930824622511864,
0.013339451514184475,
-0.034942761063575745,
0.06537652760744095,
-0.03386529162526131,
-0.03030962310731411,
-0.011943325400352478,
-0.008267244324088097,
0.022170953452587128,
0.02381012588739395,
-0.0439741276204586,
0.016158031299710274,
-0.03984867036342621,
0.011499511078000069,
-0.06580860912799835,
0.034648675471544266,
0.013072975911200047,
0.06614909321069717,
-0.03768423944711685,
0.027240287512540817,
0.033760908991098404,
0.0206765029579401,
0.01126432977616787,
0.015717312693595886,
-0.0007217677193693817,
-0.014915208332240582,
-0.05471504107117653,
-0.026751866564154625,
-0.03118501417338848,
-0.0587913915514946,
0.0017451276071369648,
-0.044217877089977264,
-0.03295503556728363,
-0.02823210507631302,
-0.03214848414063454,
-0.05447593703866005,
-0.012808768078684807,
0.05050555616617203,
-0.051384128630161285,
0.012881452217698097,
-0.03804399445652962,
-0.021038830280303955,
0.03237538039684296,
-0.003154206555336714,
0.0656161829829216,
0.01645326241850853,
0.013129864819347858,
0.024994244799017906,
-0.019724572077393532,
0.013501888141036034,
-0.005264131352305412,
0.0520884171128273,
0.007302882149815559,
0.0010969598079100251,
0.011158918030560017,
0.030435241758823395,
0.05580807477235794,
0.011058321222662926,
0.009673450142145157,
-0.00928006786853075,
0.016500407829880714,
0.006356698460876942,
-0.022559165954589844,
0.04183536395430565,
0.03989323228597641,
0.0008567830664105713,
0.036013901233673096,
0.010831983759999275,
0.01818438246846199,
-0.01826370321214199,
0.01755250059068203,
0.029084503650665283,
-0.04370812326669693,
-0.013554796576499939,
-0.014146541245281696,
0.07418830692768097,
0.03858962655067444,
-0.021097669377923012,
0.021059364080429077,
-0.026164188981056213,
-0.03310883790254593,
-0.00016047846293076873,
-0.0012189181288704276,
0.02418631687760353,
0.015782911330461502,
0.026805538684129715,
0.0006340051768347621,
-0.022553104907274246,
-0.010323317721486092,
0.006004387512803078,
0.08885485678911209,
-0.05060733109712601,
0.030285052955150604,
-0.018902534618973732,
-0.00017562041466590017,
0.03443259373307228,
-0.06031925976276398,
-0.01145919132977724,
0.0036230559926480055,
0.029393494129180908,
0.0398111492395401,
-0.002519326750189066,
-0.026307666674256325,
0.055272556841373444,
0.026117274537682533,
0.07138115912675858,
-0.032863687723875046,
0.01745235174894333,
-0.030727291479706764,
0.03476974740624428,
-0.01507110521197319,
0.013212558813393116,
0.021008174866437912,
0.016194380819797516,
0.006312164012342691,
0.013788564130663872,
-0.005788516718894243,
-0.04761418700218201,
0.00284174014814198,
0.044857677072286606,
0.05028345435857773,
0.035619400441646576,
-0.0007220566039904952,
-0.047832075506448746,
-0.004243692848831415,
0.06276211142539978,
0.0035777022130787373,
0.037808552384376526,
-0.026089966297149658,
0.024471838027238846,
0.026900988072156906,
-0.04060722887516022,
0.03207671269774437,
0.007715437561273575,
0.004928702022880316,
0.004017108120024204,
-0.026914123445749283,
0.02348662167787552,
-0.03997642174363136,
-0.0016182506224140525,
-0.0557624027132988,
-0.05807041376829147,
0.017249247059226036,
0.02979080192744732,
0.03204690292477608,
0.07516060024499893,
-0.00044390710536390543,
-0.04022858291864395,
-0.013469730503857136,
0.0374830961227417,
0.04834047704935074,
0.006824066862463951,
0.03158753365278244,
-0.0019911127164959908,
-0.07625414431095123,
-0.014881780371069908,
-0.00554991327226162,
0.018638787791132927,
0.02978207916021347,
0.012641065753996372,
-0.04701291769742966,
0.05904800817370415,
-0.05111308395862579,
0.006381715647876263,
0.013670679181814194,
-0.030799131840467453,
0.043719202280044556,
-0.05184372514486313,
0.04372141882777214,
-0.050241224467754364,
-0.0026402543298900127,
0.044243115931749344,
0.05921335518360138,
-0.054554667323827744,
-0.006142022088170052,
0.0735776424407959,
0.015995541587471962,
0.03109307400882244,
0.012485167011618614,
-0.030757931992411613,
0.11550183594226837,
-0.015911633148789406,
-0.05581323802471161,
0.0062064663507044315,
-0.0371553860604763,
-0.055391617119312286,
-0.0006101634353399277,
0.03827477619051933,
0.016553889960050583,
0.04264991357922554,
-0.0020824146922677755,
0.0196591354906559,
-0.0650482028722763,
0.028731994330883026,
-0.01913287118077278,
0.03739507123827934,
-0.048391878604888916,
0.048334069550037384,
0.04501180350780487,
-0.0038909020368009806,
0.018014607951045036,
0.033612895756959915,
-0.0010433249408379197,
-0.004666527267545462,
0.020793583244085312,
0.01532818004488945,
0.03722987696528435,
0.017658747732639313,
0.019355889409780502,
0.026205455884337425,
-0.039455972611904144,
0.006064567714929581,
0.00007029849075479433,
-0.026541240513324738,
-0.019842596724629402,
0.05306604877114296,
0.012009416706860065,
0.08080921322107315,
0.015280360355973244,
-0.028494475409388542,
0.049503907561302185,
0.022812439128756523,
0.01799497753381729,
-0.029505036771297455,
0.006660194601863623,
-0.015699665993452072,
-0.047417063266038895,
-0.009053700603544712,
0.014144401997327805,
0.0037574220914393663,
-0.009083453565835953,
0.008826013654470444,
0.008109315298497677,
-0.059578344225883484,
0.052509061992168427,
0.060743752866983414,
-0.02015651762485504,
-0.012112495489418507,
0.0005968103650957346,
0.015261845663189888,
0.057902686297893524,
-0.020396361127495766,
0.027491390705108643,
-0.009916120208799839,
-0.009709294885396957,
-0.026682931929826736,
-0.028850145637989044,
-0.05327073112130165,
-0.014491134323179722,
-0.026987284421920776,
-0.02026786096394062,
-0.0332767516374588,
-0.059946440160274506,
-0.00980707909911871,
-0.021956682205200195,
-0.024813972413539886,
0.004898943938314915,
0.05805454030632973,
-0.009069064632058144,
0.008863850496709347,
0.03191971033811569,
0.030572975054383278,
0.03842783719301224,
-0.020973457023501396,
-0.061638157814741135,
0.009463205933570862,
-0.009636937640607357,
0.004424897022545338,
0.1059880331158638,
0.0334751233458519,
-0.04139591008424759,
0.03123847022652626,
0.054093942046165466,
-0.062423981726169586,
0.011905062012374401,
0.0141929741948843,
0.009305722080171108,
0.040459588170051575,
-0.022958124056458473,
0.015950549393892288,
-0.035601112991571426,
-0.02703077718615532,
-0.011374330148100853,
-0.05099458992481232,
-0.003252238966524601,
-0.015515738166868687,
0.06242401525378227,
-0.021292325109243393,
-0.029555026441812515,
0.06913429498672485,
-0.04930628091096878,
-0.044903747737407684,
0.047584809362888336,
0.022338300943374634,
-0.025332529097795486,
-0.010714693926274776,
0.05355779081583023,
0.03985123336315155,
0.011687402613461018,
0.002881266176700592,
-0.007600570097565651,
-0.023486582562327385,
-0.0510399267077446,
-0.03350650891661644,
-0.02706310525536537,
-0.0019070308189839125,
0.0029220550786703825,
-0.02115383744239807,
-0.039688024669885635,
0.004551068414002657,
-0.02349330671131611,
-0.00018745072884485126,
-0.05562194809317589,
0.012086319737136364,
-0.040140748023986816,
-0.03303166478872299,
0.005209393333643675,
0.00014197916607372463,
-0.04339757561683655,
0.0026410850696265697,
-0.008742302656173706,
-0.037881799042224884,
-0.02216186560690403,
0.07618291676044464,
0.002841921988874674,
0.015983562916517258,
-0.04512301832437515,
0.0012508750660344958,
-0.10304413735866547,
0.04091164469718933,
-0.004794569220393896,
-0.0214209146797657,
-0.020843174308538437,
0.0647130012512207,
-0.01713458262383938,
-0.006086770910769701,
-0.008978650905191898,
0.024414237588644028,
-0.024128777906298637,
-0.005813049618154764,
-0.05998045578598976,
-0.061808086931705475,
0.022430911660194397,
0.01884596236050129,
-0.07261180132627487,
0.00018748817092273384,
-0.01572779007256031,
0.04676356166601181,
-0.023099184036254883,
0.02179071120917797,
0.015170278958976269,
-0.043753959238529205,
-0.000030267487090895884,
0.019685961306095123,
-0.006213631480932236,
-0.02477441355586052,
0.006158746778964996,
0.039541613310575485,
0.06276489049196243,
-0.027274491265416145,
0.008558466099202633,
0.04803891107439995,
0.010769418440759182,
0.04074545204639435,
0.011077881790697575,
0.009490097872912884,
-0.03631211817264557,
-0.0020100276451557875,
-0.034595150500535965,
-0.0033343550749123096,
-0.0552859902381897,
-0.03054480440914631,
0.07035362720489502,
-0.01380869373679161,
-0.026804819703102112,
0.01754307560622692,
-0.03653964400291443,
0.05071045458316803,
-0.018657784909009933,
-0.008810963481664658,
-0.021351249888539314,
-0.04430877044796944,
0.008662326261401176,
0.06992754340171814,
0.00587757583707571,
-0.03002871572971344,
-0.05179738998413086,
-0.04343299940228462,
-0.03713569790124893,
0.005131130572408438,
-0.030215676873922348,
0.020522499457001686,
0.01840224303305149,
-0.0027029451448470354,
0.00891096517443657,
0.010881560854613781,
0.007375975139439106,
0.03498418256640434,
-0.003646542550995946,
0.03459978476166725,
-0.0007264703745022416,
0.03895101323723793,
-0.07659531384706497,
0.018408440053462982,
0.010083823464810848,
0.03781736642122269,
0.010710395872592926,
0.006009894423186779,
-0.056665223091840744,
-0.04594031721353531,
0.005359952338039875,
0.004175812005996704,
-0.008662517182528973,
0.010630584321916103,
-0.05242408812046051,
0.01373841892927885,
0.026541026309132576,
-0.0059012966230511665,
-0.02102862484753132,
0.027048710733652115,
0.0038703628815710545,
0.03743210807442665,
-0.028582381084561348,
-0.0020303947385400534,
0.024588607251644135,
0.024683767929673195,
0.030466509982943535,
-0.008241509087383747,
-0.032477278262376785,
-0.05131435766816139,
-0.07250840961933136,
-0.032441508024930954,
0.02784312143921852,
0.01789303869009018,
-0.017669206485152245,
-0.0015067174099385738,
-0.0383477509021759,
0.026478897780179977,
-0.003587511833757162,
-0.029386717826128006,
0.018351087346673012,
-0.003958153072744608,
-0.055834513157606125,
0.04724118486046791,
-0.05377141758799553,
-0.0025048190727829933,
0.019224142655730247,
0.009182817302644253,
0.05201280862092972,
-0.028207773342728615,
-0.011728144250810146,
-0.06722051650285721,
0.007082833442837,
0.01810162328183651,
0.05042358115315437,
-0.023121319711208344,
0.0419619083404541,
-0.0845758393406868,
-0.027115115895867348,
0.06322559714317322,
0.05615190789103508,
0.05701193958520889,
-0.009925148449838161,
0.039280302822589874,
-0.05041571334004402,
0.08447866886854172,
0.046705298125743866,
-0.040327515453100204,
-0.02181381918489933,
0.015877606347203255,
0.02132021263241768,
-0.008744345046579838,
0.03097189962863922,
-0.029288271442055702,
-0.013658914715051651,
-0.07408111542463303,
0.024663105607032776,
-0.04183129221200943,
0.08503672480583191,
0.0008102984284050763,
0.020180489867925644,
-0.004115212708711624,
0.06310123950242996,
0.04032554104924202,
0.04314742982387543,
0.03623075783252716,
-0.013232076540589333,
0.014937222003936768,
0.053576596081256866,
0.002085444051772356,
0.011431136168539524,
0.004216187167912722,
-0.016674984246492386,
0.018621476367115974,
-0.023921305313706398,
0.0036837642546743155,
0.09335216879844666,
0.019739115610718727,
0.019465014338493347,
0.04403027892112732,
-0.04281112551689148,
0.03639189526438713,
-0.06368482112884521,
-0.06965995579957962,
0.011071743443608284,
0.02925391122698784,
-0.008563090115785599,
-0.09638891369104385,
-0.008574865758419037,
0.005407953634858131,
-0.059586960822343826,
-0.013514924794435501,
0.034754034131765366,
-0.07787046581506729,
-0.019504038617014885,
0.03762670233845711,
-0.00561504578217864,
-0.00786522962152958,
0.03408622369170189,
-0.04782526567578316,
-0.017519138753414154,
0.0324699841439724,
0.011234023608267307,
0.001125579234212637,
0.0018266451079398394,
-0.03091452270746231,
0.005323158577084541,
-0.02712375484406948,
-0.014641457237303257,
0.04770205169916153,
-0.04642774537205696,
-0.051149822771549225,
-0.03555208444595337,
-0.0067431069910526276,
0.01218082569539547,
-0.06831035763025284,
0.05054090917110443,
0.0025290881749242544,
0.007967949844896793,
0.058059874922037125,
0.04850176349282265,
-0.011440500617027283,
0.05119580402970314,
-0.027700349688529968,
0.013506557792425156,
-0.018709668889641762,
-0.011823729611933231,
-0.017051497474312782,
-0.021768031641840935,
-0.03278585523366928,
-0.06584843248128891,
0.03650270402431488,
0.023526640608906746,
-0.009109935723245144,
0.008816704154014587,
-0.008464161306619644,
-0.016633881255984306,
-0.0030880679842084646,
-0.05409754067659378,
-0.03437793254852295,
0.026853187009692192,
-0.0018591487314552069,
-0.04121360555291176,
0.010067564435303211,
-0.040356699377298355,
-0.028581542894244194,
-0.06891290098428726,
0.007521114312112331,
0.048851609230041504,
-0.017586518079042435,
0.026592249050736427,
-0.0335322730243206,
-0.07356654107570648,
-0.06504789739847183,
-0.003984104376286268,
0.04267212003469467,
0.013692300766706467,
0.014384523034095764,
0.03562288358807564,
0.02673259936273098,
-0.04063047096133232,
-0.08430597931146622,
0.01598339155316353,
-0.02896161936223507,
-0.011575714685022831,
0.0005910131148993969,
-0.02262653224170208,
-0.009883581660687923,
0.01704377308487892,
0.011030859313905239,
-0.0482671745121479,
-0.05023587495088577,
-0.05634088069200516,
-0.08596006035804749,
0.05686497688293457,
-0.01833992637693882,
0.04539665952324867,
-0.005284699611365795,
-0.002985915867611766,
0.0024162977933883667,
-0.025259478017687798,
-0.006632785312831402,
-0.0007908988045528531,
-0.08420219272375107,
0.004485914949327707,
0.06811147183179855,
-0.07161358743906021,
0.04075032100081444,
0.06149216368794441
] |
<p>I have independent observations $Y_1, Y_2, ...., Y_n$ that take values 1 or 0 with </p>
<p>$$P(Y_i = 1) = \frac{1}{1 + \exp\{-(\alpha + \beta x_i)\}}$$</p>
<p>where $\alpha$ and $\beta$ are unknown constant and $x_1, x_2, ....,x_n$ are known, I have to show that $(\sum Y_i,\sum x_i Y_i)$is a minimal sufficient statistics for $(\alpha,\beta)$.</p>
<p>We know that any statistics $T(Y)$ is minimal sufficient if $\frac{\prod_{i=1}^nf(y_i;\alpha, \beta)}{\prod_{i=1}^nf(z_i;\alpha, \beta)}$ is independent of $\alpha$ and $\beta$ if and only if $T(Y) = T(Z)$. But here the probability density of $Y$ is independent of $y$. Is there any other method to show the minimal statistics? </p>
|
g37292
|
[
0.015491350553929806,
0.025885771960020065,
-0.01026473380625248,
0.0179743655025959,
-0.007444403599947691,
-0.011785738170146942,
0.0011040038662031293,
0.007071998901665211,
-0.018971409648656845,
-0.03618193417787552,
0.004219351336359978,
0.0020150381606072187,
-0.0029942078981548548,
0.04473135247826576,
-0.020313162356615067,
0.0439717173576355,
0.0011715684086084366,
-0.022854628041386604,
0.048816975206136703,
0.05787935107946396,
-0.005340320523828268,
-0.05535317584872246,
0.052587393671274185,
-0.003721638349816203,
0.07286182790994644,
0.0009966506622731686,
-0.05039319396018982,
0.029248157516121864,
-0.04191436991095543,
0.0007397708832286298,
-0.0050887372344732285,
0.009027930907905102,
0.05161488056182861,
-0.012077318504452705,
0.0028973848093301058,
-0.017069095745682716,
0.03300244361162186,
-0.002267566742375493,
0.030423983931541443,
-0.011473805643618107,
-0.07902533560991287,
0.015772780403494835,
0.042953770607709885,
0.005743860267102718,
-0.03708283230662346,
0.06516764312982559,
-0.0046019284054636955,
0.026451360434293747,
0.011315243318676949,
0.005826284177601337,
0.03624546155333519,
-0.01702013984322548,
0.0364963598549366,
0.004910042975097895,
-0.027668200433254242,
0.03525197505950928,
0.009366737678647041,
-0.07483287900686264,
0.04639718309044838,
0.0062057762406766415,
0.03756739944219589,
-0.05928020551800728,
-0.05909622833132744,
-0.03631261736154556,
-0.02222985215485096,
-0.0023118313401937485,
-0.0510115809738636,
-0.023586437106132507,
0.008337902836501598,
0.013945718295872211,
-0.011444267816841602,
0.018465286120772362,
0.008807042613625526,
-0.08029643446207047,
-0.051497213542461395,
0.03274229168891907,
0.02723035030066967,
-0.01608102023601532,
-0.015526932664215565,
0.0013074539601802826,
0.013122668489813805,
-0.057649675756692886,
0.01620861515402794,
-0.01838795095682144,
0.028444921597838402,
-0.05530215799808502,
0.063252292573452,
-0.03673374280333519,
0.00832686573266983,
-0.011691397055983543,
0.033215198665857315,
-0.03867647424340248,
0.043380580842494965,
0.0013986181002110243,
0.03665848448872566,
0.040844470262527466,
-0.043777551501989365,
-0.010428542271256447,
-0.032973166555166245,
-0.00722868274897337,
0.032494235783815384,
0.028441453352570534,
0.03386545181274414,
-0.03286873176693916,
0.006482579745352268,
-0.013830175623297691,
0.021413827314972878,
0.0026184243615716696,
-0.007768773473799229,
-0.04288787767291069,
-0.041347652673721313,
0.035645995289087296,
0.01044540200382471,
-0.04772856831550598,
-0.031108379364013672,
-0.07307256758213043,
0.05163620784878731,
-0.0025176885537803173,
0.0006804539589211345,
0.03287084400653839,
-0.06533267349004745,
0.021028125658631325,
-0.003738590283319354,
0.08283798396587372,
-0.03723930940032005,
0.01696324720978737,
-0.018866553902626038,
0.03454871475696564,
-0.007292148657143116,
-0.025314105674624443,
-0.04725564643740654,
0.02718692272901535,
0.02963649481534958,
-0.01299090962857008,
-0.016245028004050255,
0.02704981341958046,
-0.05020168423652649,
0.01708599552512169,
0.020199069753289223,
0.04348395764827728,
-0.04202120751142502,
-0.009871727786958218,
0.006700026337057352,
-0.03336451202630997,
0.0245638657361269,
0.0452401377260685,
-0.0032569856848567724,
-0.006727958098053932,
-0.04790540412068367,
0.0477127879858017,
-0.02105572260916233,
0.045485034584999084,
0.017346806824207306,
0.0206354558467865,
-0.052133772522211075,
-0.004603611305356026,
0.005458889063447714,
0.022312961518764496,
-0.0051628099754452705,
-0.02365465648472309,
0.014498673379421234,
-0.026748504489660263,
0.009434513747692108,
0.017886271700263023,
-0.02106357552111149,
0.00343534629791975,
-0.04249930381774902,
-0.03164580464363098,
0.03362858667969704,
-0.005783761851489544,
0.016045475378632545,
-0.008946369402110577,
0.028689956292510033,
0.015410235151648521,
0.03397933766245842,
-0.04135391488671303,
-0.07576538622379303,
-0.01338417548686266,
0.06078314036130905,
-0.037317585200071335,
-0.035667676478624344,
0.016479147598147392,
0.0387205146253109,
-0.025998905301094055,
0.005948386620730162,
-0.046039510518312454,
0.042824774980545044,
0.03552859276533127,
-0.029440905898809433,
0.027318529784679413,
-0.03677236661314964,
0.013936006464064121,
-0.01457922998815775,
0.0029604684095829725,
0.006156678777188063,
0.016917424276471138,
0.04045354202389717,
-0.042015839368104935,
-0.0024983359035104513,
-0.021098604425787926,
0.02100963145494461,
0.01496297586709261,
0.02335977368056774,
0.0037147803232073784,
-0.03763222321867943,
-0.007594759110361338,
0.03384241461753845,
-0.011889046989381313,
0.033441465348005295,
-0.0016084254020825028,
-0.0802341178059578,
-0.123234823346138,
0.004229122772812843,
0.05741940066218376,
0.007537689059972763,
-0.04916024208068848,
0.025575531646609306,
0.03029068000614643,
-0.01147749274969101,
-0.018798554316163063,
-0.027567001059651375,
0.038237959146499634,
0.06476975232362747,
0.012566612102091312,
0.03961842134594917,
0.05929188430309296,
0.027548614889383316,
0.028316017240285873,
0.0637267678976059,
0.04464299604296684,
-0.0756160244345665,
-0.06252781301736832,
-0.023039227351546288,
-0.025917375460267067,
-0.023419730365276337,
0.04579724743962288,
-0.025984399020671844,
0.013359312899410725,
0.031165212392807007,
0.04689076170325279,
0.020106596872210503,
-0.05499480664730072,
-0.009971114806830883,
0.04563988372683525,
0.013314732350409031,
0.03381958603858948,
-0.04159224405884743,
0.01276575867086649,
0.036294903606176376,
-0.03452740237116814,
-0.02563190646469593,
0.041394058614969254,
0.01592967100441456,
-0.015679676085710526,
0.020221926271915436,
-0.017271218821406364,
-0.008680499158799648,
-0.031804174184799194,
-0.0034380562137812376,
0.007981544360518456,
0.028357824310660362,
-0.08616440743207932,
0.018492277711629868,
-0.0023866454139351845,
-0.0317695252597332,
0.020006153732538223,
-0.00003503659900161438,
-0.031169559806585312,
-0.04143034666776657,
0.026214512065052986,
-0.017184996977448463,
0.008519051596522331,
0.010347209870815277,
0.04673805460333824,
0.00024908100022003055,
0.07649122923612595,
-0.02253136783838272,
0.000014533335161104333,
-0.01156594231724739,
0.00038586146547459066,
-0.008556216955184937,
-0.03632078319787979,
-0.03606840968132019,
0.012887605465948582,
-0.01786411926150322,
-0.007994263432919979,
0.06877054274082184,
-0.027657676488161087,
0.01104050874710083,
0.05986093357205391,
0.028569234535098076,
-0.004841806832700968,
0.03961452841758728,
0.028361381962895393,
-0.004765213001519442,
-0.005861861631274223,
-0.015107017941772938,
-0.056164029985666275,
0.026164881885051727,
0.013203192502260208,
-0.030613303184509277,
-0.020436817780137062,
0.021660255268216133,
-0.04685680940747261,
0.07264421135187149,
-0.03203972429037094,
-0.04067283123731613,
-0.07433190196752548,
-0.0018230187706649303,
-0.008717500604689121,
0.01774017885327339,
0.030187314376235008,
-0.010796617716550827,
-0.016400232911109924,
-0.025008998811244965,
0.0026613548398017883,
0.033675990998744965,
0.02251029759645462,
0.03241575509309769,
0.01841220073401928,
0.028972217813134193,
-0.010717421770095825,
-0.0054108938202261925,
-0.0347440280020237,
0.05511291325092316,
-0.019946951419115067,
-0.011891244910657406,
-0.045801226049661636,
-0.04096120223402977,
0.037279561161994934,
0.10881885141134262,
0.020558135583996773,
0.03182317316532135,
-0.054940808564424515,
-0.06689822673797607,
-0.0710245668888092,
-0.024626782163977623,
0.05096115544438362,
-0.00833841972053051,
0.031943343579769135,
0.01576465368270874,
0.005431470926851034,
-0.062252890318632126,
0.025345301255583763,
-0.030025823041796684,
-0.046371810138225555,
-0.014280973933637142,
0.06112155318260193,
0.05832694098353386,
-0.025154683738946915,
0.02026505023241043,
-0.0004456238239072263,
0.021418588235974312,
-0.018406109884381294,
0.03380895406007767,
0.07630717009305954,
0.06944432109594345,
-0.02563561126589775,
0.014680194668471813,
-0.008363693952560425,
0.0382465235888958,
-0.057510264217853546,
0.04342237859964371,
-0.01979469694197178,
-0.04318143427371979,
0.0008464212296530604,
-0.0003471896343398839,
0.03380438685417175,
0.035029008984565735,
0.0007859530160203576,
-0.06542574614286423,
0.05645464360713959,
0.07115538418292999,
0.030845409259200096,
0.014376698061823845,
-0.09784941375255585,
0.05078228935599327,
0.05656205490231514,
0.008623234927654266,
0.08266119658946991,
0.047515034675598145,
-0.03240637108683586,
-0.03733142465353012,
0.017001934349536896,
0.016038604080677032,
-0.01418156735599041,
0.017996637150645256,
-0.03557271510362625,
0.026478594169020653,
-0.02777683734893799,
0.04678497463464737,
-0.04319338873028755,
-0.014306250028312206,
0.005413409788161516,
0.011786258779466152,
-0.024204544723033905,
0.021562932059168816,
-0.004917626269161701,
-0.019305519759655,
0.021323775872588158,
-0.0340738520026207,
-0.0056872377172112465,
0.04656718671321869,
-0.029668819159269333,
0.012600656598806381,
0.04398675635457039,
-0.05905983969569206,
0.052157193422317505,
0.004593852441757917,
-0.007696364540606737,
-0.014857055619359016,
-0.042981475591659546,
0.02497236803174019,
0.01298030000180006,
-0.01977408118546009,
-0.024598490446805954,
0.006869420409202576,
-0.06629114598035812,
0.04258963093161583,
0.003451867029070854,
0.03939337283372879,
0.004353280644863844,
-0.04084835201501846,
-0.055086899548769,
-0.015049146488308907,
0.08060868829488754,
0.08519534021615982,
0.033800650388002396,
-0.03629434481263161,
-0.04194725677371025,
-0.02532140538096428,
0.03817117214202881,
-0.015450488775968552,
-0.012139267288148403,
-0.023121055215597153,
0.013807535171508789,
0.015659742057323456,
0.04518250375986099,
0.0011569001944735646,
-0.06697241216897964,
0.004684677813202143,
-0.027033276855945587,
-0.0168682299554348,
0.01302100159227848,
0.011453409679234028,
0.028780894353985786,
-0.023450370877981186,
-0.04936813563108444,
0.05026756599545479,
0.02828516811132431,
-0.02002590149641037,
0.06114130839705467,
0.01352272741496563,
-0.02881721593439579,
0.05715709552168846,
-0.013167046010494232,
0.011203819885849953,
0.015067008323967457,
0.00033808904117904603,
0.04124436527490616,
0.005905632395297289,
0.003950761165469885,
0.03477160632610321,
-0.017802275717258453,
0.009506726637482643,
-0.008697018027305603,
-0.03781096637248993,
-0.011601109057664871,
0.037905529141426086,
-0.02713109739124775,
-0.05051392316818237,
0.039319444447755814,
0.07952598482370377,
-0.019237106665968895,
-0.08517241477966309,
0.00646918686106801,
-0.021802356466650963,
0.03939341753721237,
-0.04814925417304039,
0.033504582941532135,
-0.031011482700705528,
-0.03969060257077217,
-0.0500582791864872,
-0.003862604731693864,
0.0512741282582283,
0.0016643035924062133,
0.0178091861307621,
-0.043164703994989395,
0.023003913462162018,
-0.054441630840301514,
0.006963388063013554,
0.03250418230891228,
0.037903040647506714,
0.0692654624581337,
-0.0700092762708664,
-0.08292756974697113,
0.055014725774526596,
-0.04513127729296684,
0.022841205820441246,
-0.012181151658296585,
-0.05631726235151291,
0.01832360215485096,
0.01621369831264019,
0.0012266479898244143,
-0.0059501430951058865,
0.04215625673532486,
0.012403368018567562,
0.03363250568509102,
-0.03997563198208809,
0.0604155994951725,
0.0163323525339365,
0.02333061769604683,
0.008545887656509876,
-0.011590317822992802,
-0.07821064442396164,
-0.04718968644738197,
0.008167687803506851,
0.06776341795921326,
-0.021710161119699478,
-0.08385899662971497,
0.07430560886859894,
-0.05004945397377014,
0.04580456018447876,
-0.004105514381080866,
0.014260757714509964,
-0.058506082743406296,
-0.11468038707971573,
-0.034811440855264664,
0.03615310788154602,
-0.04533242806792259,
-0.033475518226623535,
-0.04422536492347717,
-0.050234876573085785,
-0.024558572098612785,
-0.012920781038701534,
-0.04413756728172302,
-0.030291352421045303,
0.02723851427435875,
-0.004499603062868118,
0.0432715080678463,
-0.055131230503320694,
-0.0019245089497417212,
0.0023562638089060783,
-0.01575605943799019,
-0.01677425391972065,
-0.015436207875609398,
0.040613237768411636,
-0.02221854217350483,
0.06153646484017372,
-0.03733637183904648,
0.01445838063955307,
0.039831437170505524,
-0.010915052145719528,
-0.047953713685274124,
-0.02137533389031887,
0.03523905947804451,
0.008729970082640648,
-0.014680344611406326,
-0.027839887887239456,
-0.01998141035437584,
-0.028267528861761093,
-0.0012475458206608891,
0.003260096302255988,
0.028282200917601585,
-0.010669122450053692,
-0.02107408083975315,
0.06147183105349541,
-0.06780432164669037,
-0.03422461822628975,
0.09363280236721039,
0.0011958564864471555,
0.0020015696063637733,
0.04469684511423111,
0.0032553437631577253,
0.05847294628620148,
0.011096635833382607,
0.011478769592940807,
-0.010764000937342644,
0.008913245052099228,
-0.009973510168492794,
-0.028004057705402374,
0.022780010476708412,
-0.010752554051578045,
-0.024832775816321373,
-0.003962724003940821,
0.030719252303242683,
-0.025388307869434357,
-0.040688492357730865,
-0.05678683891892433,
-0.08267305046319962,
0.006643230095505714,
-0.04203824698925018,
0.05313106253743172,
-0.04096077010035515,
0.0329221747815609,
-0.026422739028930664,
-0.021778298541903496,
-0.027127569541335106,
0.013293744996190071,
-0.02637363411486149,
0.009636156260967255,
-0.04032455012202263,
-0.0042633493430912495,
-0.04462847858667374,
-0.07857877016067505,
0.016531184315681458,
0.03543776273727417,
0.01111647766083479,
-0.020508168265223503,
-0.008663056418299675,
-0.08181411772966385,
0.05976011976599693,
-0.008699134923517704,
0.04660465940833092,
-0.029586365446448326,
-0.04268050566315651,
-0.05845111608505249,
-0.027110179886221886,
-0.053719475865364075,
-0.013901016674935818,
0.04575907811522484,
-0.015132170170545578,
-0.04808514937758446,
-0.03490864112973213,
0.02394438348710537,
0.02352868765592575,
0.02199937030673027,
-0.03261765092611313,
0.031570032238960266,
-0.007684152107685804,
0.05970468372106552,
0.02982325665652752,
-0.03126589208841324,
0.04814472049474716,
-0.03461560979485512,
0.06630101799964905,
-0.03366856276988983,
0.044238075613975525,
0.004185728263109922,
-0.018452394753694534,
0.028491433709859848,
0.05522875860333443,
-0.010743542574346066,
0.044526100158691406,
-0.03102795220911503,
0.014295505359768867,
0.024373890832066536,
0.08538714051246643,
-0.04370412603020668,
-0.03585096821188927,
0.03044157661497593,
0.02888130582869053,
0.04316096380352974,
-0.014997512102127075,
-0.04929054155945778,
-0.003098051995038986,
-0.0001948450953932479,
0.029240619391202927,
0.0134305190294981,
-0.022131089121103287,
0.004060710314661264,
0.021378083154559135,
0.02252788282930851,
-0.02574852667748928,
0.04237576946616173,
0.020267868414521217,
-0.0007210813346318901,
-0.020807841792702675,
-0.06296447664499283,
-0.06465781480073929,
0.0418492816388607,
-0.01867181621491909,
-0.05142754688858986,
0.02544846013188362,
0.017299536615610123,
0.023516353219747543,
0.0469784215092659,
0.0020047021098434925,
-0.025125106796622276,
0.016284901648759842,
-0.006005310453474522,
-0.02789360284805298,
-0.014401078224182129,
0.0033346873242408037,
0.022883199155330658,
0.03981969505548477,
0.034543123096227646,
-0.06118503212928772,
0.0041802688501775265,
-0.00985396932810545,
-0.07541190832853317,
-0.0468989722430706,
0.08425690978765488,
-0.04072190448641777,
-0.029300114139914513,
0.04153965786099434,
-0.01633821614086628,
-0.012544783763587475,
0.0016094157472252846,
0.006532514467835426,
0.020104220137000084,
-0.017543774098157883,
-0.02095849998295307,
-0.0383317694067955,
0.014086092822253704,
-0.027778208255767822,
0.027955517172813416,
-0.01778370328247547,
-0.0030267108231782913,
-0.020479626953601837,
0.023963050916790962,
-0.01966150663793087,
-0.00802942831069231,
-0.02202991582453251,
0.0354861281812191,
-0.03691858425736427,
-0.04637453705072403,
0.014554185792803764,
-0.0018205122323706746,
0.004427220672369003,
0.002403960796073079,
0.005534695461392403,
0.00031087681418284774,
-0.02857804112136364,
-0.0011335324961692095,
-0.031510088592767715,
-0.01102062314748764,
0.014528116211295128,
0.0008573135128244758,
0.035937462002038956,
0.0064860801212489605,
-0.034780070185661316,
-0.0347801111638546,
0.020642317831516266,
-0.03959161788225174,
0.022082606330513954,
0.05248478055000305,
-0.0026957092341035604,
-0.005941866431385279,
0.04717462509870529,
-0.03322869539260864,
0.05222487449645996,
0.052628763020038605,
-0.015858914703130722,
0.008985991589725018,
0.035925477743148804,
-0.03596373647451401,
0.0135005759075284,
0.040114033967256546,
0.04089407995343208,
-0.0512392595410347,
0.051072459667921066,
0.029755884781479836,
0.03519853204488754,
0.036443207412958145,
0.02514546550810337,
0.06512647122144699,
-0.03452455624938011,
0.043300751596689224,
0.013749632053077221,
-0.012787890620529652,
-0.04190058633685112,
-0.052190788090229034,
0.07503100484609604,
-0.044297587126493454,
-0.041652023792266846,
0.04447685554623604,
-0.008650371804833412
] |
<p>I am using MATLAB's <a href="http://www.mathworks.com/help/stats/ranksum.html" rel="nofollow">ranksum</a> function with the computation <code>method</code> of the p-value set to <code>approximate</code>. Is there a way to determine with what precision the approximation is being made?</p>
|
g73957
|
[
-0.019082164391875267,
-0.006635468918830156,
-0.020243080332875252,
-0.030188238248229027,
0.02753555215895176,
-0.0344112254679203,
-0.0026476404163986444,
-0.0015734083717688918,
-0.0971301719546318,
-0.004849521908909082,
-0.03603947535157204,
0.019559333100914955,
0.0361778624355793,
0.024551864713430405,
0.005009588319808245,
-0.01819949969649315,
0.054744571447372437,
-0.02530120313167572,
0.044848959892988205,
-0.02626974694430828,
0.028824014589190483,
-0.00009307076834375039,
-0.013792541809380054,
-0.059269580990076065,
-0.04014620929956436,
0.00427473708987236,
-0.01929658092558384,
0.004348537418991327,
-0.047057200223207474,
0.021835116669535637,
-0.07021141797304153,
0.01352611742913723,
0.048623304814100266,
0.023220565170049667,
0.02404884807765484,
0.04185911640524864,
0.051226112991571426,
0.019752509891986847,
0.029272882267832756,
0.014541336335241795,
-0.023782284930348396,
-0.029659178107976913,
0.02018747292459011,
0.05473851412534714,
-0.02086315117776394,
-0.01427716389298439,
-0.005477846600115299,
0.014508908614516258,
0.07842624932527542,
-0.003938778769224882,
-0.02852419577538967,
0.023324070498347282,
0.0018626039382070303,
-0.0058358279056847095,
0.009217440150678158,
0.06125665456056595,
0.01698308251798153,
-0.024799291044473648,
0.03876107931137085,
-0.014430868439376354,
0.05330066382884979,
-0.006393870804458857,
0.0248134545981884,
0.014866789802908897,
-0.0368473120033741,
0.04346676543354988,
0.02880786918103695,
-0.008119412697851658,
-0.04314170777797699,
-0.03015325218439102,
-0.05306367948651314,
0.018377812579274178,
0.014311203733086586,
0.019228385761380196,
-0.07285196334123611,
0.02781849354505539,
-0.04058871790766716,
-0.011947477236390114,
0.02048630453646183,
0.02777755632996559,
0.05127280205488205,
-0.02076517976820469,
0.003374716965481639,
0.028809616342186928,
-0.05135733261704445,
-0.017832014709711075,
0.015207495540380478,
0.005559774115681648,
0.018920890986919403,
-0.014042587950825691,
-0.02486039511859417,
0.011511459946632385,
0.00450185826048255,
-0.002167286118492484,
0.011930543929338455,
-0.00465350691229105,
-0.008303986862301826,
0.03515447676181793,
0.09011271595954895,
0.02415323443710804,
0.05165565013885498,
0.0207928866147995,
0.005939137190580368,
-0.041861746460199356,
-0.0068735843524336815,
0.021281100809574127,
0.06649743020534515,
0.003967363853007555,
-0.013023004867136478,
-0.03415574133396149,
-0.022751878947019577,
-0.07065713405609131,
-0.02084808051586151,
-0.043869659304618835,
-0.026889771223068237,
-0.027212360873818398,
0.018927719444036484,
-0.05986052751541138,
-0.02491903118789196,
-0.030043380334973335,
0.024845577776432037,
-0.017547674477100372,
0.05170861631631851,
0.05777411535382271,
0.01290473435074091,
-0.005095209926366806,
-0.020200215280056,
-0.0008158728014677763,
-0.03132176026701927,
-0.017523696646094322,
-0.011225189082324505,
-0.07784862071275711,
-0.000041995026549557224,
0.011016358621418476,
-0.006886032875627279,
-0.0148345697671175,
0.007968983612954617,
-0.004729746840894222,
-0.03722362592816353,
0.0381242074072361,
-0.06543555110692978,
-0.01761803589761257,
-0.01012296974658966,
-0.010669232346117496,
-0.037514571100473404,
0.022147512063384056,
-0.01248195394873619,
0.0144273666664958,
0.056496698409318924,
-0.013660429045557976,
0.05609464272856712,
0.0429939366877079,
0.036706265062093735,
0.006136341951787472,
-0.01626843959093094,
-0.005626463796943426,
0.03653106838464737,
0.029705708846449852,
-0.015355595387518406,
0.03181985393166542,
0.002310036914423108,
-0.023548223078250885,
0.044887032359838486,
0.020175304263830185,
0.02950081042945385,
0.00911987479776144,
-0.005384892225265503,
-0.042729612439870834,
-0.02294679544866085,
-0.10261153429746628,
0.029417913407087326,
-0.026440046727657318,
0.048542365431785583,
-0.04897984489798546,
0.015243349596858025,
0.020931165665388107,
0.057795628905296326,
0.021077129989862442,
0.03416574001312256,
0.013825064525008202,
0.06971722096204758,
0.0033844937570393085,
0.013109750114381313,
0.006000143475830555,
-0.022142596542835236,
-0.010332588106393814,
-0.018575945869088173,
-0.03184814751148224,
-0.05304884538054466,
-0.02979532815515995,
-0.007024026475846767,
0.021552426740527153,
0.0129189258441329,
0.03454163670539856,
-0.009208419360220432,
0.03566528484225273,
0.006613692734390497,
-0.010431877337396145,
-0.012508447282016277,
-0.024673307314515114,
0.05490921810269356,
0.06545578688383102,
-0.013857351616024971,
0.015206373296678066,
0.04793642461299896,
0.02653745375573635,
0.012480498291552067,
-0.04124881699681282,
-0.02786625549197197,
0.037570107728242874,
-0.002178318565711379,
0.016269221901893616,
-0.023809168487787247,
0.01706722378730774,
-0.0015495886327698827,
0.05576440691947937,
-0.03417328745126724,
0.03564497083425522,
-0.027734743431210518,
0.06191623955965042,
-0.055453110486269,
-0.03504755347967148,
-0.009903879836201668,
0.057597436010837555,
0.03594473749399185,
-0.01796271838247776,
0.013932785950601101,
0.06764014065265656,
-0.041106242686510086,
0.011068887077271938,
0.016212541610002518,
-0.04151410609483719,
-0.06569335609674454,
0.018997471779584885,
0.00880436971783638,
0.0008055605576373637,
-0.01021368894726038,
-0.0007776202983222902,
-0.025741713121533394,
0.018374236300587654,
0.032763220369815826,
-0.020251134410500526,
0.013271504081785679,
0.005035758018493652,
0.036340292543172836,
0.013914613053202629,
0.0777946189045906,
0.023502368479967117,
-0.034773942083120346,
0.03892415016889572,
-0.01503157801926136,
0.025809498503804207,
0.017578639090061188,
0.017176244407892227,
0.008287602104246616,
0.012394999153912067,
0.02285832352936268,
0.010379561223089695,
0.028138328343629837,
0.019825078547000885,
0.013333983719348907,
0.007032588589936495,
0.02432241104543209,
0.029580621048808098,
-0.007951571606099606,
0.04447260499000549,
-0.028162578120827675,
0.04351811856031418,
0.024235112592577934,
-0.01566993072628975,
-0.0006484304904006422,
0.022419923916459084,
0.08952892571687698,
0.033310528844594955,
-0.015388945117592812,
-0.008261737413704395,
0.04657458886504173,
-0.02086634561419487,
0.00018949370132759213,
-0.035932622849941254,
-0.006859751418232918,
-0.05155476927757263,
0.0004740626900456846,
0.00937211699783802,
-0.007268974091857672,
-0.040367115288972855,
-0.015446113422513008,
-0.07698182016611099,
0.031564418226480484,
0.024673890322446823,
0.061891090124845505,
-0.07822954654693604,
-0.06058375909924507,
0.007618382573127747,
-0.01646668277680874,
-0.0014969423646107316,
0.007703715469688177,
-0.005886535160243511,
0.04791086167097092,
0.039126891642808914,
0.014221863821148872,
-0.018028734251856804,
-0.07603011280298233,
-0.004756915383040905,
0.003931563347578049,
0.027098167687654495,
0.019165750592947006,
0.013191862031817436,
0.009660406969487667,
0.02940126694738865,
-0.014363519847393036,
0.03269762173295021,
-0.015521739609539509,
-0.07632941752672195,
-0.02007216587662697,
-0.00903974287211895,
-0.0000613392039667815,
-0.01337712537497282,
-0.04020417481660843,
-0.03495904803276062,
-0.007630499079823494,
-0.02940760925412178,
0.02086590975522995,
-0.01522221788764,
-0.01729648746550083,
0.04265657812356949,
0.015267408452928066,
0.003096030093729496,
0.0037267995066940784,
-0.04906275495886803,
0.054515473544597626,
0.004204662516713142,
-0.019975706934928894,
-0.023059379309415817,
0.014183906838297844,
-0.07097189873456955,
0.03925228863954544,
-0.03272650018334389,
-0.0267925001680851,
0.02706039883196354,
-0.05489053577184677,
-0.04845953732728958,
-0.006711701396852732,
-0.013450725004076958,
-0.005613725166767836,
0.05271236598491669,
0.009948541410267353,
0.0510018989443779,
-0.009638848714530468,
0.017957046627998352,
0.049996353685855865,
-0.017029983922839165,
-0.03047436848282814,
-0.02600190043449402,
0.0335196927189827,
0.1065564975142479,
0.013885722495615482,
-0.014655963517725468,
0.004310176707804203,
0.028398513793945312,
0.04124056547880173,
-0.01661420427262783,
-0.041955530643463135,
-0.016032107174396515,
0.029410045593976974,
0.03093544952571392,
0.010038631968200207,
0.1348107010126114,
-0.009925941936671734,
-0.006467763334512711,
-0.056695982813835144,
-0.005230305716395378,
0.05715394765138626,
-0.00037931278347969055,
-0.048558104783296585,
-0.03499578684568405,
-0.02540910243988037,
-0.00919418316334486,
0.011393195949494839,
0.028808604925870895,
0.005745061207562685,
0.04741232842206955,
0.0008282336057163775,
-0.025431975722312927,
-0.02715652622282505,
-0.044337980449199677,
-0.010457386262714863,
-0.030443646013736725,
0.09267143905162811,
-0.06192031875252724,
0.021332936361432076,
-0.0581815280020237,
-0.05450456961989403,
0.06140013784170151,
0.05409226939082146,
-0.03723577782511711,
-0.017740238457918167,
0.04015627130866051,
-0.015973441302776337,
0.045043546706438065,
-0.005378747824579477,
0.01541110035032034,
-0.029113102704286575,
0.03168507292866707,
-0.01924840733408928,
-0.017916254699230194,
-0.04085347056388855,
-0.029055625200271606,
-0.022845594212412834,
-0.013930545188486576,
-0.05647357180714607,
0.02680758200585842,
0.011281038634479046,
-0.004181168042123318,
0.011006525717675686,
0.020879581570625305,
-0.01236435491591692,
-0.004411676432937384,
-0.01719348318874836,
0.054733432829380035,
0.01954004541039467,
0.02854100801050663,
-0.024496031925082207,
-0.055765677243471146,
-0.03494052216410637,
0.029233179986476898,
-0.0257634948939085,
-0.009594792500138283,
0.06433704495429993,
0.023222481831908226,
-0.006529886741191149,
0.0620582215487957,
0.021274318918585777,
0.0731356218457222,
-0.03844677284359932,
-0.030425049364566803,
-0.007323610596358776,
-0.015008105896413326,
0.00012874699314124882,
0.0294888224452734,
-0.060942716896533966,
0.03458154574036598,
-0.04209882766008377,
-0.003830989822745323,
0.000627665314823389,
0.03845721110701561,
-0.06426601111888885,
0.032362207770347595,
0.0343187041580677,
0.031415171921253204,
-0.05169285088777542,
-0.01905665174126625,
-0.0256627406924963,
-0.006901534739881754,
0.007015299517661333,
0.029445810243487358,
0.0033010905608534813,
-0.028750253841280937,
-0.0035491290036588907,
0.001423952984623611,
0.0105760358273983,
-0.03501289710402489,
-0.07641616463661194,
0.04956180974841118,
-0.019736045971512794,
0.018221134319901466,
-0.0865352600812912,
-0.07447934150695801,
-0.010280699469149113,
-0.01393228117376566,
0.0029262227471917868,
-0.015910683199763298,
0.03572388365864754,
-0.008078825660049915,
0.004785373341292143,
-0.002935681026428938,
0.008678898215293884,
0.018227430060505867,
0.021346576511859894,
0.03601273149251938,
-0.056944478303194046,
0.005130078177899122,
0.032235052436590195,
-0.0503174290060997,
0.006405284628272057,
0.049066368490457535,
0.00462438864633441,
-0.024682756513357162,
0.05652431398630142,
-0.0018996410071849823,
0.03366205468773842,
0.05466481298208237,
0.014022065326571465,
-0.01574632339179516,
-0.009802260436117649,
-0.023311134427785873,
-0.04425966739654541,
0.02832651138305664,
0.05469944700598717,
0.03929600492119789,
0.034178413450717926,
-0.00101631844881922,
-0.016909491270780563,
-0.00045306430547498167,
-0.005395899061113596,
0.0653558075428009,
0.0689966231584549,
-0.032344311475753784,
0.014375774189829826,
-0.022385546937584877,
-0.015194385312497616,
-0.014672146178781986,
0.03304753825068474,
0.0375497043132782,
-0.0581374429166317,
0.014911276288330555,
0.032237134873867035,
0.05972538888454437,
-0.08562832325696945,
-0.06338810920715332,
0.1225244477391243,
0.01647360436618328,
0.024742966517806053,
0.02052772231400013,
-0.0261209886521101,
-0.0648413598537445,
0.04346151649951935,
-0.04991611838340759,
-0.020566945895552635,
0.04332651197910309,
0.01217696163803339,
0.015952952206134796,
-0.03526436910033226,
-0.05874253064393997,
-0.010366491973400116,
0.007584099192172289,
-0.000856824335642159,
-0.029644349589943886,
0.04131416231393814,
0.011355476453900337,
0.013576758094131947,
0.06304816901683807,
-0.022199252620339394,
0.060670945793390274,
0.06396909803152084,
-0.037119656801223755,
0.015375840477645397,
0.0023928747978061438,
0.04767359420657158,
-0.0720498263835907,
-0.03209655359387398,
0.03732055053114891,
-0.04330549016594887,
-0.030464433133602142,
0.003442811081185937,
0.0645357295870781,
0.03557608276605606,
-0.017147120088338852,
0.03760681673884392,
0.0028258301317691803,
0.04033340513706207,
-0.06598992645740509,
-0.04491375386714935,
-0.02220466360449791,
-0.019997498020529747,
-0.010174805298447609,
-0.06695063412189484,
-0.0105362543836236,
-0.03237788379192352,
-0.0037189889699220657,
-0.04853877052664757,
-0.06169266626238823,
-0.05117307975888252,
-0.0034764716401696205,
-0.026564717292785645,
0.039443302899599075,
-0.010410886257886887,
-0.019393883645534515,
0.03781881555914879,
-0.005735970102250576,
-0.00853877142071724,
-0.03119504079222679,
0.029850618913769722,
0.03703721985220909,
0.006229079328477383,
0.011851882562041283,
-0.0362074077129364,
0.05369817093014717,
-0.00948254857212305,
-0.010867568664252758,
0.0036466987803578377,
0.011984897777438164,
-0.040644995868206024,
0.010728977620601654,
0.004603301174938679,
-0.018606524914503098,
-0.016657238826155663,
0.03636906296014786,
0.01787838526070118,
0.04616859555244446,
0.05703206732869148,
0.02012711949646473,
0.02961409091949463,
-0.0060163382440805435,
-0.01115377526730299,
0.046243876218795776,
-0.0077420747838914394,
0.03823798522353172,
-0.037305425852537155,
0.04155173525214195,
-0.09524349123239517,
0.0652092695236206,
-0.005475649610161781,
0.06414178758859634,
-0.0012808556202799082,
-0.07074166089296341,
0.012895816005766392,
-0.04321928322315216,
-0.06470972299575806,
0.009245157241821289,
0.026961928233504295,
-0.08866720646619797,
0.007873875088989735,
0.010990925133228302,
0.011426527053117752,
0.1042700856924057,
-0.012428902089595795,
0.043035607784986496,
0.02050107903778553,
-0.07499338686466217,
-0.01539011113345623,
-0.05817987769842148,
-0.020790928974747658,
-0.019266441464424133,
0.013124709948897362,
0.06980407238006592,
-0.001959291286766529,
0.0002991953515447676,
0.0351717583835125,
0.16445431113243103,
-0.032769013196229935,
0.03330696374177933,
-0.028037184849381447,
-0.026848632842302322,
-0.06289605796337128,
-0.01219748891890049,
-0.015794701874256134,
0.03877038508653641,
-0.01058132853358984,
0.029826298356056213,
0.013275358825922012,
0.0031987919937819242,
0.006350751034915447,
-0.002661316189914942,
0.04403812065720558,
0.06161373853683472,
0.04778825491666794,
-0.04277286306023598,
0.0025834226980805397,
-0.06094643101096153,
-0.04036959633231163,
-0.09788493812084198,
0.0018576562870293856,
-0.03970210254192352,
0.002204418648034334,
0.019146770238876343,
-0.0013012979179620743,
-0.06493157148361206,
-0.03294920176267624,
-0.02012018859386444,
0.046964894980192184,
-0.04403451457619667,
-0.009486041963100433,
0.025475237518548965,
0.004937669727951288,
0.01996275596320629,
-0.037115368992090225,
-0.009237317368388176,
-0.04534875974059105,
-0.04003521800041199,
-0.05306411534547806,
-0.03103952668607235,
-0.026221413165330887,
-0.038850560784339905,
0.03239670395851135,
0.03156415745615959,
0.017344489693641663,
0.00738796079531312,
0.0030682790093123913,
-0.031589407473802567,
0.023888645693659782,
0.06534982472658157,
-0.005898199509829283,
-0.054436344653367996,
0.029331477358937263,
0.00928342342376709,
-0.01665976457297802,
-0.022395778447389603,
-0.014002137817442417,
-0.002119497861713171,
0.021683402359485626,
-0.020774714648723602,
0.030336221680045128,
-0.07849489897489548,
-0.0054369233548641205,
0.024253617972135544,
-0.04779623821377754,
0.03342235088348389,
-0.005692975129932165,
-0.026876673102378845,
-0.002820802852511406,
0.0477767139673233,
-0.003918957430869341,
-0.012855234555900097,
0.0033151190727949142,
0.017460491508245468,
0.0016441214829683304,
-0.07906778901815414,
-0.07320044189691544,
-0.0240841805934906,
-0.07425196468830109,
-0.019746139645576477,
0.03261454775929451,
-0.006638436112552881,
-0.032021891325712204,
0.03628946840763092,
-0.038866061717271805,
0.05323460325598717,
-0.018709400668740273,
-0.03386973962187767,
-0.01642412692308426,
-0.020869797095656395,
-0.009827965870499611,
0.05784428492188454,
-0.010172238573431969,
0.024614466354250908,
0.01559661328792572,
0.053853295743465424,
-0.00932348519563675,
-0.034180574119091034,
-0.054229460656642914,
-0.05045437440276146,
0.007616644725203514,
0.025352146476507187,
0.06252823024988174,
-0.023909147828817368,
-0.0031639263033866882,
0.053725533187389374,
0.007817435078322887,
-0.027253905311226845,
-0.04193645343184471,
0.04081020504236221,
-0.014407514594495296,
0.016805188730359077,
0.016023047268390656,
-0.01992010325193405,
-0.006997090298682451,
-0.014711961150169373,
0.00947646051645279,
-0.04943528026342392,
-0.03993573412299156,
-0.011846708133816719,
-0.0010884484509006143,
0.04134759679436684,
-0.0139034204185009,
-0.02681736648082733,
-0.024452172219753265,
-0.06783722341060638
] |
<p>I find that simple data analysis exercises can often help to illustrate and clarify statistical concepts. What data analysis exercises do you use to teach statistical concepts? </p>
|
g36548
|
[
0.05867491662502289,
0.000888803624548018,
0.005365125834941864,
-0.04625914618372917,
-0.025355270132422447,
-0.0080671152099967,
0.015849806368350983,
0.011463550850749016,
-0.0009242477244697511,
-0.03977205604314804,
-0.0009684097021818161,
-0.007030336651951075,
0.005254740361124277,
0.03095179796218872,
-0.034196119755506516,
0.012131363153457642,
-0.0139709347859025,
-0.02480514720082283,
0.016133489087224007,
0.10373012721538544,
-0.012080136686563492,
0.013529363088309765,
0.027516597881913185,
0.00008560690184822306,
-0.05634378269314766,
-0.03972921893000603,
-0.05847372114658356,
0.0431239977478981,
-0.0436474047601223,
0.011586969718337059,
0.02497221529483795,
-0.04565231874585152,
0.03649459406733513,
-0.030166473239660263,
-0.017756352201104164,
-0.0237312950193882,
0.004677070304751396,
0.007525607477873564,
0.02562401071190834,
-0.0076952725648880005,
-0.008932435885071754,
-0.029020285233855247,
0.023431146517395973,
0.009974475018680096,
-0.029034676030278206,
0.002941987244412303,
-0.02382252924144268,
-0.003052366431802511,
-0.004612702410668135,
-0.007941335439682007,
0.04218679293990135,
-0.020891282707452774,
0.08169081062078476,
0.06051382049918175,
0.017637288197875023,
0.018130971118807793,
0.0370989553630352,
-0.006910183932632208,
0.10914548486471176,
0.010926300659775734,
0.0493338480591774,
0.05466538667678833,
-0.04372096806764603,
-0.021079346537590027,
0.03469427302479744,
-0.0004201774427201599,
0.035498373210430145,
-0.03174532577395439,
0.017265798524022102,
-0.014864183962345123,
0.08002963662147522,
-0.036051638424396515,
0.059200551360845566,
-0.021985769271850586,
-0.04647160694003105,
-0.06499621272087097,
-0.017798319458961487,
0.03725677728652954,
-0.024347152560949326,
0.037251949310302734,
0.01251920685172081,
-0.02678651176393032,
0.03975043073296547,
-0.014516659080982208,
0.012023724615573883,
0.023547936230897903,
0.03676469624042511,
-0.02754579856991768,
-0.002917402656748891,
-0.018908709287643433,
0.03427531197667122,
0.08593578636646271,
0.07208530604839325,
0.05153970047831535,
0.026369579136371613,
-0.02761422097682953,
-0.008920217864215374,
-0.031027773395180702,
-0.021511591970920563,
-0.00039688899414613843,
-0.034952517598867416,
0.02603626437485218,
0.008219502866268158,
-0.02305131033062935,
-0.023106371983885765,
0.008061500266194344,
0.03954208642244339,
0.01615578681230545,
-0.03151724487543106,
-0.034197013825178146,
-0.048981599509716034,
0.030715271830558777,
-0.06068062782287598,
-0.003718082094565034,
-0.002325845882296562,
0.014294975437223911,
0.0620201900601387,
-0.03825234994292259,
0.004781447816640139,
-0.004974103532731533,
0.015139853581786156,
0.04895193129777908,
0.0031528309918940067,
0.02355109341442585,
0.009337554685771465,
-0.008917969651520252,
-0.03584837168455124,
0.022703520953655243,
-0.03675604239106178,
-0.053034838289022446,
0.01530403085052967,
0.001088435179553926,
-0.059715885668992996,
-0.0026020475197583437,
-0.0179666168987751,
0.016945363953709602,
-0.002464971272274852,
-0.010924947448074818,
0.027607882395386696,
-0.00004917839396512136,
-0.027462998405098915,
0.04803038388490677,
-0.01876385137438774,
-0.031217467039823532,
0.015814218670129776,
0.03437330573797226,
-0.04141823574900627,
-0.02062944322824478,
0.005787606816738844,
0.035447221249341965,
0.020582029595971107,
-0.027457289397716522,
0.019272388890385628,
-0.04787271469831467,
0.025023655965924263,
0.01204986497759819,
0.000011284428182989359,
0.07648273557424545,
-0.00960871297866106,
0.03460223600268364,
-0.008156552910804749,
-0.03626302257180214,
0.019442610442638397,
0.012538882903754711,
0.030297987163066864,
0.0013389240484684706,
-0.0038642084691673517,
0.00673271156847477,
0.03718447685241699,
-0.02139214798808098,
0.04150867462158203,
-0.046134911477565765,
-0.03633712977170944,
0.006671566981822252,
-0.04360571131110191,
-0.014629414305090904,
0.01891203224658966,
-0.030048150569200516,
0.014150676317512989,
0.008234204724431038,
0.020698359236121178,
0.06347109377384186,
0.03189581632614136,
-0.06863997131586075,
0.014522754587233067,
-0.04373259097337723,
0.022644255310297012,
-0.0008370985160581768,
-0.08141534775495529,
0.004829529207199812,
-0.0532989539206028,
0.007014591712504625,
0.021924985572695732,
0.04034656286239624,
0.0000905359338503331,
-0.051291562616825104,
0.011109407059848309,
-0.02016541175544262,
-0.03877644240856171,
-0.017787858843803406,
0.009522391483187675,
-0.03877880424261093,
-0.03349664434790611,
0.05504237860441208,
-0.0014855050249025226,
0.003746439004316926,
-0.02518954500555992,
-0.00941224955022335,
-0.00972701609134674,
0.00031250802567228675,
0.023547524586319923,
-0.0055253878235816956,
0.013745439238846302,
0.005181586369872093,
-0.0218648798763752,
0.03067116253077984,
-0.026255277916789055,
-0.0585474856197834,
-0.01577824354171753,
0.0023909013252705336,
-0.002977451542392373,
-0.019221343100070953,
-0.03728117048740387,
-0.006719646975398064,
0.005497449543327093,
0.06936328858137131,
-0.010511467233300209,
-0.022423816844820976,
-0.04805373027920723,
-0.0022652277257293463,
-0.05572505667805672,
0.017391808331012726,
0.022990480065345764,
-0.009494440630078316,
-0.00701088597998023,
-0.024685248732566833,
-0.010208014398813248,
0.01788141578435898,
0.01310285460203886,
0.030016401782631874,
-0.009394536726176739,
-0.02828327752649784,
0.030309347435832024,
0.029621517285704613,
0.04482853412628174,
0.03631885349750519,
0.017994098365306854,
-0.03490364924073219,
0.06579232215881348,
0.0036915147211402655,
-0.04783640429377556,
0.03900698944926262,
0.04868878051638603,
-0.006996005307883024,
0.03192492201924324,
-0.06197351589798927,
-0.031056301668286324,
0.0023095097858458757,
-0.012440448626875877,
0.004344949033111334,
0.03423260897397995,
0.025923902168869972,
-0.06155553460121155,
0.03031514585018158,
-0.00618503475561738,
-0.06971466541290283,
-0.014548370614647865,
-0.016123848035931587,
-0.060172710567712784,
-0.010538583621382713,
0.011443535797297955,
-0.024335196241736412,
0.007201955188065767,
-0.0009590279078111053,
0.0031174635514616966,
0.0023928710725158453,
0.029720667749643326,
-0.002001057844609022,
0.05665147304534912,
-0.012397496961057186,
0.02010626532137394,
-0.00599902356043458,
-0.001276409369893372,
0.06823136657476425,
0.0475747287273407,
0.003279788186773658,
0.006140351295471191,
-0.04457749053835869,
0.02544068917632103,
-0.02202226221561432,
-0.006703617982566357,
-0.01114259846508503,
0.01571829430758953,
-0.02896236814558506,
-0.037967499345541,
-0.04874444752931595,
0.005870556924492121,
0.006835063453763723,
0.04028358682990074,
-0.0625673308968544,
-0.018634717911481857,
0.037648916244506836,
0.06645706295967102,
0.017992684617638588,
0.017712228000164032,
0.03116687387228012,
0.012793874368071556,
-0.050437089055776596,
-0.004199999384582043,
0.009829803369939327,
-0.015157006680965424,
-0.025221509858965874,
-0.03684685379266739,
0.007289448287338018,
-0.08177551627159119,
0.0317021943628788,
0.007861832156777382,
-0.0024716025218367577,
0.00037172064185142517,
-0.02760586515069008,
0.042277608066797256,
-0.06521859019994736,
0.04433953016996384,
-0.03266434744000435,
-0.004414782859385014,
0.03908606618642807,
0.023738592863082886,
0.009660140611231327,
-0.08338463306427002,
-0.020224668085575104,
0.0306528452783823,
-0.041569679975509644,
-0.02449416182935238,
0.009923369623720646,
-0.04519757628440857,
-0.03378564491868019,
0.01324054691940546,
-0.09218912571668625,
-0.03444840759038925,
0.023472923785448074,
-0.004328099079430103,
-0.024385400116443634,
-0.007155854720622301,
-0.05506537854671478,
-0.054486069828271866,
-0.002558724954724312,
0.07536877691745758,
-0.0033900728449225426,
0.053705763071775436,
-0.018267473205924034,
0.04861704632639885,
0.04737307131290436,
0.040941473096609116,
-0.09547583758831024,
-0.04240264743566513,
-0.021206732839345932,
0.0028582478407770395,
0.008235840126872063,
-0.0019092897418886423,
-0.027471067383885384,
0.043849680572748184,
0.06165555119514465,
-0.05042623355984688,
0.021067345514893532,
0.003997251857072115,
-0.00954832136631012,
-0.00498598488047719,
0.07326789200305939,
0.10402173548936844,
0.009723651222884655,
-0.012220530770719051,
0.05541795864701271,
0.036370400339365005,
0.004061751998960972,
-0.05722884088754654,
-0.0196328554302454,
0.012374768033623695,
0.05063846334815025,
-0.006567571312189102,
0.07299438863992691,
0.04326106607913971,
0.02623024582862854,
0.046578943729400635,
-0.034199055284261703,
-0.012323044240474701,
-0.04064546152949333,
0.023760685697197914,
0.08522792160511017,
0.021267902106046677,
-0.023019937798380852,
0.030724696815013885,
-0.06336160004138947,
-0.03545808792114258,
-0.01978522725403309,
0.004165674094110727,
-0.10278733819723129,
-0.0069377124309539795,
0.030248630791902542,
-0.02825789712369442,
0.05979083478450775,
-0.076085664331913,
-0.009807003661990166,
0.05360224097967148,
-0.013854388147592545,
-0.04544921591877937,
0.03883518651127815,
0.03917549550533295,
-0.0352918915450573,
-0.0039174556732177734,
-0.0034138981718569994,
0.0056001474149525166,
0.03987886756658554,
0.05975491553544998,
-0.01588619127869606,
-0.06883777678012848,
0.01280033029615879,
0.03727920725941658,
-0.01046673208475113,
-0.008686616085469723,
0.06832457333803177,
-0.06180186569690704,
0.020041342824697495,
-0.04556707665324211,
0.011644811369478703,
-0.022803526371717453,
0.05463830754160881,
0.08526221662759781,
0.06061214208602905,
-0.015688935294747353,
-0.029281044378876686,
-0.030720790848135948,
-0.04826817661523819,
0.01446923054754734,
-0.01208763662725687,
-0.0017900505336001515,
-0.04280897229909897,
-0.018077682703733444,
0.08331366628408432,
-0.036059584468603134,
-0.017347345128655434,
-0.0025596043560653925,
0.01359211653470993,
0.02778465487062931,
0.0008415889460593462,
-0.039267148822546005,
0.0438617505133152,
0.0005384652758948505,
-0.012891537509858608,
0.01759893074631691,
0.0250356737524271,
-0.007447308860719204,
0.04435650259256363,
0.008980854414403439,
0.014003163203597069,
-0.012816532514989376,
-0.023413676768541336,
0.016699062660336494,
0.005015970207750797,
0.0009253150201402605,
0.06075562536716461,
0.019632767885923386,
-0.03720715641975403,
0.013665509410202503,
-0.07061217725276947,
-0.056060221046209335,
-0.04032999277114868,
-0.0028781190048903227,
-0.0457058921456337,
0.04923282563686371,
-0.03170155733823776,
-0.08979295194149017,
-0.008473126217722893,
0.025886451825499535,
-0.03060685098171234,
0.016240164637565613,
0.013539413921535015,
-0.0003324091958347708,
0.022249704226851463,
-0.0011887726141139865,
0.06342795491218567,
0.03983040153980255,
-0.08672337234020233,
0.009931459091603756,
-0.0015957310097292066,
-0.01671488583087921,
-0.0213919710367918,
0.01966251991689205,
-0.009642453864216805,
0.015239778906106949,
-0.02924157679080963,
-0.026626577600836754,
-0.049516964703798294,
0.057098038494586945,
0.024460885673761368,
-0.07069864869117737,
0.01165956910699606,
0.051288314163684845,
0.016196493059396744,
-0.006190287880599499,
-0.021574024111032486,
0.03199049457907677,
0.0327417366206646,
-0.009540433995425701,
0.0026451225858181715,
0.03231743723154068,
-0.03265588358044624,
0.027326146140694618,
-0.009760149754583836,
0.008495301939547062,
0.0691479817032814,
0.05989972501993179,
0.05407215282320976,
0.039980366826057434,
0.04001353681087494,
0.01058241631835699,
0.033368878066539764,
-0.02466779761016369,
0.03486252948641777,
0.01906396634876728,
0.03204395994544029,
-0.008437253534793854,
-0.014005404897034168,
0.012531747110188007,
0.0033945899922400713,
0.0339314341545105,
-0.032612163573503494,
-0.034677114337682724,
-0.013714250177145004,
0.00257337698712945,
-0.038687217980623245,
0.028094438835978508,
0.053175583481788635,
0.02041633240878582,
-0.07235443592071533,
-0.04133296012878418,
-0.01973285712301731,
-0.013018363155424595,
-0.04230353608727455,
0.005826103035360575,
0.0729556754231453,
0.0018850365886464715,
0.06146808713674545,
0.005823803134262562,
0.024392321705818176,
-0.02475428581237793,
-0.021023649722337723,
0.006975087802857161,
-0.03476240113377571,
0.01042069960385561,
-0.016610749065876007,
0.010102182626724243,
0.005223751533776522,
-0.017117401584982872,
-0.06517282873392105,
0.002434623194858432,
0.007895893417298794,
0.04677678272128105,
-0.037087492644786835,
-0.01446530967950821,
-0.02025352045893669,
-0.08290180563926697,
0.05862314626574516,
0.02971874549984932,
0.06944296509027481,
0.015467794612050056,
-0.03416135162115097,
-0.03441610187292099,
-0.03888360783457756,
-0.03150191530585289,
0.006567030679434538,
-0.03205914422869682,
-0.01047672238200903,
0.03179039806127548,
-0.03690497949719429,
0.02581847831606865,
0.01164534967392683,
0.08473511040210724,
0.04409138858318329,
-0.03269670531153679,
-0.019811931997537613,
0.01118976529687643,
0.008256668224930763,
0.013503615744411945,
-0.02832155115902424,
-0.08822564780712128,
0.03307672590017319,
-0.04677268862724304,
0.017178263515233994,
-0.030912501737475395,
-0.03604704886674881,
0.0027134944684803486,
0.020737681537866592,
0.026989905163645744,
-0.03442101553082466,
0.06967505812644958,
-0.06763336807489395,
0.04024302214384079,
0.08343160152435303,
0.025887969881296158,
-0.06696581095457077,
-0.04417018964886665,
0.03849685192108154,
0.016551315784454346,
-0.006249358877539635,
-0.035512350499629974,
0.05180530622601509,
0.020254051312804222,
0.026947248727083206,
-0.02720390073955059,
-0.036133214831352234,
-0.04669364541769028,
0.0049028643406927586,
0.05258874595165253,
0.06232209503650665,
-0.02180158905684948,
0.003914536442607641,
0.0050092157907783985,
-0.014840180985629559,
0.05702090635895729,
-0.006522979587316513,
0.030782511457800865,
-0.06491129845380783,
0.0033950551878660917,
-0.028653036803007126,
-0.0525626540184021,
0.050719939172267914,
-0.015467056073248386,
0.027468113228678703,
0.036138370633125305,
-0.1066274419426918,
0.01251431554555893,
-0.037538401782512665,
-0.01364841964095831,
0.028042646124958992,
-0.08322227746248245,
0.035505130887031555,
0.028125597164034843,
0.04509129375219345,
-0.0012583667412400246,
0.008389950729906559,
-0.0740915983915329,
0.02105015330016613,
-0.03300173208117485,
-0.01997588761150837,
0.021716348826885223,
0.01353418454527855,
0.006780033465474844,
0.002426689490675926,
-0.05095166712999344,
-0.004507643170654774,
0.06187228858470917,
0.007019494194537401,
-0.018607549369335175,
-0.04875561594963074,
-0.002433290472254157,
0.029089223593473434,
0.022729212418198586,
-0.028231283649802208,
0.07093968242406845,
-0.05589091032743454,
0.023201851174235344,
0.035212401300668716,
-0.010091753676533699,
-0.06700754910707474,
-0.01927901804447174,
0.03112148307263851,
0.01595795899629593,
0.0564550943672657,
-0.032737743109464645,
0.026815278455615044,
0.04843959957361221,
0.028854766860604286,
-0.00731487013399601,
0.018110983073711395,
0.031150873750448227,
0.009522113017737865,
0.0400407575070858,
0.0180160291492939,
-0.033786311745643616,
-0.006119632162153721,
-0.04010472819209099,
0.033749692142009735,
0.01301587838679552,
-0.019738657400012016,
-0.013659896329045296,
0.017764726653695107,
0.009892615489661694,
-0.0009775697253644466,
-0.01819104515016079,
0.00004530869409791194,
-0.001966533251106739,
-0.01161507610231638,
0.008835319429636002,
-0.01218293234705925,
0.0028186922427266836,
-0.0469774566590786,
0.03769633546471596,
-0.02218887396156788,
0.0017912703333422542,
-0.021199675276875496,
-0.0791805163025856,
-0.06659115850925446,
-0.024459704756736755,
-0.038417309522628784,
0.037835463881492615,
-0.003717441577464342,
-0.006588841322809458,
-0.045576054602861404,
-0.028510333970189095,
-0.07735717296600342,
0.010096190497279167,
0.008894792757928371,
0.05463724583387375,
-0.0024518752470612526,
-0.04477347806096077,
0.01465070154517889,
-0.015751831233501434,
-0.05192865431308746,
-0.007757202722132206,
-0.003503733081743121,
-0.015600294806063175,
-0.04479651898145676,
0.03749954327940941,
0.05084925517439842,
-0.008524213917553425,
-0.06302013993263245,
-0.026142878457903862,
0.028682809323072433,
0.024055689573287964,
0.023549141362309456,
-0.032886847853660583,
0.04173417389392853,
0.026026571169495583,
-0.003315651323646307,
-0.049590207636356354,
0.045822158455848694,
0.07008729875087738,
0.011225719004869461,
-0.005323112942278385,
0.047892823815345764,
0.016542604193091393,
0.07066235691308975,
0.011317280121147633,
-0.012510369531810284,
-0.002113887807354331,
-0.06782126426696777,
-0.012441534548997879,
0.037758007645606995,
0.04146886244416237,
-0.044874440878629684,
-0.09456082433462143,
0.022515468299388885,
-0.0366649329662323,
0.03395028039813042,
-0.055354855954647064,
0.025335852056741714,
-0.02219966985285282,
-0.007974931038916111,
0.0672699436545372,
-0.0235957782715559,
0.011255533434450626,
-0.0070695518516004086,
0.0004919292987324297,
-0.035529326647520065,
-0.01996050961315632,
-0.06271336227655411,
-0.0324593111872673,
0.020638160407543182
] |
<p>I have a set of observations, independent of time. I am wondering whether I should run any autocorrelation tests? It seems to me that it makes no sense, since there's no time component in my data. However, I actually tried serial correlation LM test, and it indicates strong autocorrelation of residuals. Does it make any sense? What I'm thinking is that I can actually rearrange observations in my dataset in any possible order, and this would change the autocorrelation in residuals. So the question is - should I care at all about autocorrelation in this case? And should I use Newey-West to adjust SE for it in case test indicates so? Thanks!</p>
|
g73958
|
[
0.015880536288022995,
-0.047089047729969025,
0.007346997503191233,
-0.036395102739334106,
-0.07823298126459122,
-0.0133970333263278,
0.03817271068692207,
-0.016217462718486786,
0.0012786178849637508,
-0.019376859068870544,
0.06583745032548904,
0.041075363755226135,
0.015810953453183174,
-0.010846659541130066,
-0.0941670760512352,
-0.023392565548419952,
0.0548391155898571,
-0.015986448153853416,
-0.014375897124409676,
0.021561361849308014,
0.059985581785440445,
-0.0017578500555828214,
0.022866955026984215,
-0.0056654056534171104,
0.02329321950674057,
-0.018035942688584328,
0.01064263191074133,
0.04194193333387375,
-0.04045560956001282,
-0.024262921884655952,
0.15260416269302368,
0.01382419839501381,
0.0194085706025362,
-0.042833488434553146,
-0.023632017895579338,
-0.04270437732338905,
0.018510861322283745,
0.028820859268307686,
-0.00855814479291439,
0.06776850670576096,
-0.0034658510703593493,
-0.0009027958731167018,
0.04338589310646057,
0.03690347447991371,
0.03462112694978714,
0.0507185198366642,
-0.04016023501753807,
-0.02081339620053768,
0.028814561665058136,
-0.023209111765027046,
0.0014093787176534534,
0.02306128665804863,
0.05047151446342468,
0.018964195623993874,
0.0412944070994854,
0.020897071808576584,
0.04415993392467499,
0.09097742289304733,
0.018301349133253098,
0.004183205775916576,
0.019215930253267288,
-0.02478187158703804,
-0.0017707300139591098,
-0.02824447862803936,
0.028423761948943138,
0.019465195015072823,
0.008183487690985203,
-0.0336453951895237,
0.0031381689477711916,
-0.02723579853773117,
-0.014196323230862617,
-0.04168758913874626,
-0.014220811426639557,
0.002317196922376752,
-0.045581698417663574,
-0.014013729989528656,
-0.035437941551208496,
-0.06127810478210449,
-0.02461039088666439,
-0.009139280766248703,
-0.055448975414037704,
-0.01724953018128872,
-0.007609352469444275,
0.04007125645875931,
0.02550981193780899,
-0.06965925544500351,
0.01606818288564682,
-0.00965170655399561,
0.013032007962465286,
0.0485338419675827,
0.02134251967072487,
-0.003962398506700993,
0.054983898997306824,
0.04540025070309639,
0.017675766721367836,
-0.009213951416313648,
-0.06910055130720139,
0.08604759722948074,
-0.021948445588350296,
0.026844503358006477,
-0.07511468976736069,
0.07121530175209045,
0.041856762021780014,
0.005167823284864426,
-0.08562474697828293,
-0.03625882789492607,
-0.0016522506484761834,
0.04169486463069916,
-0.011826388537883759,
-0.030689187347888947,
-0.014785809442400932,
0.01651650294661522,
0.010415489785373211,
0.02462335117161274,
-0.013923591002821922,
-0.019324034452438354,
0.04091130569577217,
-0.01787772960960865,
-0.01876116916537285,
-0.024823863059282303,
0.03711738809943199,
0.04494835063815117,
-0.01784234680235386,
0.05220431089401245,
-0.014763290993869305,
-0.03108709305524826,
0.01677972637116909,
0.0434839241206646,
0.008966760709881783,
-0.013952037319540977,
0.011043253354728222,
0.0020579888951033354,
-0.010601437650620937,
0.05550822615623474,
-0.003362608840689063,
-0.04426894336938858,
0.023855917155742645,
-0.015896424651145935,
0.005895602982491255,
0.03594168648123741,
-0.024579325690865517,
-0.009290914982557297,
0.009759552776813507,
-0.005853584967553616,
-0.023194441571831703,
-0.006041881162673235,
0.058919649571180344,
-0.03499060869216919,
-0.030262310057878494,
0.022145982831716537,
0.027374129742383957,
-0.048566244542598724,
-0.05293980613350868,
-0.02204936183989048,
-0.014826220460236073,
0.018326787278056145,
-0.061204440891742706,
-0.09961090236902237,
0.02884051948785782,
-0.00165602657943964,
-0.013298687525093555,
-0.0689844936132431,
0.06783759593963623,
0.022940848022699356,
-0.0021293670870363712,
0.000320921913953498,
-0.0005053151398897171,
0.005876002833247185,
0.006535712629556656,
-0.06579950451850891,
-0.031159687787294388,
-0.0070268833078444,
-0.005963378120213747,
-0.006761865224689245,
0.04886893928050995,
0.012086836621165276,
0.029342463240027428,
0.0155212776735425,
0.07031526416540146,
0.03943384438753128,
0.006219071801751852,
0.017888560891151428,
-0.022851644083857536,
-0.01809655874967575,
-0.005501892417669296,
-0.05118704214692116,
-0.03356548398733139,
-0.011511043645441532,
-0.07514140754938126,
-0.006991353817284107,
0.06276091188192368,
-0.04078159108757973,
-0.061068255454301834,
0.02132968232035637,
-0.053492337465286255,
-0.011514581739902496,
-0.07509976625442505,
0.010611589066684246,
-0.04397039860486984,
-0.024132078513503075,
0.017519593238830566,
0.0071805259212851524,
0.0035794528666883707,
0.042391810566186905,
-0.018177103251218796,
-0.027604350820183754,
0.007699061185121536,
-0.03941953554749489,
-0.06292875111103058,
0.01605622097849846,
0.03824475407600403,
0.04255679249763489,
-0.02347487583756447,
0.020316261798143387,
-0.012834394350647926,
-0.020202279090881348,
-0.007508572190999985,
0.015585090965032578,
0.04424009099602699,
0.05817916616797447,
-0.03828798606991768,
-0.0132900420576334,
0.025761159136891365,
-0.054688550531864166,
-0.002690474269911647,
0.017107361927628517,
0.03496804088354111,
0.018498824909329414,
0.011458092369139194,
-0.01580921746790409,
0.0027894978411495686,
-0.0032908336725085974,
0.03146335855126381,
-0.021908707916736603,
0.05171200633049011,
0.02986755408346653,
-0.012937094084918499,
-0.012331460602581501,
0.011924770660698414,
0.10273006558418274,
-0.02655600570142269,
-0.02005772665143013,
0.02156933583319187,
-0.02330484800040722,
0.07803716510534286,
-0.0002399202494416386,
0.06395912170410156,
0.015544223599135876,
-0.026355905458331108,
-0.017496293410658836,
-0.015073717571794987,
0.0353621244430542,
-0.0708116814494133,
-0.01524240244179964,
0.012108754366636276,
-0.018202701583504677,
0.025123372673988342,
0.05710573121905327,
0.001857828232459724,
-0.01958448253571987,
-0.0016745547764003277,
-0.023087602108716965,
-0.027689097449183464,
-0.012087047100067139,
0.009548043832182884,
-0.027389058843255043,
0.012316029518842697,
-0.01007363572716713,
0.009055113419890404,
-0.03328908979892731,
0.0035639689303934574,
0.01332404837012291,
0.09380117058753967,
0.08365330100059509,
-0.00851540919393301,
0.05500134080648422,
-0.02022227644920349,
0.023210151121020317,
0.053868841379880905,
-0.00022465708025265485,
0.06784258782863617,
-0.05481744185090065,
-0.017795909196138382,
-0.011640924029052258,
0.07091225683689117,
0.014450223185122013,
0.036456398665905,
-0.03533260524272919,
-0.005884864367544651,
0.0328422412276268,
0.024426065385341644,
0.021493276581168175,
-0.03336246684193611,
0.062311623245477676,
0.003349428065121174,
-0.03991718962788582,
0.04864349588751793,
-0.0797131136059761,
0.00911132525652647,
0.02425561659038067,
-0.03435395658016205,
0.013911890797317028,
-0.03372529149055481,
-0.0081951217725873,
0.06398150324821472,
-0.029140956699848175,
-0.05543554574251175,
-0.02077416703104973,
-0.01213911920785904,
-0.030357105657458305,
0.02000749111175537,
0.023272991180419922,
-0.07021640986204147,
-0.005570435430854559,
0.01166782807558775,
-0.029280293732881546,
0.031184883788228035,
0.008284452371299267,
-0.03756943717598915,
-0.038407035171985626,
0.03653500974178314,
-0.012281795963644981,
0.010945704765617847,
-0.054376665502786636,
-0.00017759502225089818,
-0.0136861652135849,
0.009191685356199741,
0.03717603534460068,
-0.05931331217288971,
0.021979844197630882,
0.028970804065465927,
0.06270339339971542,
0.03881370648741722,
-0.035850342363119125,
-0.06532031297683716,
-0.025188785046339035,
0.006221899762749672,
-0.02221822366118431,
-0.012330049648880959,
0.02007480338215828,
-0.0162741057574749,
0.020266201347112656,
-0.043138839304447174,
0.04020066559314728,
0.015637224540114403,
0.03687816858291626,
0.046671465039253235,
-0.020809385925531387,
-0.03739854320883751,
-0.01543043926358223,
-0.005103308241814375,
-0.06464257091283798,
0.011323176324367523,
0.006951724644750357,
0.0002663342165760696,
0.009617207571864128,
-0.0289560928940773,
-0.011709243059158325,
0.04817857965826988,
-0.018323583528399467,
0.011854714713990688,
-0.01137937419116497,
0.02619257941842079,
0.006642742082476616,
0.016561871394515038,
0.01456722617149353,
-0.04443657770752907,
0.0737583339214325,
0.09584197402000427,
-0.014828357845544815,
0.043626390397548676,
0.01568622700870037,
-0.004653224255889654,
-0.012953423894941807,
-0.03900465741753578,
0.01581311598420143,
0.05974529683589935,
0.05283253639936447,
-0.019955817610025406,
0.04091503843665123,
0.014004949480295181,
0.011823372915387154,
-0.06020871922373772,
0.03342922776937485,
-0.00003305820428067818,
-0.015620972029864788,
-0.016172286123037338,
-0.03711977228522301,
-0.01808113604784012,
-0.004941137507557869,
0.020122988149523735,
0.02383696660399437,
-0.026562687009572983,
0.0319366417825222,
0.023640254512429237,
-0.050332821905612946,
-0.007338095922023058,
0.06547334790229797,
0.02069881185889244,
-0.011381497606635094,
-0.049985192716121674,
0.017650356516242027,
-0.04930129647254944,
0.036039434373378754,
-0.0664275512099266,
-0.040130749344825745,
-0.07634204626083374,
-0.014658328145742416,
-0.04952568560838699,
-0.04507593438029289,
-0.039900586009025574,
0.04204271733760834,
-0.000800127221737057,
-0.05048048496246338,
-0.014287366531789303,
-0.054048895835876465,
0.007697662804275751,
-0.013448932208120823,
-0.04621603339910507,
0.013953845016658306,
-0.005242150742560625,
0.04554526135325432,
0.048791565001010895,
-0.028203744441270828,
-0.025319818407297134,
-0.025347117334604263,
0.005127487238496542,
-0.01189021859318018,
-0.037888433784246445,
-0.013907134532928467,
-0.0023830265272408724,
0.007964685559272766,
0.04158523678779602,
0.014204627834260464,
0.009161069989204407,
0.06528822332620621,
0.029566988348960876,
0.0962127149105072,
0.026405757293105125,
-0.061329443007707596,
0.023034900426864624,
-0.03870723769068718,
0.051981955766677856,
0.01362650841474533,
-0.01623174175620079,
0.057683978229761124,
-0.04608527943491936,
-0.016904737800359726,
0.044373467564582825,
0.0017337328754365444,
-0.03090054541826248,
0.05993642657995224,
0.03248754143714905,
-0.02830948494374752,
0.0190464798361063,
-0.03285238519310951,
0.058449167758226395,
0.03981534764170647,
-0.02974269911646843,
0.0028912476263940334,
-0.01455986499786377,
0.007786376401782036,
-0.01740683801472187,
-0.01071175280958414,
0.02660766802728176,
0.004048030823469162,
-0.03360531106591225,
-0.016057772561907768,
-0.024230031296610832,
-0.02732839621603489,
0.021582957357168198,
-0.04358921945095062,
0.022283567115664482,
-0.040538862347602844,
-0.004843821283429861,
0.01866092160344124,
-0.0008563936571590602,
-0.01242097094655037,
-0.012384667992591858,
0.019596805796027184,
0.0026697556022554636,
-0.02852141484618187,
0.023243991658091545,
-0.06473451107740402,
0.008772865869104862,
-0.04305683448910713,
-0.04130636155605316,
-0.07356619834899902,
0.04522838816046715,
-0.02566366270184517,
-0.000050658265536185354,
-0.031432121992111206,
0.05899772420525551,
0.02798338234424591,
-0.030761411413550377,
-0.04800856113433838,
0.02752431109547615,
-0.0031186656560748816,
-0.031726185232400894,
-0.0286732017993927,
-0.006582769565284252,
0.09526333957910538,
0.0067116813734173775,
0.009558506309986115,
-0.005045830272138119,
0.031080227345228195,
0.00902638304978609,
-0.016683217138051987,
-0.025049418210983276,
0.009332217276096344,
-0.02211024798452854,
0.03202440217137337,
0.014942116104066372,
0.052199333906173706,
-0.06459719687700272,
0.017505932599306107,
0.02521422691643238,
0.018911458551883698,
-0.02362886257469654,
-0.06547871977090836,
0.018801165744662285,
0.039935387670993805,
0.04215751588344574,
0.007547989021986723,
-0.0383763425052166,
-0.028289301320910454,
-0.04415549337863922,
0.01836281269788742,
-0.025855928659439087,
-0.009398492984473705,
-0.02790563926100731,
-0.023773081600666046,
0.025395052507519722,
-0.0021122244652360678,
0.017340950667858124,
-0.004736914299428463,
-0.06468095630407333,
0.04538465663790703,
0.008666840381920338,
0.006435470189899206,
-0.0574517659842968,
0.009033405221998692,
0.011207722127437592,
-0.032839804887771606,
-0.04788750782608986,
-0.027386775240302086,
-0.01908605545759201,
-0.04234389588236809,
0.053659647703170776,
-0.012691270560026169,
-0.008308498188853264,
0.025816364213824272,
-0.04019162431359291,
0.0023407943081110716,
0.0021185034420341253,
-0.02213456854224205,
0.020934902131557465,
-0.004609811119735241,
-0.006067382637411356,
-0.0023076063953340054,
0.02263529784977436,
0.017487242817878723,
0.0446297712624073,
0.07544518262147903,
-0.0362895168364048,
-0.030391190201044083,
-0.02869092859327793,
0.004818950314074755,
-0.014604877680540085,
0.02270362712442875,
0.05315890908241272,
-0.055640481412410736,
-0.010935003869235516,
0.02028185874223709,
-0.04682042822241783,
-0.027759339660406113,
-0.019248390570282936,
0.03146747499704361,
0.02243294194340706,
-0.026818329468369484,
0.011463542468845844,
-0.058104898780584335,
0.0375606045126915,
-0.003610634943470359,
0.011250723153352737,
0.019057007506489754,
0.017771856859326363,
-0.0025402498431503773,
-0.010535606183111668,
-0.012637578882277012,
-0.057329002767801285,
-0.0036318497732281685,
0.008053826168179512,
0.03470833599567413,
0.016108335927128792,
-0.0013425152283161879,
0.025806739926338196,
0.05355283245444298,
0.020482072606682777,
-0.019756421446800232,
0.003130250610411167,
-0.029473857954144478,
0.10934784263372421,
-0.024214018136262894,
-0.01963774487376213,
-0.002856598934158683,
0.010208168998360634,
0.05196768790483475,
0.02805689536035061,
0.016251644119620323,
-0.006266084033995867,
-0.02420691028237343,
0.05889575555920601,
0.07941853255033493,
0.003084721975028515,
-0.019046742469072342,
-0.03425934165716171,
-0.03346160799264908,
-0.06501591950654984,
0.035301268100738525,
0.05545009300112724,
0.04821336641907692,
-0.03174972906708717,
0.005558973178267479,
-0.016218891367316246,
0.05751727521419525,
-0.04099944978952408,
0.004393879324197769,
0.017052996903657913,
-0.007921711541712284,
-0.05193373188376427,
0.016061756759881973,
-0.051513269543647766,
-0.06157415360212326,
-0.03747545927762985,
0.05765080079436302,
-0.03489546850323677,
0.05579177290201187,
0.04365839064121246,
0.025796886533498764,
0.01853780262172222,
0.04211478307843208,
-0.04344193637371063,
-0.02548026479780674,
0.0014828052371740341,
-0.03974305838346481,
0.04740895330905914,
0.051266368478536606,
0.00018940962036140263,
0.02271026372909546,
0.021015532314777374,
0.04123185575008392,
-0.04010867699980736,
-0.054359521716833115,
0.05388430133461952,
-0.000008389280083065387,
0.002771468134596944,
0.010362911969423294,
0.04153047874569893,
0.05344519019126892,
-0.07280834764242172,
-0.02905941568315029,
-0.11380477994680405,
-0.020920293405652046,
0.013186400756239891,
0.07803303748369217,
-0.028509927913546562,
-0.041675858199596405,
0.01434781402349472,
-0.029137859120965004,
0.003862591227516532,
-0.040835827589035034,
0.011546828784048557,
-0.035676706582307816,
0.03808005899190903,
0.04145031422376633,
0.004501656163483858,
-0.014817592687904835,
-0.04520223289728165,
0.05722023919224739,
-0.018074441701173782,
-0.030049577355384827,
0.0441071018576622,
0.02058541774749756,
-0.06589353829622269,
0.09034843742847443,
-0.047893840819597244,
-0.015527535229921341,
0.033281225711107254,
-0.06702568382024765,
-0.046670325100421906,
0.013652469962835312,
-0.03407478705048561,
0.004950327333062887,
-0.01007902156561613,
-0.012584404088556767,
0.019448217004537582,
-0.02991069294512272,
-0.03868979960680008,
0.01723780296742916,
0.04011477530002594,
0.05863892659544945,
-0.05685129761695862,
0.01322133932262659,
0.02420143224298954,
-0.019419336691498756,
0.00055654626339674,
-0.045522499829530716,
0.016354992985725403,
0.015000390820205212,
-0.03963858634233475,
0.04267291724681854,
0.05177420750260353,
-0.02434445545077324,
-0.010998406447470188,
-0.013912922702729702,
-0.008936053141951561,
-0.04713039472699165,
-0.033857475966215134,
0.002319765742868185,
-0.04074740782380104,
-0.019649799913167953,
0.04566579312086105,
0.05883700028061867,
-0.005167726427316666,
0.014803888276219368,
0.02728205919265747,
0.024356305599212646,
0.01340404897928238,
0.023255228996276855,
0.0256426353007555,
-0.03961338847875595,
-0.09306792914867401,
0.0067130569368600845,
-0.018999669700860977,
-0.028496405109763145,
0.048200856894254684,
0.03831617161631584,
-0.036515139043331146,
0.007823142223060131,
-0.008689858950674534,
0.0433577299118042,
0.021711042150855064,
-0.03183974698185921,
0.025648219510912895,
-0.03559482842683792,
0.04707377031445503,
0.0002270726690767333,
0.029407724738121033,
-0.05539549142122269,
-0.0444507822394371,
0.027913471683859825,
-0.016820713877677917,
0.019660012796521187,
-0.012920185923576355,
0.04235213249921799,
-0.024940436705946922,
-0.050713300704956055,
0.044218409806489944,
0.004832822363823652,
0.01801268570125103,
0.004039316438138485,
-0.053192559629678726,
0.01649364084005356,
-0.017423149198293686,
-0.02585732191801071,
-0.0032539984676986933,
-0.05788632482290268
] |
<p>For my classification problem, I am trying to classify an object as Good or Bad. I have been able to create a good first classification step that separates the data into 2 groups using SVM. </p>
<p>After tuning the parameters for the SVM using a training/holdout set (75% training, 25% holdout), I obtained the following results from the holdout set: Group 1 (model classified as Bad) consisted of 99% Bad objects, and Group 2 (model classified as Good) consisted of about 45% Good objects and 55% Bad objects. I verified the performance of the model using k-fold CV (k=5) and found the model to be stable and perform relatively consistently in terms of misclassification rates.</p>
<p>Now, I want to pass these objects through another round of classification by training another model (may or may not be SVM) on my group 2 of maybe good/maybe bad objects to try and correctly classify this second group now that I have gotten rid of the obviously bad objects.</p>
<p>I had a couple of thoughts, but am unsure of how to proceed.</p>
<p>(1) My first idea was to use the data from the classified objects from the Holdout set to train another model. I was able to train another classification model from the results of the holdout set. The problem is I am using less than 25% of the original data, and I am worried of overfitting on a very small subset of my data.</p>
<p>(2) My second idea was to gather the results of the 5-fold CV to create another dataset. My reasoning is that since the data is partitioned into 5 parts, and each part is classified into two groups from a model trained by the other 4 parts, I thought that I could aggregate the predicted results of the 5 parts to obtain a classified version of my original dataset and continue from there.</p>
<p>The only problem is, I have a sinking feeling that both methods are no good. Could CV shed some light on some possible next steps?</p>
<p>Thank you!</p>
<p><strong>EDIT</strong></p>
<p>Sorry, my question was badly worded. Let me try to clarify what I am trying to do. It can be thought of like a tree...</p>
<ul>
<li>Let me call the original dataset Node 0. </li>
<li>I used classification method 1 to split Node 0 into Node 1 and Node 2.
<ul>
<li>Node 1 has low misclassification rate (Mostly consists of bad objects)</li>
<li>Node 2 has high misclassification rate (Roughly even mix of good and bad objects)</li>
</ul></li>
<li>I now want to use classification method 2 to split Node 2 into Node 3 and 4</li>
</ul>
<p>The "classification method" can be anything (LDA, QDA, SVM, CART, Random Forest, etc). So I guess what I am trying to achieve here is a "classification" tree (<em>not</em> CART), where each node is subjected to a <em>different</em> classification method to obtain an overall high "class purity". Basically, I want to use a mix of different classification methods to obtain reasonable results.</p>
<p>My problem lies in the loss of training data after the first split. I run out of usable data after I run it through "classification method 1", which was SVM in my case.</p>
|
g36549
|
[
-0.006960469298064709,
-0.05014137178659439,
0.017389444634318352,
-0.009628454223275185,
0.045198552310466766,
-0.018077140673995018,
0.013491246849298477,
0.018197113648056984,
-0.023625250905752182,
-0.02704603411257267,
0.027651526033878326,
0.041047319769859314,
0.0774223729968071,
0.00942761730402708,
0.013947208411991596,
0.005833590868860483,
0.03333377093076706,
-0.03786902129650116,
-0.0234773438423872,
0.03262902423739433,
-0.027129368856549263,
0.048950474709272385,
0.036557067185640335,
-0.0274514127522707,
-0.10265863686800003,
-0.022741753607988358,
-0.020377622917294502,
0.02278938516974449,
-0.021526329219341278,
0.008797611109912395,
-0.016412118449807167,
-0.002745646284893155,
0.039237573742866516,
-0.06519871950149536,
-0.058155667036771774,
0.034021150320768356,
0.019650863483548164,
-0.001337192952632904,
0.004532851278781891,
0.02946002222597599,
0.024593964219093323,
0.0027034308295696974,
0.06085950881242752,
-0.03371389955282211,
0.004903925117105246,
-0.0258125439286232,
0.02610008232295513,
-0.07404349744319916,
0.05616183578968048,
-0.0604284442961216,
0.03540520742535591,
-0.01069587841629982,
-0.019716838374733925,
0.031494300812482834,
0.0029676288831979036,
0.03769449517130852,
0.0037558581680059433,
0.0615486241877079,
0.02960362285375595,
-0.06731829792261124,
0.0013948749983683228,
-0.01819213107228279,
-0.031364213675260544,
0.019482171162962914,
0.017535949125885963,
0.0371178574860096,
-0.04429205507040024,
-0.03968997299671173,
-0.03137064725160599,
-0.0012462625745683908,
-0.011953608132898808,
0.01930764876306057,
0.036927156150341034,
-0.020433299243450165,
-0.05692959204316139,
-0.011988683603703976,
-0.0139918252825737,
-0.017320916056632996,
0.02414007857441902,
0.067208431661129,
0.042023662477731705,
0.017187442630529404,
-0.03279199078679085,
0.06408926844596863,
-0.029299098998308182,
-0.013257433660328388,
-0.026235904544591904,
0.02882912941277027,
-0.018047362565994263,
0.07147737592458725,
0.006109434179961681,
0.007110925856977701,
0.0030112583190202713,
0.04734677076339722,
-0.013181551359593868,
0.035765141248703,
-0.05219992250204086,
0.04357726499438286,
-0.006880796514451504,
-0.014686249196529388,
0.02883249707520008,
-0.007082538213580847,
0.0461379811167717,
-0.06505589187145233,
-0.040403369814157486,
0.0038354655262082815,
0.009067384526133537,
0.030403386801481247,
0.003575964132323861,
-0.00046957258018665016,
-0.02490914985537529,
0.05870073288679123,
-0.07029279321432114,
0.019129112362861633,
-0.0562228262424469,
-0.055271562188863754,
0.03197905421257019,
0.052206020802259445,
-0.04888547956943512,
-0.053137075155973434,
0.0639515295624733,
0.0025232748594135046,
0.03323435038328171,
0.019785188138484955,
0.057951316237449646,
-0.019519906491041183,
0.009742206893861294,
-0.00010629308235365897,
0.024893131107091904,
-0.03159307315945625,
-0.04318541660904884,
-0.05504810810089111,
0.020515382289886475,
0.020812276750802994,
0.018709242343902588,
0.033474452793598175,
0.018266618251800537,
0.008190215565264225,
0.007753387559205294,
0.006741651333868504,
-0.01617097482085228,
0.010441068559885025,
0.0022428245283663273,
0.01937110535800457,
0.00039908141479827464,
0.0399378277361393,
-0.0408623106777668,
0.0004132394096814096,
-0.060486894100904465,
0.0009860428981482983,
0.005389522295445204,
0.030849602073431015,
-0.021242739632725716,
0.020510122179985046,
0.008101811632514,
0.0033968689385801554,
0.023022308945655823,
-0.011070162989199162,
0.03674950823187828,
-0.04566704481840134,
0.0540182963013649,
-0.011434311047196388,
0.050208497792482376,
-0.07537787407636642,
-0.014756296761333942,
0.018787793815135956,
-0.021527888253331184,
-0.03115667775273323,
0.018554139882326126,
-0.027065787464380264,
-0.04312348738312721,
0.017330998554825783,
0.014107715338468552,
0.00570122292265296,
0.0505124107003212,
0.03429672494530678,
0.06679803133010864,
-0.03285188227891922,
-0.022233400493860245,
0.06871345639228821,
0.026447439566254616,
0.03770961984992027,
0.0036200599279254675,
0.010087316855788231,
0.021475140005350113,
-0.04350857436656952,
0.009491201490163803,
0.03210754320025444,
0.011787780560553074,
-0.05523119121789932,
0.03253835812211037,
0.021498700603842735,
-0.0063384464010596275,
-0.03062812052667141,
0.0064682611264288425,
-0.0008467698353342712,
-0.02169147878885269,
-0.023498479276895523,
-0.06782428920269012,
-0.026494668796658516,
0.04107363149523735,
-0.01650981977581978,
-0.06355436146259308,
0.05922858417034149,
-0.03338247165083885,
-0.009228553622961044,
0.004590563476085663,
0.006086887326091528,
-0.06108490377664566,
0.02278316020965576,
0.013524430803954601,
0.005206236615777016,
0.03701215982437134,
0.0038562568370252848,
-0.05319834500551224,
0.015257292427122593,
0.04703622683882713,
0.052952878177165985,
-0.00032712912070564926,
-0.02113923616707325,
-0.0177169106900692,
0.029401343315839767,
0.021757351234555244,
0.0053819287568330765,
-0.01318028662353754,
0.032973285764455795,
0.017234427854418755,
0.022589504718780518,
0.006562988273799419,
-0.03278274089097977,
0.005554277449846268,
-0.04094886779785156,
-0.002529567340388894,
-0.07822190225124359,
0.0249557513743639,
-0.08494602143764496,
-0.03587692230939865,
0.03318371996283531,
-0.034124791622161865,
-0.03206811100244522,
0.042731624096632004,
0.01676691509783268,
-0.0490633025765419,
-0.07019556313753128,
0.0293995663523674,
-0.03209494426846504,
0.030446572229266167,
0.049936145544052124,
0.024580217897892,
0.009845569729804993,
-0.07571032643318176,
0.025340117514133453,
-0.012876797467470169,
-0.04340682178735733,
-0.0310539398342371,
-0.05022778734564781,
-0.0003764782741200179,
0.0923454686999321,
0.0401320680975914,
0.018844975158572197,
-0.005838558543473482,
0.024535099044442177,
0.024987749755382538,
0.056429196149110794,
-0.03161473199725151,
-0.02618514932692051,
0.07632007449865341,
-0.03185786306858063,
0.009293489158153534,
-0.02392827346920967,
-0.06318235397338867,
-0.03430328518152237,
0.03083561360836029,
0.0205765962600708,
0.02380935288965702,
0.028730787336826324,
-0.060427941381931305,
0.015048284083604813,
-0.004312028177082539,
0.033132392913103104,
-0.0005640640156343579,
-0.07872466742992401,
-0.008349558338522911,
-0.002914184471592307,
-0.03747734799981117,
0.059771016240119934,
0.037604477256536484,
-0.024178514257073402,
0.006486934144049883,
0.014307537116110325,
-0.025067485868930817,
0.05587351694703102,
0.07967232912778854,
0.0034286107402294874,
0.0378754585981369,
-0.029642971232533455,
-0.030991537496447563,
0.0014821025542914867,
0.06442330777645111,
-0.013836568221449852,
-0.033553022891283035,
-0.00918617844581604,
-0.031269945204257965,
0.0325334407389164,
0.011602472513914108,
-0.038970883935689926,
-0.04010039195418358,
0.04873314127326012,
0.02353779412806034,
-0.01665293611586094,
-0.032221730798482895,
0.01970989815890789,
-0.009688719175755978,
-0.06277119368314743,
0.017863977700471878,
-0.05407218262553215,
-0.05028534680604935,
0.013932624831795692,
-0.02314002253115177,
-0.10152366012334824,
0.022930094972252846,
-0.02642221562564373,
0.002198128029704094,
0.018181201070547104,
0.002920921891927719,
0.10705500841140747,
0.002622367115691304,
0.01949470490217209,
0.024213656783103943,
0.02880159765481949,
0.04036704823374748,
0.026620877906680107,
0.0026347448583692312,
0.020282309502363205,
0.02776188962161541,
-0.018437081947922707,
-0.028195394203066826,
-0.039617422968149185,
0.05372879281640053,
0.033269111067056656,
0.0010786280035972595,
0.0025164629332721233,
-0.010530832223594189,
0.0008166229818016291,
-0.012334257364273071,
0.02662915550172329,
-0.007155186962336302,
0.0082617849111557,
-0.048465926200151443,
0.0063728028908371925,
-0.01469918992370367,
-0.004828259814530611,
0.00075825973181054,
0.003372789593413472,
-0.013438397087156773,
0.012574647553265095,
-0.008403271436691284,
-0.07909518480300903,
-0.042609214782714844,
0.01729067601263523,
-0.008158190175890923,
-0.06848195195198059,
-0.004879016894847155,
-0.01358774397522211,
-0.0011768555268645287,
-0.029254699125885963,
0.06701428443193436,
0.061548590660095215,
0.011333282105624676,
-0.004505441058427095,
0.05799427628517151,
-0.06373728066682816,
-0.051855552941560745,
-0.06480155885219574,
-0.01406547985970974,
-0.019319623708724976,
0.09732717275619507,
0.04257141798734665,
-0.0188224408775568,
0.01956702210009098,
0.061962492763996124,
-0.00895993784070015,
0.0022869626991450787,
0.021640047430992126,
-0.04296000674366951,
0.017290569841861725,
0.033329859375953674,
-0.012180563062429428,
-0.032611824572086334,
0.03633164241909981,
-0.026555277407169342,
-0.011274880729615688,
-0.08850505203008652,
0.03569050133228302,
0.0006642094813287258,
-0.023835962638258934,
-0.046841613948345184,
0.048326898366212845,
-0.021148845553398132,
0.0511176735162735,
-0.06127356365323067,
0.02710452303290367,
0.0007601136458106339,
-0.05854463204741478,
-0.020104369148612022,
-0.03289002552628517,
-0.09620452672243118,
0.013661740347743034,
-0.013279489241540432,
0.018404988572001457,
-0.008854279294610023,
-0.046198904514312744,
-0.07602966576814651,
-0.056317031383514404,
0.0441463477909565,
-0.05020961910486221,
0.058201659470796585,
0.006288369186222553,
-0.018370384350419044,
-0.0003524874628055841,
-0.021543776616454124,
0.06273563206195831,
-0.0342276394367218,
-0.031496208161115646,
-0.02227759175002575,
0.003013182431459427,
0.019417889416217804,
-0.027824876829981804,
-0.01145528070628643,
0.01123153418302536,
-0.0119651323184371,
0.025128589943051338,
0.020448466762900352,
0.000892968731932342,
0.028849825263023376,
0.04206143692135811,
0.037669192999601364,
-0.027398385107517242,
-0.0717838779091835,
-0.0036990451626479626,
-0.005720846820622683,
-0.0405791699886322,
-0.041274335235357285,
0.018145151436328888,
-0.00762567762285471,
-0.009722373448312283,
-0.0023667411878705025,
-0.02163415588438511,
0.01106534618884325,
0.029031189158558846,
0.023144202306866646,
0.03753962367773056,
0.04975457489490509,
0.0293168555945158,
0.022044504061341286,
0.05359868332743645,
0.03340061381459236,
0.028785087168216705,
0.0010551160667091608,
0.03684534505009651,
-0.01698284037411213,
0.04483906179666519,
0.011892570182681084,
-0.049437932670116425,
-0.015153912827372551,
-0.05464284494519234,
-0.05281834304332733,
-0.011700188741087914,
0.03950175642967224,
0.011778506450355053,
-0.01725042425096035,
-0.0069601209834218025,
0.021194379776716232,
0.0028002075850963593,
0.009600244462490082,
0.04221554845571518,
-0.048010848462581635,
0.02387480065226555,
0.014328413642942905,
-0.01159616932272911,
-0.003076020861044526,
-0.036426592618227005,
0.04942995682358742,
0.02614036574959755,
-0.021460898220539093,
-0.02208000421524048,
0.017699331045150757,
-0.047468703240156174,
0.04128338024020195,
0.03145629167556763,
-0.020901428535580635,
0.03902256116271019,
0.04346190765500069,
0.0038893844466656446,
0.006289167795330286,
0.01841476559638977,
0.00644445326179266,
-0.015016758814454079,
-0.03782821074128151,
-0.0373188816010952,
-0.03050313889980316,
0.007729096803814173,
-0.007617041002959013,
-0.061128195375204086,
0.017492208629846573,
-0.057555537670850754,
0.08731050044298172,
-0.032819535583257675,
0.025781352072954178,
-0.008713049814105034,
0.04268275946378708,
-0.008456587791442871,
0.03085644729435444,
0.06275155395269394,
-0.031014876440167427,
-0.04677858576178551,
-0.03636721521615982,
0.07051010429859161,
0.01912098377943039,
-0.04507437348365784,
0.01016103196889162,
0.007848563604056835,
0.029911870136857033,
0.026402948424220085,
0.018188200891017914,
-0.0374721996486187,
-0.02709689736366272,
0.022650089114904404,
-0.014917269349098206,
-0.02140011638402939,
0.0968756228685379,
0.033646825700998306,
-0.027155933901667595,
-0.018796700984239578,
0.008145647123456001,
0.012609276920557022,
-0.03578254580497742,
0.007311592344194651,
-0.01636887528002262,
0.017205266281962395,
-0.03579230234026909,
0.0021077010314911604,
-0.023696724325418472,
-0.026543613523244858,
-0.05053764581680298,
-0.0670543909072876,
-0.033281803131103516,
-0.04240153357386589,
0.003920053131878376,
-0.050318777561187744,
-0.020479092374444008,
0.00915495865046978,
-0.028177741914987564,
-0.015529874712228775,
0.04941127449274063,
0.0075248233042657375,
-0.050603508949279785,
-0.04808087646961212,
0.019150547683238983,
-0.0027449545450508595,
0.0008922104025259614,
-0.06993521749973297,
0.02350233495235443,
-0.008850300684571266,
0.04674383997917175,
0.031507477164268494,
-0.006617521867156029,
-0.025066187605261803,
0.021543893963098526,
0.03763206675648689,
0.014746845699846745,
-0.045707643032073975,
0.0669349804520607,
0.04270639270544052,
-0.031494174152612686,
0.02212195284664631,
0.016787227243185043,
0.04596630483865738,
0.05693507567048073,
-0.06176574528217316,
0.004127392545342445,
-0.01618138886988163,
-0.009342897683382034,
-0.023126736283302307,
-0.09327442198991776,
0.06080511584877968,
-0.011135284788906574,
-0.04403878003358841,
-0.027679109945893288,
-0.03377949818968773,
0.05294785648584366,
0.02839307300746441,
0.012280087918043137,
-0.029709670692682266,
-0.020732654258608818,
0.017191147431731224,
0.034674059599637985,
0.0038195368833839893,
-0.047911811619997025,
-0.007463359273970127,
-0.019434377551078796,
-0.002964199986308813,
0.013339906930923462,
-0.027951164171099663,
-0.025322245433926582,
0.030545469373464584,
-0.004423993639647961,
0.015549025498330593,
0.07155231386423111,
-0.013734262436628342,
-0.06147079914808273,
-0.05664695054292679,
-0.009230120107531548,
0.05658210068941116,
0.028204236179590225,
0.008782384917140007,
-0.0010095789330080152,
-0.02539142407476902,
0.06432564556598663,
-0.023221764713525772,
0.010108514688909054,
-0.026040682569146156,
0.027960218489170074,
0.043183401226997375,
-0.0020207604393363,
0.04838985949754715,
0.023251241073012352,
-0.0055889347568154335,
0.08358427882194519,
0.03667326271533966,
-0.005545428022742271,
-0.011733722873032093,
0.024932751432061195,
-0.0324898287653923,
-0.012072979472577572,
0.018309297040104866,
-0.07489079236984253,
0.04900796338915825,
0.015917662531137466,
0.03890910744667053,
0.04993543028831482,
0.033642951399087906,
-0.050548065453767776,
0.026356786489486694,
0.027208494022488594,
-0.01964654214680195,
0.0651485025882721,
0.025160856544971466,
0.0003503285115584731,
-0.036644600331783295,
0.011504756286740303,
0.05870132893323898,
-0.03628110513091087,
-0.07506619393825531,
-0.05383504927158356,
0.02226492017507553,
0.029349450021982193,
0.03742672875523567,
0.07809530943632126,
-0.0065476540476083755,
-0.018621932715177536,
-0.07459482550621033,
-0.0740874707698822,
-0.0599060095846653,
0.03473610803484917,
0.02019035816192627,
-0.06894733756780624,
0.020284786820411682,
-0.03438510745763779,
-0.01744559407234192,
-0.008153614588081837,
0.04128842055797577,
0.027999119833111763,
0.03506888449192047,
0.020660443231463432,
-0.01636609062552452,
0.013076677918434143,
0.008906306698918343,
-0.0010438517201691866,
-0.006227289792150259,
-0.019231146201491356,
0.022289765998721123,
0.013859892264008522,
0.018890228122472763,
0.000835397164337337,
0.06432570517063141,
-0.027519961819052696,
-0.01671154424548149,
0.04137808457016945,
0.030076762661337852,
-0.014882889576256275,
-0.011149225756525993,
0.012853960506618023,
0.05735316872596741,
-0.09455548226833344,
0.016646036878228188,
-0.010867421515285969,
-0.008016888052225113,
0.036120329052209854,
0.07775452733039856,
-0.023165907710790634,
0.002588216681033373,
-0.0010687104659155011,
0.02727796509861946,
-0.0737433061003685,
0.01578720100224018,
-0.046578940004110336,
0.03468040004372597,
0.00222796737216413,
-0.01641499623656273,
0.003977277781814337,
0.0355948768556118,
-0.0032324346248060465,
0.03496586158871651,
-0.06178192049264908,
-0.008522506803274155,
0.013567961752414703,
0.009627456776797771,
-0.01537768729031086,
0.026112208142876625,
-0.0761675089597702,
0.010452541522681713,
0.024994241073727608,
0.014875785447657108,
0.07293321937322617,
-0.05036930739879608,
0.00705997459590435,
0.003303602570667863,
-0.04239938408136368,
-0.000026682111638365313,
-0.04138138145208359,
-0.024696556851267815,
-0.04538564756512642,
-0.03841310739517212,
0.08792150020599365,
0.015030247159302235,
0.02118133381009102,
-0.0515560507774353,
-0.003741678548976779,
0.049217339605093,
-0.022324571385979652,
-0.02364686317741871,
-0.04293433949351311,
0.05179356411099434,
0.0018192613497376442,
-0.005308009218424559,
-0.024349510669708252,
0.03172539919614792,
0.0008335529128089547,
-0.057367898523807526,
-0.06553275138139725,
-0.02662268839776516,
-0.024471662938594818,
0.05432417243719101,
-0.02940148487687111,
0.020579488947987556,
0.003071976825594902,
0.015899870544672012,
0.0013451261911541224,
-0.016288168728351593,
-0.03752601891756058,
-0.003699697321280837,
-0.022947533056139946,
0.03527916595339775,
0.001176508259959519,
0.01136558037251234,
0.01744758151471615,
-0.009753422811627388
] |
<p>I am fitting a <em>Fixed-Effects</em> model, with intercepts at <code>cluster</code> level.</p>
<p>One of the most direct ways is probably to use the <code>-plm-</code> package. Another well-known possibility is to apply OLS (i.e. to adopt <code>-lm-</code>) to the <em>demeaned data</em>, where the means are taken at the clustering level.</p>
<p>This second approach is usually referred to as the <strong>within transformation</strong>. It is quite convenient from a computational standpoint, becuase we are still controlling unobserved heterogeneity at clustering level, but we do not need to estimate all the time-fixed intercepts.</p>
<p>I have tried both of these approaches, and I came to a strange result. In practice, the coefficent of the regressor of interest, <code>x</code>, is the same in both cases. However, its standard error (and actually all the other relevant quantities of the regression: R squared, F test, etc.) is different.</p>
<p>Please, notice that I have carefully read both the <em>R documentation</em> about <code>-plm-</code> and the <a href="http://www.google.it/url?sa=t&rct=j&q=&esrc=s&source=web&cd=2&cad=rja&ved=0CD4QFjAB&url=http://www.jstatsoft.org/v27/i02/paper&ei=7f3mUP_0DYrXtAaD7oDADw&usg=AFQjCNFu_xrsnFYsC8j8DDh9mRQnoyQ6jg&bvm=bv.1355534169,d.bGE" rel="nofollow">related paper of the authors</a>, where it is stated that the package apply the <em>within transformation</em> and then apply OLS, as I did...</p>
<p>The R script is:</p>
<pre><code># set seed, load packages, create fake sample
set.seed(999)
library(plyr)
library(plm)
dat <- expand.grid(id=factor(1:3), cluster=factor(1:6))
dat <- cbind(dat, x=runif(18), y=runif(18, 2, 5))
############################
# FE model using -plm- #
############################
# model fit
fe.1 <- plm(y ~ x, data=dat, index="cluster", model="within")
# estimated coefficient and standard error of x
b.1 <- summary(fe.1)$coefficients[,1]
se.1 <- summary(fe.1)$coefficients[,2]
######################################
# OLS on within-transformed data #
######################################
# augmenting data frame with cluster-mean centered variables
dat.2 <- ddply(dat, .(cluster), transform, dem_x=x-mean(x), dem_y=y-mean(y))
# model fit
fe.2 <- lm(dem_y ~ dem_x - 1, data=dat.2)
# estimated coefficient and standard error of x
b.2 <- summary(fe.2)$coefficients[1,1]
se.2 <- summary(fe.2)$coefficients[1,2]
#########################
# models comparison #
#########################
b.1; b.2
se.1; se.2
summary(fe.1)
summary(fe.2)
</code></pre>
<p>Notice that in the second model it is necessary to manually eliminate the intercept from the model. </p>
<p>Thanks!</p>
|
g73959
|
[
-0.0077150315046310425,
-0.07334668934345245,
-0.0050315093249082565,
-0.06491322070360184,
0.048666857182979584,
-0.026309525594115257,
-0.007676274981349707,
0.06463563442230225,
-0.02604149840772152,
-0.03684584051370621,
-0.0042607905343174934,
0.04290599375963211,
0.07427993416786194,
0.017201602458953857,
-0.013192337937653065,
0.04937613755464554,
0.05794176086783409,
-0.0342676118016243,
-0.002777599496766925,
-0.008261004462838173,
-0.03914782032370567,
-0.0048268819227814674,
0.02714739367365837,
-0.04601523280143738,
-0.02051064930856228,
-0.09123162180185318,
0.04026922956109047,
0.08154783397912979,
-0.031023409217596054,
0.02802073024213314,
0.006953512784093618,
-0.006217201240360737,
-0.0400957427918911,
-0.0565233938395977,
-0.019390828907489777,
0.0009786826558411121,
0.003004667581990361,
0.051292601972818375,
0.009334886446595192,
0.019422641023993492,
0.0040026819333434105,
-0.002432218985632062,
0.06030857190489769,
0.04731793329119682,
-0.02644675225019455,
-0.05346967279911041,
-0.013782978057861328,
0.013907392509281635,
0.05281348526477814,
-0.024691015481948853,
0.0019232319900766015,
0.009702958166599274,
0.05435007065534592,
-0.0029432890005409718,
0.0268970038741827,
0.04323549568653107,
0.012589548714458942,
0.0034051553811877966,
-0.01163350697606802,
-0.03143782541155815,
0.01907905749976635,
-0.02897811308503151,
-0.01748739928007126,
-0.01716260053217411,
-0.029466424137353897,
0.05844017490744591,
-0.023836441338062286,
-0.009850489906966686,
-0.017123769968748093,
-0.08099371194839478,
0.0037037176080048084,
0.010403663851320744,
-0.01241267193108797,
-0.03370269387960434,
-0.04606863483786583,
0.008423521183431149,
0.010065474547445774,
0.0018752844771370292,
0.042511630803346634,
-0.0038587984163314104,
-0.0383215993642807,
0.07277651876211166,
-0.004942611791193485,
0.012097065337002277,
0.042049046605825424,
0.015862250700592995,
-0.026652757078409195,
-0.011380253359675407,
0.021998660638928413,
0.002335153752937913,
-0.004664580337703228,
-0.012952087447047234,
-0.007538692094385624,
0.022570231929421425,
-0.03884173929691315,
-0.02314266562461853,
-0.0034348294138908386,
0.019056346267461777,
-0.009113184176385403,
-0.019386500120162964,
-0.013026553206145763,
0.03878064826130867,
-0.014295117929577827,
-0.035355810075998306,
-0.03908653184771538,
-0.01598033308982849,
0.05379432067275047,
0.02717587910592556,
-0.06850309669971466,
-0.025985416024923325,
-0.022205352783203125,
-0.007445324212312698,
-0.055380191653966904,
-0.05592140927910805,
-0.02306322753429413,
-0.052868276834487915,
0.05624774843454361,
0.01762952283024788,
-0.06904195994138718,
-0.011664703488349915,
0.054589856415987015,
-0.05087224766612053,
0.07368554174900055,
0.0723768100142479,
0.028309768065810204,
-0.0036126927006989717,
0.005358763504773378,
0.03969748690724373,
0.020997220650315285,
-0.0631275549530983,
-0.0051047783344984055,
0.004998760763555765,
-0.016424115747213364,
0.06150449439883232,
0.00625630421563983,
0.048084452748298645,
0.013829411938786507,
0.04350925236940384,
-0.03165578842163086,
-0.0033483474981039762,
-0.06706744432449341,
0.02105964533984661,
0.013874523341655731,
0.005256046075373888,
-0.02354089356958866,
0.02420317754149437,
-0.03304140269756317,
0.0209656935185194,
0.033980730921030045,
-0.0015946105122566223,
0.02461635321378708,
0.0645800232887268,
-0.02990359626710415,
0.06454839557409286,
-0.0568975992500782,
0.057613957673311234,
0.000446676422143355,
-0.022614559158682823,
0.04842689633369446,
0.04498395323753357,
0.005281190387904644,
-0.04715145379304886,
0.04357459396123886,
-0.02678433246910572,
-0.022157326340675354,
0.00909461174160242,
-0.01298130676150322,
0.0038703519385308027,
-0.003913303837180138,
-0.08578749746084213,
-0.018051588907837868,
-0.030088096857070923,
0.011058752425014973,
-0.06662413477897644,
0.0073246280662715435,
0.048087574541568756,
0.052312884479761124,
-0.039930082857608795,
0.050412919372320175,
-0.005617289338260889,
0.027049971744418144,
-0.00041204335866495967,
-0.0021661450155079365,
0.004331395495682955,
-0.0063181426376104355,
-0.04082678258419037,
0.0423307865858078,
0.029678858816623688,
-0.05140785872936249,
-0.02686419151723385,
-0.04598022997379303,
0.006711842957884073,
0.013457341119647026,
0.04546789452433586,
-0.01169662456959486,
-0.03686229884624481,
-0.026014994829893112,
-0.08184827119112015,
-0.027912795543670654,
-0.01177873183041811,
0.024415163323283195,
-0.013251997530460358,
0.02093462459743023,
0.04486267268657684,
0.01717977412045002,
-0.023777632042765617,
-0.015304014086723328,
-0.035962216556072235,
-0.0044205328449606895,
0.04604902118444443,
0.04204542189836502,
0.01733384281396866,
-0.02068617381155491,
-0.009875508956611156,
-0.004610167350620031,
0.016812177374958992,
-0.054708123207092285,
0.014947649091482162,
-0.0012725869892165065,
0.010690411552786827,
-0.054931797087192535,
0.024320565164089203,
-0.038457512855529785,
-0.021608246490359306,
-0.014901514165103436,
0.004029799252748489,
0.07143595069646835,
0.0037182816304266453,
-0.07210298627614975,
-0.029401196166872978,
-0.025540253147482872,
0.019286729395389557,
-0.05780654400587082,
-0.02403312176465988,
0.042574916034936905,
-0.019690336659550667,
-0.010379770770668983,
0.014011677354574203,
-0.0327119417488575,
-0.017300475388765335,
0.01541069708764553,
0.0002643157495185733,
-0.018159620463848114,
-0.009314379654824734,
0.06366174668073654,
0.0013017874443903565,
0.022686216980218887,
0.010478854179382324,
0.04135260358452797,
0.04047646000981331,
-0.022412071004509926,
0.03068530559539795,
0.006960311438888311,
-0.05680416524410248,
0.017217861488461494,
-0.03547898307442665,
0.000748255813959986,
0.03698786720633507,
0.03124062903225422,
0.005904100369662046,
-0.051264818757772446,
0.015874899923801422,
0.014360387809574604,
0.02564394287765026,
-0.08194323629140854,
0.04102393984794617,
-0.01741504855453968,
-0.015184862539172173,
0.01434627827256918,
0.006767424289137125,
-0.11178736388683319,
0.024345925077795982,
0.11516042053699493,
0.04374981299042702,
0.029586056247353554,
0.058180879801511765,
-0.05602620542049408,
0.012783074751496315,
0.031355682760477066,
-0.017158104106783867,
0.014280163682997227,
0.006769358180463314,
-0.006423375569283962,
-0.012239801697432995,
0.029006458818912506,
-0.017057886347174644,
0.012394803576171398,
-0.06882688403129578,
0.00818620529025793,
0.009859779849648476,
-0.016495956107974052,
-0.021712839603424072,
0.02095640078186989,
0.004619681276381016,
-0.005158752202987671,
0.0018886011093854904,
-0.003436525585129857,
-0.0731252133846283,
0.03990483656525612,
0.017678141593933105,
-0.001529832137748599,
0.02277235873043537,
-0.003712016623467207,
0.05498950183391571,
0.026721984148025513,
-0.0500696636736393,
-0.04209384694695473,
0.02918863855302334,
-0.005123336333781481,
-0.06612901389598846,
0.014489109627902508,
-0.018697472289204597,
-0.014601673930883408,
-0.0426921509206295,
-0.04758597910404205,
-0.0405498668551445,
-0.006940909195691347,
-0.02455892227590084,
0.008221118710935116,
-0.06415916979312897,
0.025295784696936607,
-0.04996402561664581,
0.015184296295046806,
-0.010644988156855106,
-0.010336581617593765,
-0.036839839071035385,
0.016086231917142868,
-0.0163724347949028,
-0.01009341049939394,
0.002511929487809539,
0.018740002065896988,
-0.014758727513253689,
0.006750737316906452,
-0.04944177344441414,
-0.014062631875276566,
-0.05596049502491951,
-0.020744286477565765,
0.011998401954770088,
0.04545586183667183,
0.011767846532166004,
-0.05259203165769577,
-0.018037471920251846,
0.03231877088546753,
0.012243978679180145,
-0.004122268874198198,
-0.03121434524655342,
-0.032023269683122635,
-0.013426227495074272,
0.002924171043559909,
0.05872274562716484,
0.01671440899372101,
0.026750760152935982,
-0.006900602485984564,
-0.06490953266620636,
0.02710924670100212,
0.003960645757615566,
0.060373105108737946,
-0.011764532886445522,
0.028790371492505074,
-0.002301963046193123,
0.07584262639284134,
-0.05311960354447365,
-0.010894306004047394,
-0.014952600933611393,
0.019819725304841995,
-0.02102407068014145,
0.05495370924472809,
0.04770228639245033,
0.026820382103323936,
0.031180622056126595,
0.03988991305232048,
0.025515101850032806,
0.05234532058238983,
0.030841879546642303,
0.00008249622624134645,
-0.0006165932863950729,
0.030575770884752274,
0.060041170567274094,
0.004704293794929981,
0.019955046474933624,
0.055799636989831924,
-0.008585955016314983,
-0.013329491950571537,
0.020715514197945595,
0.04017532989382744,
-0.03546569123864174,
0.025599317625164986,
0.022725654765963554,
0.0075944410637021065,
0.017471326515078545,
0.0272502638399601,
-0.0024581248871982098,
0.0024667668621987104,
0.09255754947662354,
-0.05261443182826042,
-0.06349218636751175,
0.040756355971097946,
-0.011081292293965816,
-0.0576305016875267,
0.0398477241396904,
0.01924338936805725,
-0.022903844714164734,
0.003723813220858574,
0.008165951818227768,
-0.03805103525519371,
-0.05060364678502083,
-0.0356283001601696,
-0.04040173068642616,
-0.046471890062093735,
-0.06295900046825409,
-0.0012409354094415903,
0.04587032273411751,
0.00024506819318048656,
-0.0680755153298378,
0.015055757015943527,
-0.023930324241518974,
0.05606690049171448,
0.013665825128555298,
-0.022037509828805923,
-0.0028413748368620872,
-0.022946687415242195,
0.0426190048456192,
-0.04426448419690132,
0.0016936935717239976,
0.05100640654563904,
0.06430242955684662,
-0.036533091217279434,
0.017406754195690155,
0.04296690970659256,
-0.046383436769247055,
0.019088352099061012,
0.043509937822818756,
-0.021892692893743515,
0.0017406304832547903,
-0.00072982267010957,
-0.01648600585758686,
-0.03542320802807808,
0.052171848714351654,
-0.004503770265728235,
0.008054961450397968,
0.004018017090857029,
-0.04235135018825531,
-0.029132110998034477,
-0.012185848318040371,
-0.045484937727451324,
-0.02150578610599041,
-0.03720545768737793,
0.00033561032614670694,
-0.009880545549094677,
0.06496293097734451,
-0.0006531472899951041,
0.03231325000524521,
0.02123386412858963,
0.022734420374035835,
-0.010148227214813232,
0.011218431405723095,
0.007716689724475145,
0.024445442482829094,
0.052043698728084564,
0.004366165492683649,
-0.03300633281469345,
-0.018387913703918457,
-0.08090987056493759,
-0.018977362662553787,
-0.002000433159992099,
0.03075665608048439,
-0.07120907306671143,
-0.010963160544633865,
-0.015177760273218155,
0.0018236474134027958,
-0.010469716973602772,
-0.015602498315274715,
0.02576710656285286,
-0.07646583020687103,
0.0700523629784584,
0.08402755856513977,
0.004849435295909643,
-0.021348027512431145,
0.048001859337091446,
0.007360148709267378,
-0.011058182455599308,
-0.014536266215145588,
-0.00026979678659699857,
-0.04152557626366615,
-0.025818979367613792,
0.025938821956515312,
0.011931671760976315,
-0.060374561697244644,
-0.01538186613470316,
-0.043115414679050446,
-0.00830005295574665,
0.04211059957742691,
0.021332092583179474,
-0.04253140836954117,
0.010333794169127941,
0.021180877462029457,
0.03442354500293732,
-0.03755843639373779,
0.019395936280488968,
0.029767271131277084,
-0.022622156888246536,
-0.0004363232001196593,
-0.033673666417598724,
-0.0385962575674057,
0.027635283768177032,
-0.025654185563325882,
0.07544175535440445,
0.023220928385853767,
-0.0008741212077438831,
0.0024337945505976677,
0.01505922619253397,
-0.00193541101180017,
0.05993565544486046,
0.03491305187344551,
-0.00717422179877758,
0.028182972222566605,
0.00914300512522459,
0.09867161512374878,
-0.006443444639444351,
-0.02182256616652012,
0.06910238415002823,
-0.017708148807287216,
0.0680205374956131,
0.008334925398230553,
0.050699252635240555,
-0.031191928312182426,
-0.02488376945257187,
-0.052862465381622314,
-0.03740238398313522,
-0.04103107750415802,
-0.013591639697551727,
0.021005192771553993,
-0.022812163457274437,
-0.005990345496684313,
0.005217128898948431,
-0.025428764522075653,
-0.01789376325905323,
0.04754779487848282,
-0.009877846576273441,
-0.015467791818082333,
0.029497221112251282,
-0.020934199914336205,
0.011465894058346748,
-0.0678277537226677,
-0.10039418190717697,
-0.024264702573418617,
0.029273279011249542,
-0.014109177514910698,
0.00855656061321497,
-0.035764556378126144,
0.03318275511264801,
-0.06323020160198212,
-0.008014573715627193,
-0.037171363830566406,
0.026789439842104912,
0.018322773277759552,
0.019346559420228004,
-0.05264521390199661,
0.007334177382290363,
-0.03024778701364994,
-0.014337688684463501,
-0.07165832072496414,
0.021381117403507233,
0.013558054342865944,
0.027830909937620163,
0.02587743289768696,
0.0021956232376396656,
0.032843686640262604,
-0.023448634892702103,
0.008760057389736176,
0.06126852333545685,
-0.0427045114338398,
0.017267124727368355,
0.06186880171298981,
0.02316570095717907,
-0.012622362934052944,
0.03160052374005318,
-0.01971026510000229,
0.055876389145851135,
0.028025778010487556,
-0.013817735016345978,
-0.04730395972728729,
0.035984333604574203,
-0.02310815639793873,
-0.01291018258780241,
0.04036106914281845,
-0.08157553523778915,
0.03470916301012039,
0.05991454795002937,
-0.06620941311120987,
-0.08696732670068741,
0.03537193313241005,
0.05063764005899429,
0.04880789294838905,
-0.01922038197517395,
0.015353862196207047,
-0.003989522811025381,
0.05068337544798851,
-0.010303596034646034,
-0.04266626015305519,
-0.02885843999683857,
-0.02515810914337635,
0.02829691581428051,
-0.013848005793988705,
0.04936811327934265,
-0.03146784007549286,
-0.03171489015221596,
-0.024088528007268906,
0.04098377004265785,
0.031916294246912,
-0.04085252434015274,
0.027049589902162552,
0.006637569051235914,
0.026153791695833206,
-0.005178515333682299,
-0.013630658388137817,
-0.07608798146247864,
-0.0059519880451262,
-0.034306664019823074,
-0.01750626415014267,
-0.0009542714105919003,
-0.013187635689973831,
-0.047746144235134125,
-0.03568553552031517,
-0.008170503191649914,
0.11557748913764954,
-0.0189818162471056,
0.014301777817308903,
0.06487181782722473,
0.01231727097183466,
-0.05304013192653656,
0.020744677633047104,
-0.0709695890545845,
-0.035178784281015396,
-0.018318893387913704,
0.08099575340747833,
0.046096861362457275,
0.07952021807432175,
0.08300813287496567,
0.03506198897957802,
-0.03494732454419136,
0.04309893772006035,
0.009930265136063099,
-0.00021131712128408253,
-0.026841092854738235,
0.005477658472955227,
0.003580378834158182,
0.03128698840737343,
-0.050811853259801865,
0.06266230344772339,
0.048686180263757706,
0.034623920917510986,
0.011696440167725086,
-0.012574884109199047,
0.06971848011016846,
-0.012711926363408566,
0.012581837363541126,
0.009867236018180847,
0.04028322547674179,
0.010442395694553852,
-0.06388318538665771,
-0.03966638073325157,
-0.013335778377950191,
0.021176720038056374,
0.030499089509248734,
0.010462375357747078,
-0.041723012924194336,
-0.007795386482030153,
0.041145917028188705,
-0.10028357803821564,
0.04466213285923004,
-0.003791204886510968,
-0.023468926548957825,
-0.03130209818482399,
0.01251145452260971,
-0.015505821444094181,
0.031695492565631866,
0.0019680503755807877,
-0.04034681245684624,
0.022533638402819633,
0.00037580233765766025,
0.002121627563610673,
0.020997893065214157,
-0.006179891526699066,
0.031156662851572037,
0.0074467225931584835,
-0.03964494168758392,
0.02139127627015114,
0.027963168919086456,
-0.016278045251965523,
-0.030536791309714317,
0.06382841616868973,
0.032895561307668686,
0.028586706146597862,
-0.056480687111616135,
0.008045736700296402,
-0.04603135585784912,
0.012982947751879692,
-0.02736903354525566,
-0.004475785419344902,
0.0044209882616996765,
0.037062548100948334,
-0.024355733767151833,
-0.0302945077419281,
0.05412255972623825,
-0.0045273383148014545,
-0.05206114798784256,
-0.0014741584891453385,
0.019528593868017197,
-0.053455326706171036,
-0.06977137178182602,
0.018583713099360466,
-0.010575424879789352,
-0.0009369218605570495,
0.04178810864686966,
-0.0011791919823735952,
0.04294131323695183,
0.027666212990880013,
0.024904275313019753,
0.0028822000604122877,
-0.036036260426044464,
-0.04029049724340439,
0.01357874646782875,
0.056540295481681824,
0.030235137790441513,
-0.044535089284181595,
0.004263314418494701,
0.0244144257158041,
0.01730315387248993,
0.003919173963367939,
-0.00884272251278162,
-0.05534527823328972,
-0.026859333738684654,
-0.007744870614260435,
0.047284405678510666,
-0.015561705455183983,
-0.0037215068005025387,
0.008027631789445877,
-0.06108842417597771,
0.02310281991958618,
-0.058615900576114655,
-0.04158850759267807,
-0.03458305448293686,
0.044867660850286484,
-0.001371732447296381,
0.011065874248743057,
-0.048070140182971954,
0.05087530240416527,
-0.019521642476320267,
-0.03940258547663689,
0.022941583767533302,
-0.005988013464957476,
-0.0909142941236496,
0.015271909534931183,
-0.008393351919949055,
-0.03674333170056343,
0.01823940873146057,
0.002056824741885066,
0.04317067191004753,
-0.01976027712225914,
-0.020985161885619164,
-0.033813390880823135,
0.0021101871971040964,
0.07798207551240921,
0.011008215136826038,
0.025116337463259697,
0.01881180889904499,
0.04260385036468506
] |
<p>I have a categorical variable called Torture (=0, torture frequently used by government; =1 often used; 2=never used). Regression of economic INefficiency on torture yields negative coefficient sign.</p>
<p>Does that mean that improvements in torture (i.e., going from 0 to 2) bring down and reduce economic inefficiency?</p>
<p>Or does it mean that torture in general reduces economic inefficiency?</p>
<p>Thanks.</p>
|
g36554
|
[
-0.03210992366075516,
0.01760702393949032,
-0.009875656105577946,
-0.005102347116917372,
0.08366864919662476,
-0.061252351850271225,
0.053954821079969406,
0.019454076886177063,
-0.051117803901433945,
0.01813000813126564,
-0.06012606620788574,
0.07594744116067886,
0.05168952792882919,
-0.01791851408779621,
-0.01007422711700201,
-0.00686710374429822,
0.05870756506919861,
0.040112290531396866,
-0.015778420493006706,
0.023494165390729904,
0.027505209669470787,
0.004719424527138472,
0.012575583532452583,
-0.015249843709170818,
0.05254906788468361,
-0.022702349349856377,
0.0415337011218071,
0.013168103992938995,
-0.07310163229703903,
0.04633688926696777,
0.01719479449093342,
0.009196236729621887,
-0.007007671520113945,
0.005065764766186476,
-0.07533755898475647,
0.004104118328541517,
0.10528815537691116,
0.0788525640964508,
0.005928581114858389,
0.0040305606089532375,
0.05782926827669144,
0.020214905962347984,
0.0589342899620533,
-0.024229882284998894,
-0.015165671706199646,
0.020560242235660553,
0.02249414473772049,
0.03017643839120865,
-0.0321337953209877,
-0.02471478283405304,
0.005205920897424221,
-0.05282772704958916,
-0.008609979413449764,
0.0024981999304145575,
0.040965162217617035,
0.03859489783644676,
-0.012260609306395054,
-0.011235034093260765,
0.0188217144459486,
0.013834175653755665,
0.017055798321962357,
-0.015767963603138924,
0.006151393987238407,
0.005509940907359123,
0.01431515347212553,
0.05961586907505989,
0.02660229615867138,
0.04762299358844757,
0.02462824434041977,
-0.009503716602921486,
-0.04830802604556084,
-0.014282883144915104,
0.034746721386909485,
-0.03264214098453522,
-0.03725295141339302,
0.04331844300031662,
0.019055141136050224,
-0.010138960555195808,
0.001024362281896174,
0.03934198617935181,
-0.027404116466641426,
-0.02405477687716484,
0.04569324478507042,
0.0035622420255094767,
0.032535914331674576,
0.028889302164316177,
0.0609910786151886,
0.029608506709337234,
-0.049528349190950394,
0.025916442275047302,
0.031577590852975845,
0.027527939528226852,
0.021755866706371307,
0.09328357875347137,
-0.022437602281570435,
-0.019787181168794632,
-0.006414828356355429,
-0.023737004026770592,
0.008045143447816372,
0.053662072867155075,
-0.0029983690474182367,
-0.06376161426305771,
0.023023005574941635,
-0.07919107377529144,
-0.028928963467478752,
0.03346216678619385,
0.05321076884865761,
-0.0624181292951107,
-0.026774579659104347,
0.02918076142668724,
-0.009682239033281803,
0.028153957799077034,
-0.04649093747138977,
-0.021069906651973724,
-0.0031665100250393152,
-0.05130896344780922,
0.055781420320272446,
-0.03203866630792618,
-0.03213733807206154,
-0.019912680611014366,
0.024444855749607086,
0.030582882463932037,
0.04462740570306778,
0.01666823774576187,
0.013482383452355862,
0.033067893236875534,
-0.015751244500279427,
0.03878457844257355,
0.027341417968273163,
0.0015637973556295037,
0.00506942393258214,
0.045915376394987106,
0.02475143037736416,
0.0018781879916787148,
-0.0009833505610004067,
0.09452971816062927,
0.0030720438808202744,
0.03591400012373924,
0.006037718150764704,
0.012349937111139297,
-0.027834167703986168,
-0.004128904547542334,
0.008866819553077221,
0.03721099719405174,
-0.049131013453006744,
-0.023682555183768272,
0.02761073410511017,
-0.008230824954807758,
0.0023098525125533342,
-0.02071213163435459,
-0.02879197895526886,
-0.02229917235672474,
-0.03230792656540871,
-0.026196466758847237,
-0.020344529300928116,
0.017615124583244324,
0.0206013061106205,
0.016151947900652885,
0.010974978096783161,
0.017421212047338486,
0.0650637149810791,
-0.037710994482040405,
0.025563128292560577,
0.03937969729304314,
-0.0577334463596344,
-0.004055146127939224,
0.01332686748355627,
-0.027605243027210236,
-0.02654780074954033,
0.009123486466705799,
-0.0034241483081132174,
-0.011721332557499409,
0.023343440145254135,
0.025682738050818443,
0.04747795686125755,
0.009581681340932846,
0.03038986772298813,
0.07511787861585617,
0.003455695929005742,
-0.05373110622167587,
-0.029110169038176537,
0.03564224764704704,
0.04955042526125908,
-0.011843613348901272,
0.002276166807860136,
-0.023435406386852264,
-0.017833055928349495,
0.01337836030870676,
-0.11655527353286743,
-0.011628307402133942,
0.022934161126613617,
-0.01126156933605671,
0.017104698345065117,
-0.002334906719624996,
-0.06958622485399246,
-0.05613473802804947,
0.01191733218729496,
-0.00568810710683465,
-0.03970851004123688,
-0.011540282517671585,
0.007453967351466417,
0.018707353621721268,
0.042627956718206406,
-0.029046954587101936,
-0.05018383264541626,
-0.042273178696632385,
-0.01506976317614317,
-0.01637287437915802,
0.028854824602603912,
0.032723329961299896,
0.03757801279425621,
0.02436705119907856,
0.02442735806107521,
0.016681240871548653,
-0.017800459638237953,
-0.04187236726284027,
0.005490642040967941,
0.02802767977118492,
0.007454777602106333,
-0.050698090344667435,
-0.04619162529706955,
-0.028391137719154358,
0.04369397833943367,
0.03326215595006943,
0.006949869450181723,
0.015688037499785423,
0.03939071297645569,
-0.031131938099861145,
-0.0035536899231374264,
-0.006218513008207083,
-0.020105522125959396,
-0.005280330311506987,
-0.030598348006606102,
-0.09170077741146088,
-0.011967378668487072,
0.0027609998360276222,
0.059787943959236145,
0.02407100796699524,
-0.007734647952020168,
0.04035426303744316,
0.00078389240661636,
-0.03303904086351395,
0.0017008401919156313,
0.0066167740151286125,
0.04494314640760422,
-0.02223481424152851,
-0.012699147686362267,
-0.0012882937444373965,
-0.02727385051548481,
0.06212804839015007,
-0.016851715743541718,
0.03664877265691757,
-0.04209037497639656,
0.03280067443847656,
0.03357043117284775,
-0.02082696370780468,
-0.04194961488246918,
0.01229812204837799,
0.04021225497126579,
0.06247744336724281,
-0.006023883819580078,
0.021292883902788162,
0.00563807412981987,
-0.00817470345646143,
-0.04290855675935745,
-0.014743711799383163,
-0.030104482546448708,
-0.030013270676136017,
0.07878992706537247,
0.02132527343928814,
-0.027061814442276955,
-0.00008420477388426661,
-0.01684136874973774,
-0.01086370088160038,
0.03270907327532768,
-0.04367414489388466,
-0.05765925347805023,
0.03185737878084183,
-0.006197937298566103,
-0.07389257103204727,
0.06071611866354942,
-0.0037057807203382254,
-0.05488632246851921,
0.017775200307369232,
0.01592598482966423,
0.05673113465309143,
0.02540511079132557,
-0.035649120807647705,
-0.06097633019089699,
0.029538312926888466,
-0.01566949114203453,
0.028208600357174873,
0.003945404663681984,
-0.035853736102581024,
0.01166080217808485,
-0.012530087493360043,
0.020381566137075424,
-0.05534765124320984,
0.014804349280893803,
-0.018639324232935905,
-0.04264223575592041,
-0.02893288992345333,
-0.03594953566789627,
-0.0026400762144476175,
0.04380110651254654,
0.056226737797260284,
0.006940885912626982,
0.002814406994730234,
-0.00942568201571703,
-0.03564247116446495,
-0.09888146072626114,
0.005680205300450325,
-0.0221706572920084,
-0.03742603957653046,
-0.06492983549833298,
-0.02915208786725998,
0.01707408018410206,
-0.01028540451079607,
-0.00979351345449686,
0.03295312076807022,
0.03066769428551197,
-0.06955471634864807,
-0.032470330595970154,
0.0010622903937473893,
-0.0017205135663971305,
-0.018485574051737785,
-0.004864380694925785,
-0.0016058821929618716,
0.040931131690740585,
-0.01837904378771782,
0.0017754093278199434,
0.04218320921063423,
-0.02610836923122406,
-0.011635059490799904,
0.007187839597463608,
-0.029887467622756958,
-0.01638989895582199,
-0.029817642644047737,
-0.0675409659743309,
0.05738836154341698,
0.002675828756764531,
-0.04096874222159386,
0.0012209407286718488,
0.024244332686066628,
-0.00663766311481595,
0.028325803577899933,
-0.04434942826628685,
0.029505783692002296,
-0.01790982112288475,
0.022239677608013153,
-0.009839686565101147,
-0.01769666001200676,
-0.0005411803722381592,
-0.01265963539481163,
0.022284021601080894,
-0.035512715578079224,
0.03295568376779556,
-0.02749251388013363,
-0.11775332689285278,
0.05354556441307068,
-0.032080769538879395,
-0.04518437013030052,
-0.036878444254398346,
0.0340241864323616,
-0.019370032474398613,
0.07840374857187271,
0.07436899840831757,
0.0338761992752552,
-0.06438513100147247,
0.008334487676620483,
-0.02539844438433647,
0.05184262618422508,
-0.04347594827413559,
-0.02283906564116478,
-0.05249333009123802,
0.02206259034574032,
0.03767598792910576,
0.02756269834935665,
-0.026802416890859604,
0.013865115121006966,
0.05044204741716385,
-0.059574391692876816,
0.018827907741069794,
0.025934701785445213,
-0.018708515912294388,
-0.08426258713006973,
-0.024783514440059662,
0.014076233841478825,
-0.00367873627692461,
0.02137419953942299,
-0.04588726535439491,
0.03988257050514221,
-0.02326524816453457,
0.0640057921409607,
0.027401264756917953,
0.00820821151137352,
0.046212345361709595,
0.036862198263406754,
0.05743080750107765,
0.02183159440755844,
0.02324366755783558,
-0.03173374384641647,
0.02887525036931038,
0.08799371123313904,
-0.009045504964888096,
-0.03180326893925667,
0.043674979358911514,
0.012653791345655918,
-0.04007531329989433,
-0.03329973667860031,
-0.029782375320792198,
-0.03197738528251648,
-0.057505786418914795,
-0.04766329750418663,
0.010373122058808804,
-0.017063794657588005,
0.04195326194167137,
-0.026345599442720413,
0.03592215105891228,
0.04074260964989662,
0.08529392629861832,
0.03432629629969597,
-0.017973583191633224,
0.005162301007658243,
-0.005653071217238903,
0.06129508838057518,
0.029776589944958687,
0.010137765668332577,
0.008603762835264206,
-0.04466896131634712,
0.05699209123849869,
0.03800392523407936,
-0.000029903594622737728,
0.036925606429576874,
0.0401763990521431,
0.038617007434368134,
-0.04651675000786781,
0.002008122391998768,
0.04971444606781006,
0.005622687749564648,
-0.02398201823234558,
0.015138110145926476,
-0.0681985467672348,
-0.05543733760714531,
-0.029040908440947533,
-0.02449624612927437,
0.023829428479075432,
0.011419807560741901,
-0.04177785664796829,
-0.019319742918014526,
-0.06693010777235031,
0.07642695307731628,
0.012217717245221138,
-0.045992862433195114,
0.03936648741364479,
0.010548132471740246,
0.032003067433834076,
0.02921227738261223,
-0.009513002820312977,
-0.00862154457718134,
-0.02533487230539322,
-0.05744634196162224,
-0.021853163838386536,
-0.008364751003682613,
-0.03864571452140808,
-0.033975642174482346,
-0.02963872067630291,
-0.0007678783731535077,
0.006327781826257706,
0.03511433303356171,
-0.04094488546252251,
-0.03857700899243355,
-0.016915755346417427,
-0.002909536473453045,
0.018367532640695572,
-0.009181037545204163,
-0.006946075242012739,
0.00408282782882452,
0.02355096861720085,
-0.01915345899760723,
0.020607179030776024,
-0.07857173681259155,
0.01223190501332283,
-0.05993831530213356,
-0.03790340572595596,
0.001954495208337903,
-0.02130342274904251,
-0.06245525926351547,
0.018136952072381973,
-0.0770905613899231,
0.016601182520389557,
0.047943998128175735,
0.04347533360123634,
-0.008901854045689106,
-0.0660894587635994,
0.0010338252177461982,
-0.0032489097211509943,
-0.030710358172655106,
0.025787770748138428,
-0.04069623723626137,
-0.04723302647471428,
-0.004282429814338684,
0.041678328067064285,
0.0003747940936591476,
0.0033937895204871893,
-0.04621155560016632,
0.037873491644859314,
-0.05303482338786125,
-0.003669403027743101,
0.03522453457117081,
-0.01576605811715126,
-0.005442281253635883,
0.05055786296725273,
-0.03572208806872368,
-0.030846145004034042,
0.04430399090051651,
-0.006795728579163551,
0.032452620565891266,
0.010922682471573353,
-0.014384078793227673,
0.05493013933300972,
0.0033927196636795998,
0.015250110998749733,
-0.020602727308869362,
0.03625806048512459,
-0.000778167333919555,
-0.046773746609687805,
-0.031077470630407333,
0.04189036414027214,
-0.1066887155175209,
-0.0056203678250312805,
0.01916777342557907,
0.009374992921948433,
0.02805718593299389,
-0.004578303545713425,
-0.00037332825013436377,
-0.002674433868378401,
0.019028760492801666,
0.005615971516817808,
-0.0007354686968028545,
-0.019328245893120766,
-0.07261921465396881,
0.0021157911978662014,
-0.037991851568222046,
0.014661233872175217,
-0.04489579424262047,
-0.05899186059832573,
-0.03666616231203079,
-0.07339071482419968,
-0.008918092586100101,
-0.04199037328362465,
0.001182995387353003,
0.010526132769882679,
0.0054594106040894985,
-0.051005102694034576,
0.021035851910710335,
0.08199869841337204,
0.029110873118042946,
0.07772013545036316,
-0.039825621992349625,
-0.02503974549472332,
0.02993130125105381,
0.007774365600198507,
-0.013443010859191418,
0.03071438893675804,
-0.07401147484779358,
0.011630497872829437,
0.03462311252951622,
0.039508938789367676,
0.053681060671806335,
0.012787246145308018,
0.04894912615418434,
0.02950691431760788,
0.05717835947871208,
0.0002628983638714999,
-0.006925682071596384,
-0.030647162348031998,
-0.016047503799200058,
-0.011187834665179253,
-0.005392852239310741,
-0.02174072153866291,
-0.030458087101578712,
-0.03373751789331436,
-0.049273669719696045,
0.008237676694989204,
0.026153935119509697,
-0.028430553153157234,
0.050809212028980255,
-0.03715725988149643,
0.0363062284886837,
-0.034404877573251724,
0.012268156744539738,
0.014671034179627895,
-0.020805928856134415,
0.008144811727106571,
-0.015019029378890991,
-0.040655676275491714,
-0.006046584341675043,
-0.019626544788479805,
-0.04846109077334404,
0.0070455484092235565,
-0.014653276652097702,
0.06903818249702454,
-0.0341523177921772,
0.04571221396327019,
0.03804498910903931,
-0.0010896067833527923,
0.018117055296897888,
0.0034861708991229534,
-0.030176565051078796,
-0.018792826682329178,
0.004835913889110088,
0.07710111141204834,
0.061436526477336884,
0.07586240768432617,
0.032693903893232346,
0.008966155350208282,
0.0245664045214653,
0.013637927360832691,
-0.008586983196437359,
0.023351380601525307,
-0.049830157309770584,
0.02233739197254181,
-0.011384565383195877,
0.016885051503777504,
0.0692063495516777,
-0.034608468413352966,
-0.0395166240632534,
0.03301720693707466,
-0.0032372938003391027,
-0.04876961559057236,
0.06581626832485199,
-0.04511431232094765,
0.024758942425251007,
-0.050935786217451096,
-0.0382620207965374,
-0.03792804107069969,
0.10040442645549774,
0.02236003614962101,
0.031079132109880447,
-0.01926441118121147,
0.01890990324318409,
-0.03531039133667946,
0.008841143921017647,
-0.04439563676714897,
0.062065932899713516,
0.07509548217058182,
-0.04436572268605232,
-0.047724563628435135,
0.009967855177819729,
-0.011578875593841076,
0.012907415628433228,
0.01241717766970396,
-0.04044452682137489,
0.009883977472782135,
-0.02593376487493515,
0.023238906636834145,
0.02269323170185089,
0.01068572886288166,
-0.008738195523619652,
0.023121049627661705,
-0.02592948079109192,
-0.04688470810651779,
0.054332755506038666,
0.008076607249677181,
0.004421258345246315,
-0.04049955680966377,
-0.056419193744659424,
0.03127039223909378,
-0.012302505783736706,
0.005470959935337305,
0.017819533124566078,
-0.027537478134036064,
-0.0026028528809547424,
0.017101481556892395,
0.036073990166187286,
-0.018133264034986496,
-0.0482809878885746,
-0.06556205451488495,
-0.027284273877739906,
0.027952143922448158,
-0.02593219466507435,
0.06677468121051788,
-0.04265116527676582,
-0.023896092548966408,
0.003374957013875246,
-0.001759063103236258,
-0.010629719123244286,
-0.02529587410390377,
-0.042851731181144714,
-0.04755229875445366,
-0.06673780083656311,
0.008248871192336082,
0.01911006309092045,
0.034958332777023315,
0.02013448067009449,
-0.006323141977190971,
0.0761389434337616,
-0.03787492215633392,
0.026079772040247917,
0.044684216380119324,
0.062435753643512726,
-0.04286007583141327,
-0.012078648433089256,
0.02168772742152214,
0.04053764417767525,
0.011842177249491215,
-0.007848654873669147,
-0.05441604182124138,
-0.019197674468159676,
-0.02991822361946106,
-0.050061434507369995,
0.009857907891273499,
-0.008228421211242676,
0.028126681223511696,
0.01828981563448906,
0.030757766216993332,
-0.047502320259809494,
-0.030069474130868912,
0.026490943506360054,
-0.01230795867741108,
0.021875876933336258,
-0.0009779778774827719,
-0.0655214935541153,
-0.058441296219825745,
-0.02834681235253811,
-0.004344499204307795,
0.0056533231399953365,
-0.026600567623972893,
-0.012244443409144878,
-0.011566083878278732,
-0.021326478570699692,
-0.003970093093812466,
0.0513051338493824,
0.07665379345417023,
0.02170427329838276,
-0.004066310822963715,
0.05485287681221962,
-0.042272720485925674,
0.021995848044753075,
-0.055216316133737564,
-0.0027517396956682205,
-0.005738905631005764,
0.012456418015062809,
0.008949504233896732,
0.02057531848549843,
0.011097588576376438,
0.0039493064396083355,
0.019164668396115303,
-0.025487825274467468,
0.011315378360450268,
-0.10378177464008331,
-0.06212303042411804,
0.029192384332418442,
0.03822857514023781,
0.030172530561685562,
-0.06265328824520111,
-0.008433246985077858,
0.030763011425733566,
-0.01817852258682251,
0.042334843426942825,
0.03429805487394333,
-0.024788372218608856,
-0.009859781712293625,
0.0032467790879309177,
-0.016906138509511948,
0.005970187950879335,
0.010317751206457615
] |
<p>Not sure if this is as complicated as it's ended up in my head, here goes.</p>
<p>I have a series of measurements which measure how risk-prone psychiatric patients are (hereafter referred to as HCR and it's an interval, normally distributed outcome). These measurements come from five different locations within the hospital and are measured at different times on a varying number of occasions (I have the exact date of each measurement for each patient).</p>
<p>It's very simple to model the change in this variable for <i>patients</i> using my old friend lme4- the model looks like this:</p>
<pre><code>HCRmodel=lmer(HCR~Day+Location+(1|patient), data=mydata)
</code></pre>
<p>[in English, the HCR score depends on the day (counting from 1 for each patient) plus an effect for where they are in the hospital and these measurements are clustered in patients]</p>
<p>So far, so good. The problem I'm having is that I would also like to model changes in <i>locations</i> over time. The theory is that each location may have changed over the 5 years of data, say, service A is dealing with riskier and riskier patients, service B with less and less risky, something like that.</p>
<p>Clearly this kind of analysis lends itself to ANOVA, except that the measures are repeated and it's completely unbalanced.</p>
<p>I can't even post where I've got to so far because I haven't really got anywhere- I'm thinking along the lines of calculating the mean levels of risk in each service for each day over the whole study and putting this into a balanced ANOVA design. But I'm a little unsure whether I'd just be munging the data to <i>appear</i> balanced, or whether it really would be balanced.</p>
<p>Any help gratefully received.</p>
|
g73960
|
[
-0.03278614208102226,
-0.044852521270513535,
-0.03561604768037796,
-0.023186391219496727,
-0.009284921921789646,
-0.008197257295250893,
0.02179754339158535,
0.008718823082745075,
-0.04326378181576729,
0.027938080951571465,
-0.02251386269927025,
0.004669761285185814,
0.006311492994427681,
0.007362521253526211,
0.011583945713937283,
0.03414115309715271,
0.02833680808544159,
0.04909682273864746,
-0.03025362268090248,
0.026312576606869698,
0.0015233104350045323,
-0.011488055810332298,
-0.0035059230867773294,
-0.05190841481089592,
-0.032448794692754745,
-0.04891796037554741,
-0.0024159098975360394,
0.05873345211148262,
-0.1115073412656784,
0.03860976919531822,
-0.0341222919523716,
-0.0026248625945299864,
0.020135076716542244,
-0.04832031950354576,
-0.043583597987890244,
-0.027090629562735558,
0.05308078974485397,
0.014965694397687912,
-0.0022003906778991222,
0.01676907017827034,
0.0004415760631673038,
0.023859163746237755,
0.02465152181684971,
0.017457395792007446,
0.0002736399183049798,
-0.025998594239354134,
-0.009942885488271713,
-0.01632550358772278,
0.004747617524117231,
0.020094171166419983,
0.00017662649042904377,
-0.009165369905531406,
0.012415480799973011,
0.03276590630412102,
0.045305486768484116,
0.023530885577201843,
-0.06960858404636383,
0.0173420999199152,
-0.017537087202072144,
-0.001458900747820735,
0.05474959313869476,
-0.015286745503544807,
-0.03603935241699219,
0.02738514170050621,
0.05166631564497948,
0.05194034054875374,
-0.0340922474861145,
-0.011646376922726631,
-0.037357479333877563,
-0.029177449643611908,
-0.03783305361866951,
-0.0046100132167339325,
-0.00007871640264056623,
0.01973896101117134,
-0.020445873960852623,
0.03819923475384712,
-0.028825359418988228,
-0.002847993280738592,
0.0022168923169374466,
0.023021383211016655,
-0.046653687953948975,
0.03414212539792061,
0.04999827221035957,
-0.013308334164321423,
0.10488831996917725,
0.034271448850631714,
0.051097333431243896,
-0.021874146535992622,
-0.000728336104657501,
0.010217346251010895,
0.010010965168476105,
0.01564100757241249,
0.0728275328874588,
0.013268910348415375,
-0.045733436942100525,
-0.08153261989355087,
-0.08775893598794937,
0.04497065022587776,
-0.015442617237567902,
-0.02772853896021843,
-0.05282144993543625,
0.03579428046941757,
-0.017369652166962624,
0.006198525428771973,
-0.09592681378126144,
-0.02597707509994507,
0.014458737336099148,
-0.004482187330722809,
0.0072596375830471516,
-0.02089531719684601,
-0.0050218855030834675,
-0.052582256495952606,
-0.08049090951681137,
0.007737203501164913,
0.026134712621569633,
-0.015889575704932213,
0.015657605603337288,
0.06051185727119446,
-0.04475110396742821,
-0.019863080233335495,
0.031205566599965096,
0.009672775864601135,
-0.004938323982059956,
0.02117648348212242,
-0.0405409000813961,
-0.0064164260402321815,
-0.05522692948579788,
0.10317531228065491,
0.060239408165216446,
0.02165181003510952,
0.022460324689745903,
-0.0010536960326135159,
-0.0301300510764122,
0.07082498073577881,
0.016608037054538727,
0.007371229585260153,
0.033922672271728516,
0.06450361758470535,
0.002367007080465555,
0.03576274216175079,
-0.04239898920059204,
-0.010104004293680191,
0.03391517326235771,
-0.020108545199036598,
-0.0036102670710533857,
0.042634133249521255,
0.0124035170301795,
-0.0261747557669878,
0.018972204998135567,
-0.0033171079121530056,
-0.01037830300629139,
0.10480061173439026,
-0.05257883295416832,
0.004971793852746487,
-0.03855990618467331,
-0.030478477478027344,
-0.05514911934733391,
0.04491685703396797,
-0.03366794064640999,
-0.011516157537698746,
-0.0063531300984323025,
-0.04540368542075157,
0.016275575384497643,
-0.05508387088775635,
-0.023912740871310234,
0.022487973794341087,
0.014180890284478664,
-0.007157573942095041,
-0.0692027285695076,
0.015587115660309792,
-0.030766086652874947,
-0.01472910214215517,
0.03376872465014458,
-0.04641707241535187,
0.03750597685575485,
0.03710830584168434,
0.019097236916422844,
-0.024685217067599297,
0.03677269071340561,
0.026100846007466316,
0.006667047739028931,
-0.00969572551548481,
0.05150054395198822,
-0.0652981773018837,
0.007278369273990393,
-0.021700402721762657,
-0.0024491760414093733,
0.010648580268025398,
-0.08729520440101624,
-0.059569552540779114,
0.013100884854793549,
0.0038541986141353846,
-0.03663095459342003,
-0.006791793741285801,
-0.03220434859395027,
-0.01152556948363781,
0.021958613768219948,
-0.039244145154953,
-0.020492374897003174,
0.09416455775499344,
0.01520148292183876,
0.013918687589466572,
-0.012187899090349674,
0.06989505141973495,
-0.023418249562382698,
0.004268638789653778,
0.043556004762649536,
-0.020548047497868538,
-0.030960645526647568,
-0.023569380864501,
-0.028894906863570213,
-0.04691188037395477,
0.0022057117894291878,
0.024490052834153175,
0.027876025065779686,
0.03090868704020977,
0.0430661141872406,
0.038725368678569794,
0.03001505136489868,
0.03571511059999466,
0.010387759655714035,
-0.031029360368847847,
0.0539948046207428,
0.007169875781983137,
-0.017863014712929726,
0.030495544895529747,
0.07074315845966339,
-0.006263985298573971,
-0.01108416635543108,
-0.0014094155048951507,
-0.027442334219813347,
0.05805054306983948,
-0.007580738514661789,
-0.005055640824139118,
0.06780984997749329,
0.03129899874329567,
-0.04219280183315277,
0.031689636409282684,
-0.02603745460510254,
-0.017412006855010986,
0.023998435586690903,
-0.005368958692997694,
-0.02385776676237583,
-0.01044369488954544,
0.058806244283914566,
-0.014795544557273388,
0.020539769902825356,
-0.04099781811237335,
-0.00029977926169522107,
0.05455724149942398,
-0.03193340450525284,
0.022186435759067535,
-0.0016645151190459728,
-0.042499005794525146,
0.051473744213581085,
-0.0387311652302742,
-0.008286151103675365,
0.022175485268235207,
0.019940994679927826,
0.041152313351631165,
-0.008871147409081459,
0.00010357079736422747,
0.020254138857126236,
0.047183822840452194,
0.021110959351062775,
-0.014001533389091492,
0.04947627708315849,
-0.07730481773614883,
-0.04157286882400513,
0.001521971309557557,
0.0025145818945020437,
0.030902856960892677,
0.022076159715652466,
0.10191293805837631,
0.024895409122109413,
-0.02264779433608055,
-0.02610784024000168,
-0.05523297190666199,
0.0522269606590271,
0.02445714734494686,
0.08862589299678802,
-0.03584384173154831,
-0.02547544240951538,
-0.04902183637022972,
0.023648777976632118,
0.07719147950410843,
0.11759672313928604,
0.02350214682519436,
-0.022710075601935387,
-0.01444188691675663,
-0.009563574567437172,
0.0010249712504446507,
0.01583854667842388,
-0.04145167022943497,
-0.021894963458180428,
-0.0012660396751016378,
0.03298170492053032,
-0.05801665410399437,
0.020397964864969254,
0.013243264518678188,
-0.07216762006282806,
-0.007204428315162659,
0.013450530357658863,
0.009036256931722164,
0.03925347328186035,
-0.040436431765556335,
-0.0018457582918927073,
0.0472383052110672,
0.07277916371822357,
-0.0029953180346637964,
0.005594821181148291,
-0.04885762557387352,
-0.02231697179377079,
-0.021178949624300003,
0.0030375674832612276,
-0.0028195588383823633,
-0.022898046299815178,
-0.015565621666610241,
0.04003258794546127,
-0.004054679535329342,
0.02170025184750557,
-0.024456016719341278,
-0.0201260969042778,
0.01556771993637085,
0.022875620052218437,
0.0497412271797657,
-0.055962786078453064,
0.06011371314525604,
-0.09658990055322647,
0.032466232776641846,
0.03189019858837128,
0.033967867493629456,
0.045387692749500275,
-0.022068839520215988,
-0.02964010275900364,
-0.04978422448039055,
-0.010459261946380138,
-0.021346893161535263,
0.019450893625617027,
0.058377087116241455,
-0.0456499420106411,
-0.042481787502765656,
-0.0001431377895642072,
-0.03209279105067253,
0.0012745542917400599,
-0.02263166382908821,
-0.006630119401961565,
-0.031335558742284775,
0.03726949170231819,
-0.031353529542684555,
0.006584177725017071,
-0.03315601870417595,
0.02032334916293621,
-0.057897746562957764,
0.06250955909490585,
-0.03379325568675995,
0.011645548045635223,
-0.002425506943836808,
-0.015228571370244026,
-0.0030484909657388926,
-0.01019154954701662,
-0.06420710682868958,
-0.09052805602550507,
-0.012444120831787586,
-0.007112334948033094,
0.013017413206398487,
0.04188651964068413,
0.03738129884004593,
0.05047796666622162,
-0.0427219532430172,
0.039817675948143005,
0.009144346229732037,
0.008795433677732944,
-0.0741252675652504,
-0.0027565117925405502,
0.018774867057800293,
0.04051816090941429,
0.052931249141693115,
-0.014350232668220997,
0.05676313489675522,
0.044306863099336624,
-0.010625476017594337,
0.006517006549984217,
-0.0322161540389061,
-0.037788547575473785,
-0.030031269416213036,
0.00450224569067359,
-0.002749339211732149,
0.010848624631762505,
0.008306127972900867,
-0.035878684371709824,
-0.04431594908237457,
-0.04306574538350105,
0.021785642951726913,
0.054670725017786026,
0.012993941083550453,
-0.03113546222448349,
-0.027855299413204193,
-0.0289390180259943,
0.07790002226829529,
-0.0005649675149470568,
-0.016649320721626282,
0.07541864365339279,
0.018164660781621933,
-0.009806177578866482,
-0.032878223806619644,
-0.007000857498496771,
-0.03677196800708771,
-0.05857755243778229,
0.018566984683275223,
-0.017032887786626816,
0.009903231635689735,
-0.0012178805191069841,
-0.0888233557343483,
0.08062943816184998,
0.019118156284093857,
0.07137679308652878,
-0.042455706745386124,
-0.011139229871332645,
0.008407697081565857,
0.008139470592141151,
0.0000522421978530474,
0.010488769970834255,
-0.010343942791223526,
0.044637639075517654,
0.01557762362062931,
-0.034851428121328354,
0.000004995052677259082,
0.023745618760585785,
-0.02257842943072319,
0.006962401792407036,
0.027700280770659447,
-0.02068191021680832,
-0.0014796815812587738,
0.028323162347078323,
0.01701616682112217,
-0.005634602624922991,
-0.0191282220184803,
-0.0318261943757534,
-0.05658247694373131,
-0.01700938306748867,
-0.03681361302733421,
-0.014299407601356506,
0.03226383030414581,
-0.03082634136080742,
0.028864257037639618,
-0.07724682241678238,
-0.035318490117788315,
0.04087870568037033,
0.026724444702267647,
-0.0418456494808197,
0.067011758685112,
0.054712988436222076,
-0.017104677855968475,
0.015298881568014622,
-0.032785020768642426,
-0.0007649118197150528,
-0.016493484377861023,
0.034783076494932175,
0.06268009543418884,
-0.028712358325719833,
0.01335837971419096,
-0.06083303317427635,
-0.045151397585868835,
-0.06371161341667175,
-0.038254570215940475,
-0.016135256737470627,
-0.021671464666724205,
-0.0019897709134966135,
-0.035048630088567734,
0.017974447458982468,
-0.0258439090102911,
0.008673503063619137,
-0.03564613312482834,
0.03955349326133728,
0.028071114793419838,
0.027531398460268974,
0.005459952168166637,
0.027668790891766548,
0.015987049788236618,
-0.011571669019758701,
-0.019800769165158272,
0.021889550611376762,
-0.015168588608503342,
0.008241807110607624,
-0.01565535180270672,
-0.03855401277542114,
-0.07399270683526993,
-0.008851352147758007,
-0.007941707968711853,
-0.05066464841365814,
0.01560191810131073,
0.08118128031492233,
-0.0009400715352967381,
0.06912902742624283,
-0.04034285992383957,
-0.012449443340301514,
0.020383283495903015,
-0.02532460168004036,
-0.05132274702191353,
-0.011118339374661446,
0.05558878555893898,
0.03443263843655586,
-0.03893369808793068,
-0.03579523414373398,
0.02304106205701828,
0.013463323004543781,
-0.01830741949379444,
0.00936795026063919,
0.03334157541394234,
0.01988254301249981,
-0.017237335443496704,
0.08446289598941803,
0.024231962859630585,
-0.0002333913289476186,
-0.021355638280510902,
-0.09603259712457657,
0.01730305515229702,
0.03238273784518242,
-0.02801869623363018,
0.0020371524151414633,
-0.00040771072963252664,
0.051492203027009964,
0.03259307146072388,
0.032915715128183365,
-0.03362656012177467,
0.00046112597920000553,
-0.032707683742046356,
0.015980921685695648,
-0.03622422367334366,
0.02400483377277851,
0.011236071586608887,
-0.062369879335165024,
0.01605748012661934,
-0.03442981466650963,
0.02298850566148758,
-0.051238760352134705,
0.03048960492014885,
0.02412070520222187,
0.002369154244661331,
-0.06137228384613991,
-0.03410313278436661,
0.01594747044146061,
-0.037418901920318604,
0.006289192941039801,
-0.030676770955324173,
-0.036852460354566574,
-0.03239038586616516,
-0.029571890830993652,
-0.010191744193434715,
-0.01821812614798546,
-0.015109137631952763,
0.061254289001226425,
0.05304796248674393,
0.020964764058589935,
-0.00030691680149175227,
0.020264284685254097,
-0.009091704152524471,
0.0018830465851351619,
-0.0278127770870924,
0.00752584682777524,
0.032549817115068436,
-0.012247074395418167,
0.028754662722349167,
0.029794735834002495,
-0.003273759037256241,
-0.04576824977993965,
0.002007878851145506,
0.039148639887571335,
0.047392960637807846,
0.07998554408550262,
-0.040703676640987396,
0.019502364099025726,
-0.024499019607901573,
-0.00966844242066145,
0.009401131421327591,
-0.04480290785431862,
-0.014681636355817318,
-0.017743967473506927,
0.023403417319059372,
-0.051196031272411346,
-0.022946052253246307,
0.0014141794526949525,
0.04587686434388161,
-0.008006229065358639,
0.03548464924097061,
-0.027118975296616554,
-0.03618401288986206,
0.0029882953967899084,
-0.05466165393590927,
-0.05224534869194031,
0.015163193456828594,
-0.0003721226239576936,
0.019557397812604904,
-0.008806777186691761,
-0.0011488693999126554,
-0.02880816161632538,
-0.0059934151358902454,
-0.007214803248643875,
-0.02035490982234478,
0.012611203826963902,
-0.03761659935116768,
-0.005416654050350189,
0.007268537767231464,
0.012785348109900951,
0.0060702781192958355,
-0.0415593758225441,
-0.0017584706656634808,
0.007001837249845266,
-0.020166411995887756,
0.007522633299231529,
0.007987095043063164,
0.0480479896068573,
0.07307986170053482,
-0.019599881023168564,
-0.004732773173600435,
0.003983535338193178,
0.025227928534150124,
-0.026084493845701218,
0.028176255524158478,
0.029763024300336838,
0.015655655413866043,
-0.027415668591856956,
-0.012461768463253975,
0.019751280546188354,
0.060390617698431015,
-0.053290486335754395,
-0.015066324733197689,
0.025835782289505005,
0.044178348034620285,
-0.004882665816694498,
0.03470424562692642,
-0.009860322810709476,
0.05348168686032295,
-0.06471066921949387,
0.03542620688676834,
-0.05136778950691223,
0.08227849751710892,
0.021426713094115257,
0.04418674483895302,
-0.03273855522274971,
0.051760002970695496,
-0.0024429899640381336,
0.020374709740281105,
0.006907332688570023,
-0.0016357582062482834,
0.04169328138232231,
-0.0021745720878243446,
-0.013536309823393822,
0.06944721937179565,
0.021899480372667313,
0.012784604914486408,
0.009427415207028389,
-0.033959075808525085,
0.00277501018717885,
0.023512788116931915,
0.05721670761704445,
0.005257979966700077,
0.024329781532287598,
0.006925961468368769,
-0.03224693611264229,
-0.06070307642221451,
-0.004105490166693926,
-0.00812996830791235,
0.010893767699599266,
0.08457549661397934,
0.008828898891806602,
-0.0023824817035347223,
0.023308265954256058,
-0.027781419456005096,
0.009067322127521038,
0.035770233720541,
-0.013464312069118023,
0.027178924530744553,
0.0038786674849689007,
0.01894879899919033,
0.02516724169254303,
0.06406358629465103,
-0.012574863620102406,
0.03643647953867912,
0.04879525676369667,
0.006496765650808811,
-0.033371321856975555,
-0.00896200817078352,
-0.004930402617901564,
0.06848735362291336,
0.007828418165445328,
0.00168985512573272,
0.004361283965408802,
-0.020554183050990105,
-0.03651001304388046,
-0.07815016061067581,
-0.008838243782520294,
0.0598066970705986,
-0.06628777831792831,
0.03323150426149368,
-0.012815767899155617,
0.032048530876636505,
-0.013028277084231377,
-0.02414795756340027,
0.044716063886880875,
0.015750765800476074,
0.023015035316348076,
0.035613127052783966,
-0.0011473540216684341,
-0.048052795231342316,
-0.04663733392953873,
-0.05694349482655525,
0.0382436104118824,
-0.023444097489118576,
-0.024847300723195076,
0.02502899058163166,
0.013396011665463448,
-0.0032418861519545317,
-0.06714461743831635,
-0.01480238325893879,
-0.025217758491635323,
-0.04854174330830574,
-0.030467715114355087,
-0.006393467076122761,
-0.08399828523397446,
-0.0024048774503171444,
0.0004547933058347553,
-0.0020513562485575676,
0.046847864985466,
-0.013553963974118233,
-0.0041962009854614735,
0.02284972183406353,
-0.002449162770062685,
0.012684537097811699,
-0.035392384976148605,
-0.0689879059791565,
-0.10642329603433609,
-0.015789354220032692,
0.12484665960073471,
-0.01981285586953163,
0.034619592130184174,
0.03261041268706322,
-0.04114506021142006,
-0.049962449818849564,
-0.0340733677148819,
-0.031033223494887352,
0.03244837746024132,
0.03989841416478157,
-0.033664118498563766,
0.04003281518816948,
0.008215023204684258,
0.004476991482079029,
0.023205282166600227,
-0.05958576500415802,
-0.056215208023786545,
-0.01693522185087204,
0.009200774133205414,
0.030561000108718872,
-0.0034494048450142145,
0.016123658046126366,
0.049968186765909195,
-0.029976939782500267,
0.0038397570606321096,
0.0030139305163174868,
-0.02583184279501438,
-0.06866417825222015,
-0.029841968789696693,
0.01665801741182804,
-0.012031338177621365,
-0.02076648361980915,
0.027902456000447273,
-0.006426711566746235
] |
<p>Let's say I want to implement an algorithm based on a paper or book and publish it under a non-proprietary but not necessarily non-commercial-friendly license (e.g. on a blog).</p>
<p>Is it legal to do this? </p>
<p>I know that a general all covering answer cannot be either yes or no, so I want to know additionally how to find out quickly whether this is legal or not. Some examples would be great. Here are some examples for discussion</p>
<ul>
<li>Apache Commons Math stated in their <a href="http://commons.apache.org/math/developers.html" rel="nofollow">developer guide</a>, that all developers should check for license issues before committing and link to <a href="http://www.nr.com/" rel="nofollow">Numerical Recipes</a> as an example. This is the first time ever I saw such a warning. I do not have access to this book (neither online nor in dead-tree-format). What does the legal warning looks like ?</li>
<li>Papers linked for download on the page of the author normally do not contain a legal warning. Does it mean that the algorithms are ... free?</li>
<li>According to wikipedia, Random Forest is a trademarked term. Does that mean, that noone is allowed to implement this algorithm ? One can give it another name (like Good-Luck-Forests), since reproducing the exact algorithm given that not all details are published in paper (normally) is nearly impossible. </li>
<li>What about papers where the access is both restricted and not. See for example the paper <em>"Alternatives to the Median Absolute Deviation"</em>, which has been published in the Journal of the American Statistical Association, but which can be <a href="http://www.jstor.org/pss/2291267" rel="nofollow">bought now via JSTOR</a> or be downloaded from <a href="http://web.ipac.caltech.edu/staff/fmasci/home/statistics_refs/BetterThanMAD.pdf" rel="nofollow">this page</a>. Did Frank Masci, the uploader of this paper, break the law?</li>
</ul>
<p>A lot of papers with or without restricted access can be found online. </p>
<p><strong>Disclaimer:</strong> No answer should be treated as legal advice one can refer to before court.</p>
|
g73961
|
[
0.03362611308693886,
0.007619806099683046,
-0.0004274966777302325,
-0.013282573781907558,
-0.011350133456289768,
-0.02652888186275959,
0.00025312326033599675,
0.01806291751563549,
-0.011289171874523163,
0.01224500685930252,
0.022559693083167076,
0.004684257321059704,
0.0836043432354927,
0.03384734317660332,
-0.05094875022768974,
0.013967864215373993,
0.037746015936136246,
-0.013515477068722248,
-0.011364833451807499,
-0.010459735058248043,
-0.008388574235141277,
0.05227333679795265,
-0.026304328814148903,
0.01076786033809185,
-0.0637730062007904,
-0.031690023839473724,
-0.02179533615708351,
-0.05719386041164398,
-0.07121111452579498,
0.004159834701567888,
-0.03251031041145325,
-0.019127072766423225,
0.05008089169859886,
-0.011078485287725925,
-0.0016021524788811803,
-0.003767554182559252,
0.028481390327215195,
-0.03078109584748745,
-0.0122396694496274,
0.011038878932595253,
-0.04270811378955841,
0.06085953116416931,
0.0037424659822136164,
0.01694597490131855,
-0.05239492282271385,
0.05291535332798958,
-0.0241825170814991,
0.0004854124563280493,
0.04385592043399811,
-0.010834356769919395,
0.005573072005063295,
-0.008852069266140461,
-0.027059463784098625,
-0.02897682413458824,
-0.037007372826337814,
0.013930263929069042,
-0.01913473941385746,
0.011015485040843487,
0.019058825448155403,
-0.06522104144096375,
0.02796761691570282,
-0.007832184433937073,
0.011198961175978184,
0.02117854915559292,
0.02693592756986618,
0.057036854326725006,
0.006377458572387695,
0.0003979150205850601,
0.014915063045918941,
0.033035650849342346,
-0.005099482834339142,
0.01220967061817646,
0.020276743918657303,
-0.05418642982840538,
-0.043528471142053604,
-0.011100678704679012,
-0.03527604043483734,
0.010036710649728775,
-0.011058120056986809,
0.07950225472450256,
-0.0057664234191179276,
0.04418633133172989,
0.02450506202876568,
0.011872329749166965,
0.0524221695959568,
0.010367373004555702,
0.005197870545089245,
-0.026900557801127434,
0.046332910656929016,
0.03154719993472099,
0.023910000920295715,
0.0018994022393599153,
0.04942028224468231,
-0.001442200387828052,
0.007214084733277559,
-0.02033105306327343,
-0.05322248861193657,
-0.0215454064309597,
-0.022318309172987938,
0.02087966538965702,
-0.07932741940021515,
0.016086043789982796,
0.0016507890541106462,
-0.00933602824807167,
-0.04931490123271942,
0.004301501903682947,
0.09825785458087921,
0.0023488022852689028,
-0.026455653831362724,
-0.011181333102285862,
0.00689009390771389,
-0.003161114640533924,
-0.056012727320194244,
-0.038708701729774475,
-0.05231265723705292,
-0.025709014385938644,
0.0751049593091011,
0.003422138746827841,
0.024551428854465485,
0.03189908713102341,
-0.0013701457064598799,
0.005431303754448891,
0.08725327253341675,
0.03820480406284332,
-0.02618328668177128,
0.01091691106557846,
0.011060118675231934,
-0.0062411511316895485,
0.002622811822220683,
-0.050713054835796356,
0.024978486821055412,
-0.032247357070446014,
-0.0028881689067929983,
0.07832412421703339,
-0.037267055362463,
0.04563957452774048,
-0.00709172710776329,
0.05595070496201515,
-0.009214691817760468,
-0.03228342905640602,
-0.030711302533745766,
0.04296667128801346,
-0.02536885254085064,
0.017470087856054306,
0.0059285215102136135,
0.05017257481813431,
-0.03447204455733299,
0.023886872455477715,
0.020199712365865707,
0.040244974195957184,
-0.01755513995885849,
-0.02883797697722912,
-0.03689524903893471,
0.02232765406370163,
0.01980164833366871,
0.016151441261172295,
-0.013336456380784512,
0.056665387004613876,
-0.0530707873404026,
0.004479716066271067,
0.03350222483277321,
0.005582399666309357,
-0.02152727171778679,
0.04077303037047386,
-0.04965212941169739,
0.038474876433610916,
-0.024220377206802368,
0.020092785358428955,
-0.029562927782535553,
-0.03430262953042984,
-0.03170020133256912,
0.07831306755542755,
-0.023768559098243713,
-0.008077853359282017,
0.0191581379622221,
0.03277457877993584,
0.030335117131471634,
-0.023643074557185173,
0.04952523112297058,
-0.012335156090557575,
-0.011236379854381084,
-0.013237635605037212,
0.0026713195256888866,
-0.008063551038503647,
-0.001788855530321598,
-0.012249043211340904,
0.015012561343610287,
-0.04530441015958786,
0.021982518956065178,
-0.026312557980418205,
-0.010504171252250671,
0.02699185162782669,
0.02837357670068741,
-0.005732249468564987,
-0.050694432109594345,
-0.003737060120329261,
-0.04804408177733421,
0.03305342048406601,
0.0358547642827034,
0.03182400390505791,
0.0584590807557106,
0.04925834760069847,
-0.08904193341732025,
0.008278763853013515,
-0.00574816158041358,
0.003895248519256711,
0.025772972032427788,
-0.04713227227330208,
-0.012840666808187962,
-0.004593531135469675,
0.005775786470621824,
-0.0481170117855072,
-0.01047856267541647,
0.0443216972053051,
0.05077327415347099,
0.04218561202287674,
-0.037439506500959396,
-0.011026844382286072,
-0.03934069350361824,
-0.0021362644620239735,
0.042996928095817566,
-0.03349291533231735,
-0.015305130742490292,
-0.04593435302376747,
-0.011843321844935417,
-0.011072604916989803,
-0.04177528992295265,
-0.0010424797656014562,
-0.0043835751712322235,
-0.006265056319534779,
0.009760373272001743,
-0.08681267499923706,
-0.04847709462046623,
-0.04526115208864212,
0.0432659313082695,
0.04651428759098053,
0.007965712808072567,
-0.017090534791350365,
0.0377797856926918,
0.014837357215583324,
0.04215434193611145,
-0.046660732477903366,
-0.04523148015141487,
0.06303328275680542,
0.02839503064751625,
-0.06580965220928192,
0.02228367328643799,
0.029706720262765884,
-0.01723133586347103,
0.03756901994347572,
0.05445903539657593,
0.014193379320204258,
0.028378592804074287,
0.012348967604339123,
-0.01722203940153122,
0.0015003831358626485,
0.03635356202721596,
-0.023718608543276787,
-0.027628857642412186,
0.0347658209502697,
0.05890896916389465,
0.029439155012369156,
0.013189873658120632,
0.008093009702861309,
0.008409647271037102,
0.03828173503279686,
-0.018354084342718124,
-0.0018839071271941066,
-0.05104874074459076,
0.027867086231708527,
-0.03562644124031067,
-0.004061894025653601,
0.00038238748675212264,
0.038283318281173706,
-0.0007932882872410119,
0.09501533955335617,
0.02902417629957199,
0.013128937222063541,
-0.024822939187288284,
0.018557341769337654,
0.01756952702999115,
-0.05073332041501999,
-0.03394411876797676,
0.014915564097464085,
0.0002689519023988396,
0.00887283030897379,
-0.048130232840776443,
-0.01943901926279068,
-0.05024531111121178,
-0.06004267930984497,
0.018335329368710518,
-0.010755703784525394,
0.01116031501442194,
0.012895380146801472,
-0.01972377672791481,
0.027662310749292374,
-0.037818312644958496,
0.04117480665445328,
0.021331921219825745,
-0.006503649055957794,
-0.00794285349547863,
0.00924524012953043,
0.047080155462026596,
0.04051382467150688,
0.0761231780052185,
-0.0548163466155529,
-0.009711604565382004,
0.008569481782615185,
0.07568597048521042,
0.0032869763672351837,
0.03511615842580795,
0.013977964408695698,
0.0006350094918161631,
0.018571851775050163,
0.020257657393813133,
0.037834230810403824,
-0.020264994353055954,
0.012001842260360718,
-0.0012117543956264853,
-0.02502887137234211,
-0.004990307614207268,
-0.05055375024676323,
-0.019223427399992943,
-0.0299196969717741,
-0.008282851427793503,
0.001830037566833198,
-0.039206210523843765,
0.06340217590332031,
0.025661205872893333,
-0.05425366014242172,
0.04882027581334114,
0.016533035784959793,
0.043979376554489136,
-0.059972405433654785,
-0.03917160630226135,
-0.07983596622943878,
0.045793406665325165,
-0.03312637656927109,
0.06969114392995834,
0.001145105343312025,
0.03810539096593857,
-0.09600190073251724,
-0.036673951894044876,
-0.05112612619996071,
-0.03939999267458916,
0.004094854928553104,
0.030735217034816742,
0.019986897706985474,
-0.03754684329032898,
0.0217939093708992,
0.09269971400499344,
-0.0512240044772625,
-0.029224909842014313,
-0.032519012689590454,
0.03437843173742294,
0.07515376806259155,
-0.0411706306040287,
0.06727276742458344,
-0.0036091047804802656,
-0.014495802111923695,
-0.028952112421393394,
-0.016146136447787285,
0.03800906985998154,
-0.041861314326524734,
0.0006534269778057933,
0.042785633355379105,
0.08456055074930191,
0.052513524889945984,
-0.020649978891015053,
0.01811174862086773,
-0.003974554594606161,
-0.05072261393070221,
0.06316360086202621,
0.00938732735812664,
-0.042120032012462616,
-0.004245841410011053,
-0.002946358174085617,
0.02728138491511345,
-0.0019316504476591945,
0.04741806536912918,
0.005052499007433653,
0.02866056002676487,
0.0024438893888145685,
0.003984203562140465,
0.005583491176366806,
-0.038493916392326355,
0.011558751575648785,
0.010009621270000935,
0.037634141743183136,
-0.004671451169997454,
-0.012616574764251709,
-0.042704831808805466,
-0.019301677122712135,
0.006421587895601988,
0.016152456402778625,
0.002431537490338087,
-0.07376661151647568,
-0.008166869170963764,
0.02287529781460762,
0.09350844472646713,
-0.007008362095803022,
0.01087063830345869,
-0.009387421421706676,
0.035379111766815186,
-0.00896322913467884,
0.08592681586742401,
-0.019502459093928337,
-0.01081471424549818,
-0.0381845086812973,
-0.023924142122268677,
-0.026764972135424614,
-0.029116149991750717,
-0.06531782448291779,
0.005393624771386385,
0.002573631936684251,
-0.017503444105386734,
0.04401303455233574,
-0.02577867917716503,
-0.08046024292707443,
-0.006728139705955982,
-0.02646477520465851,
-0.009602590464055538,
-0.04243138059973717,
0.039062123745679855,
-0.05283418297767639,
0.003105422016233206,
0.05039786174893379,
0.0022102422080934048,
0.043363578617572784,
-0.00720354774966836,
0.047038789838552475,
-0.0040362230502069,
-0.01140416320413351,
-0.006618430372327566,
-0.043899521231651306,
-0.02837812341749668,
-0.03552624210715294,
0.0595085546374321,
0.04576250910758972,
-0.031218228861689568,
0.008560780435800552,
0.006009921431541443,
0.0121074840426445,
-0.0022688524331897497,
-0.021953832358121872,
0.07094026356935501,
0.03127396106719971,
0.06546992808580399,
-0.003189284587278962,
0.0012188440887257457,
0.08901064097881317,
-0.034669965505599976,
0.021900733932852745,
-0.015482624061405659,
-0.0010525081306695938,
-0.021863067522644997,
-0.026491254568099976,
0.03581105172634125,
0.017275428399443626,
-0.030674055218696594,
0.04811159148812294,
-0.0656353011727333,
-0.017765043303370476,
-0.011870565824210644,
-0.0035388951655477285,
-0.007492642384022474,
-0.028100376948714256,
-0.05223230645060539,
0.018102966248989105,
-0.016338536515831947,
0.010821772739291191,
0.003149614669382572,
0.008906044997274876,
0.03245304152369499,
-0.019753795117139816,
0.010233033448457718,
0.07325224578380585,
0.004478637129068375,
0.004404382314532995,
-0.029359426349401474,
-0.038578473031520844,
0.03046817146241665,
0.01113854069262743,
-0.014786769635975361,
0.04851096495985985,
0.024311445653438568,
0.05157315358519554,
-0.03319943696260452,
0.006080164574086666,
-0.04431290179491043,
0.019757619127631187,
0.011251596733927727,
0.021020427346229553,
0.005486436653882265,
0.012608111836016178,
-0.011761253699660301,
0.02028932422399521,
0.0015529359225183725,
-0.004046441521495581,
-0.04439324513077736,
-0.002951699309051037,
-0.001110925804823637,
0.037095919251441956,
0.009526806883513927,
-0.0003973444108851254,
-0.026633014902472496,
0.08422379940748215,
0.03714381530880928,
0.04715573787689209,
-0.04667779430747032,
0.020632874220609665,
0.06231163442134857,
-0.04674029350280762,
-0.0007251908537000418,
0.021672947332262993,
-0.06357557326555252,
-0.031080041080713272,
0.027651993557810783,
-0.01669234223663807,
-0.01095015462487936,
-0.0073038130067288876,
-0.0380994938313961,
0.026660922914743423,
0.02499237097799778,
-0.006216433830559254,
-0.09984954446554184,
-0.04383866488933563,
0.040635183453559875,
-0.007440284360200167,
0.044672708958387375,
-0.05880182236433029,
-0.0016532562440261245,
-0.029626313596963882,
-0.0057325889356434345,
-0.03221593424677849,
0.00758611923083663,
-0.002301890170201659,
-0.016578301787376404,
0.019220171496272087,
-0.00004913242082693614,
0.007950281724333763,
-0.005379535723477602,
0.055653635412454605,
0.010030110366642475,
-0.04318255931138992,
-0.05978209897875786,
0.015486998483538628,
0.007412644103169441,
0.01637957990169525,
-0.10102268308401108,
0.05124847590923309,
0.03131934627890587,
0.021494964137673378,
-0.0013759451685473323,
0.0404069684445858,
-0.015088142827153206,
-0.038156285881996155,
-0.0016204925486817956,
0.01806260086596012,
0.03498147055506706,
0.04049361124634743,
0.014645411632955074,
0.04595138877630234,
0.008062678389251232,
0.0023388583213090897,
0.03760408237576485,
-0.012041272595524788,
-0.0924135372042656,
-0.028851404786109924,
0.0687284767627716,
-0.0674353539943695,
-0.02810455486178398,
-0.037321388721466064,
0.007152218371629715,
-0.016759071499109268,
-0.00680839829146862,
-0.04480219632387161,
-0.025545090436935425,
0.01101340539753437,
-0.060283757746219635,
0.029712282121181488,
-0.02254425548017025,
0.0026316812727600336,
0.004406774882227182,
-0.002427428960800171,
-0.005144212394952774,
-0.05856700986623764,
0.0373835414648056,
-0.028742758557200432,
-0.06772764772176743,
-0.027761681005358696,
-0.0012546115322038531,
-0.010629037395119667,
0.05996023491024971,
-0.04314197972416878,
-0.029542388394474983,
-0.005217789672315121,
0.009434870444238186,
-0.010137829929590225,
-0.000029343951609916985,
-0.02389403246343136,
-0.02999032288789749,
0.05336176976561546,
-0.03820471465587616,
-0.07127000391483307,
0.0555415116250515,
0.0006442468729801476,
0.033778756856918335,
0.009846460074186325,
-0.034738216549158096,
-0.05551102012395859,
0.024896325543522835,
0.057803574949502945,
-0.017291195690631866,
-0.050382670015096664,
-0.0532519556581974,
-0.08659649640321732,
-0.0651506781578064,
-0.03879460319876671,
-0.0651780366897583,
-0.030822178348898888,
-0.012018587440252304,
0.022675970569252968,
-0.011095958761870861,
-0.044603876769542694,
0.09554441273212433,
-0.04711691662669182,
0.0485733225941658,
0.03166622668504715,
0.05348880961537361,
0.02301400527358055,
0.022931348532438278,
-0.008990250527858734,
-0.00989465694874525,
-0.04593619331717491,
0.040532469749450684,
-0.0828738734126091,
0.015447710640728474,
0.05610831454396248,
-0.019701477140188217,
-0.0006214135210029781,
0.014194974675774574,
0.023015717044472694,
0.03509825840592384,
0.04772442951798439,
0.022789467126131058,
0.030848294496536255,
0.014394908212125301,
-0.020630691200494766,
0.013259155675768852,
0.031058311462402344,
-0.015649471431970596,
-0.0559103786945343,
0.0013071384746581316,
-0.004825400188565254,
0.13337361812591553,
0.03379027172923088,
-0.018549229949712753,
-0.015913408249616623,
-0.06027492508292198,
-0.01745256781578064,
-0.06216088682413101,
0.05764913186430931,
-0.06338652223348618,
-0.008963842876255512,
0.050678666681051254,
0.03060188516974449,
0.01053648442029953,
-0.04149734228849411,
0.01634204387664795,
0.030894165858626366,
-0.009682182222604752,
-0.02923024632036686,
0.017605876550078392,
0.06876318901777267,
-0.007814687676727772,
0.014925660565495491,
0.031493667513132095,
-0.04416053369641304,
-0.04581987112760544,
0.02933661639690399,
0.042120374739170074,
0.009310634806752205,
-0.03914915770292282,
-0.08484078198671341,
-0.03219079598784447,
-0.058053500950336456,
0.07384177297353745,
0.04733734577894211,
-0.03169095516204834,
-0.043095994740724564,
0.012437772005796432,
0.059974540024995804,
-0.07214850187301636,
0.008348993957042694,
0.0051673888228833675,
0.039933450520038605,
0.00575190968811512,
-0.01904415525496006,
0.06325928866863251,
0.023478008806705475,
0.04922762140631676,
0.005916530732065439,
-0.022898849099874496,
-0.004986119922250509,
0.004767952486872673,
0.026266613975167274,
-0.01644107513129711,
-0.01820242963731289,
-0.07337164878845215,
0.0024643803481012583,
0.013192321173846722,
-0.03869215026497841,
0.0311528742313385,
0.005013818386942148,
-0.01936664804816246,
0.05526958405971527,
-0.02861037664115429,
-0.04158489778637886,
-0.01845010742545128,
0.005385377909988165,
-0.0056764367036521435,
-0.034765150398015976,
-0.010287963785231113,
0.011502026580274105,
-0.0074922023341059685,
-0.005603509955108166,
0.006678821053355932,
-0.014888317324221134,
-0.002519256202504039,
0.020458821207284927,
-0.01674460619688034,
-0.0006344228750094771,
0.07807289063930511,
-0.026642756536602974,
-0.017159566283226013,
-0.012217925861477852,
-0.034652285277843475,
0.008614958263933659,
-0.008380459621548653,
-0.05525118485093117,
0.047996535897254944,
-0.014522654004395008,
-0.0006834662053734064,
0.009134350344538689,
-0.032050490379333496,
-0.05510719493031502,
-0.0247145127505064,
-0.04833001643419266,
-0.040119718760252,
-0.025345928966999054,
0.00046702183317393064,
-0.02043313719332218,
0.01469625998288393,
0.02572670206427574,
-0.02702253870666027,
0.013762072660028934,
-0.004790662322193384,
0.08692854642868042,
0.07763799279928207,
0.011494784615933895,
0.005638626404106617,
-0.01790577918291092,
0.024467909708619118,
-0.017397016286849976,
-0.0716758742928505,
-0.013899669982492924,
0.02368684485554695
] |
<p>I'm using Holt Winters to predict sales revenue from past performance. Seasonality and changing trends exist in the data. </p>
<p>One of the reasons chosen for Holt Winters is that it is fairly simple (implementable in excel) and explainable to non-statisticians. If other methodologies are more appropriate I’m happy to hear about them. </p>
<p>A key implementation detail is to choose coefficients $\alpha, \beta$, and $\gamma$. Are there “standard” values for these? </p>
<p>The other reason for this methodology is that it auto-updates. This will be useful as the series will change with market shifts. I was planning to adjust the “standard” value by eye, to try to mitigate likely changes. Is this a reasonable approach?</p>
|
g73962
|
[
-0.011723770759999752,
-0.028756115585565567,
-0.006890640128403902,
-0.01774689182639122,
-0.01808938756585121,
-0.04538760334253311,
0.09104026854038239,
-0.02192889340221882,
-0.0011817204067483544,
-0.001936014974489808,
0.02416381426155567,
0.043803807348012924,
0.09153549373149872,
0.02391504868865013,
-0.03713533282279968,
0.013946481049060822,
-0.004432151559740305,
-0.047760359942913055,
-0.0018610722618177533,
0.013042804785072803,
0.08688877522945404,
-0.01771632395684719,
0.010521000251173973,
-0.048028673976659775,
-0.009104466997087002,
0.015097782015800476,
-0.027255544438958168,
0.08678651601076126,
0.0006641473737545311,
0.05881750211119652,
-0.002890596631914377,
0.04252855107188225,
0.03189976140856743,
0.01622045785188675,
-0.050076067447662354,
0.02959335967898369,
0.04844638332724571,
0.020908279344439507,
0.024029318243265152,
0.000057411140005569905,
-0.01123084221035242,
0.036339666694402695,
0.03749893233180046,
0.054361492395401,
0.023732667788863182,
0.02036045491695404,
0.008518149144947529,
-0.026710569858551025,
0.01839648000895977,
0.022840682417154312,
0.01803477294743061,
-0.03339674323797226,
0.013414005748927593,
0.0329548716545105,
-0.008568106219172478,
-0.005631567910313606,
0.018353402614593506,
0.0439932607114315,
0.030639927834272385,
-0.007269652560353279,
-0.012402891181409359,
0.0036978088319301605,
0.05346192046999931,
-0.06267101317644119,
0.023795343935489655,
0.002972531132400036,
0.023682476952672005,
-0.027892010286450386,
-0.015006701461970806,
-0.04584244266152382,
0.0006189870764501393,
0.004423464182764292,
-0.040871940553188324,
-0.0001735531259328127,
-0.05162955820560455,
0.027147896587848663,
-0.06326768547296524,
0.01822194643318653,
0.0055602616630494595,
0.02812523953616619,
-0.05000244081020355,
-0.05390871688723564,
-0.018646350130438805,
0.0699455514550209,
0.03622644767165184,
-0.037285372614860535,
0.07732836902141571,
-0.05209246650338173,
0.07052360475063324,
-0.05605329945683479,
0.0028910082764923573,
0.07331207394599915,
0.07373101264238358,
0.03570058196783066,
-0.025195438414812088,
-0.02707400545477867,
-0.03949969634413719,
-0.028148675337433815,
0.0415780171751976,
0.018366243690252304,
-0.020622223615646362,
0.02405717596411705,
-0.02645578421652317,
0.006628378294408321,
-0.09301194548606873,
-0.0042101494036614895,
-0.008234639652073383,
-0.013206071220338345,
-0.025882406160235405,
-0.0052193100564181805,
-0.05642330273985863,
0.07908543944358826,
-0.046235110610723495,
-0.015613703988492489,
-0.028904611244797707,
-0.03764466196298599,
0.027476197108626366,
0.008689169771969318,
0.03283224627375603,
0.0063193137757480145,
0.004063887055963278,
-0.007769111543893814,
0.018143173307180405,
0.02202126756310463,
-0.03802561014890671,
-0.044959113001823425,
-0.04479778930544853,
0.06881871074438095,
0.0039597745053470135,
-0.074211485683918,
0.0021213095169514418,
0.021624824032187462,
0.03553171455860138,
0.0659504234790802,
-0.0009681921219453216,
0.03391336649656296,
0.002948023146018386,
0.04359644278883934,
-0.007814525626599789,
0.02797706611454487,
0.022343775257468224,
0.0029304279014468193,
0.05454437807202339,
-0.00886694435030222,
-0.0030366291757673025,
0.045562662184238434,
-0.05776694044470787,
-0.018137389793992043,
0.04227351024746895,
0.0505995899438858,
-0.007698409259319305,
0.02070535160601139,
-0.02896866388618946,
0.050830431282520294,
0.006051048636436462,
-0.01971188560128212,
-0.01748013310134411,
-0.005893993657082319,
-0.039954401552677155,
0.018562547862529755,
0.022233128547668457,
-0.049361854791641235,
0.06561904400587082,
-0.000419674557633698,
-0.005479827988892794,
-0.011328594759106636,
-0.020863376557826996,
0.009731083177030087,
-0.01550295203924179,
0.013075631111860275,
0.003632525447756052,
-0.0012817359529435635,
-0.01643982343375683,
0.0010058506159111857,
0.011630348861217499,
0.018291249871253967,
0.013651850633323193,
0.01604803092777729,
0.0035422039218246937,
-0.0270305797457695,
0.022101029753684998,
0.021446598693728447,
0.030955852940678596,
-0.011430947110056877,
-0.0336797870695591,
-0.052924711257219315,
0.013927207328379154,
-0.037361446768045425,
-0.05333631485700607,
0.02417125552892685,
-0.011206299997866154,
-0.02556019090116024,
-0.03215806558728218,
0.0052827224135398865,
-0.009687256067991257,
-0.019273003563284874,
0.005651482380926609,
-0.03773779049515724,
-0.06437817215919495,
-0.0009401944116689265,
0.0015395345399156213,
0.026074830442667007,
-0.026495197787880898,
0.0269389096647501,
-0.037822023034095764,
0.021744627505540848,
0.05513133853673935,
-0.03442959859967232,
0.0003308862796984613,
0.01371647510677576,
0.015752019360661507,
-0.024949992075562477,
0.0024360590614378452,
0.0257427841424942,
0.02665376290678978,
0.02643989771604538,
-0.021627351641654968,
0.03166558966040611,
-0.01203873660415411,
0.019320707768201828,
-0.03424011915922165,
-0.0013900434132665396,
0.0027088115457445383,
0.05949217453598976,
-0.03788292780518532,
-0.007528431247919798,
0.051329851150512695,
0.03717454895377159,
0.06770259141921997,
0.0085732601583004,
-0.0077836825512349606,
0.01619075797498226,
-0.06804230064153671,
-0.06373018771409988,
0.029688380658626556,
0.00989496149122715,
0.01497830543667078,
-0.04675864428281784,
0.07991734892129898,
0.0013668864266946912,
0.02119269035756588,
-0.03464547544717789,
-0.009259037673473358,
0.03485764563083649,
-0.004104869440197945,
-0.0022337972186505795,
0.01389920711517334,
0.03344890475273132,
0.007436221931129694,
0.03761763125658035,
0.03464317321777344,
0.021137690171599388,
-0.037429824471473694,
-0.023068496957421303,
0.012967852875590324,
-0.02946883626282215,
-0.059030309319496155,
-0.007629503030329943,
-0.04179970920085907,
0.06124509125947952,
-0.03631945326924324,
0.00686147203668952,
0.05974983051419258,
-0.0019192263716831803,
0.05741637200117111,
-0.027630385011434555,
-0.0172654427587986,
-0.008623519912362099,
-0.017573611810803413,
0.01990175060927868,
0.049375876784324646,
0.010739491321146488,
0.05113057419657707,
0.017673056572675705,
-0.03196844086050987,
0.001719295629300177,
-0.010730309411883354,
0.0051991925574839115,
0.06459473818540573,
0.00838452484458685,
0.01854604482650757,
-0.11180809885263443,
-0.03962118923664093,
0.010194146074354649,
0.004334688652306795,
0.043406374752521515,
0.0660223513841629,
0.06885618716478348,
-0.03567115589976311,
0.04171546548604965,
-0.030578523874282837,
0.015275788493454456,
-0.017853308469057083,
-0.035058341920375824,
0.016430335119366646,
0.03154174983501434,
0.06072545051574707,
-0.032750967890024185,
0.09101489931344986,
0.015486842952668667,
0.0028121983632445335,
0.0638306736946106,
-0.03442136198282242,
-0.020887425169348717,
0.01912236213684082,
0.011957353912293911,
-0.04050105810165405,
-0.011495374143123627,
0.02529539354145527,
0.009374795481562614,
0.026222888380289078,
0.001280553755350411,
-0.020565420389175415,
-0.017973273992538452,
-0.05870011821389198,
-0.021101118996739388,
0.03285887837409973,
0.0010766148334369063,
0.0606241337954998,
0.0008056703372858465,
-0.012783614918589592,
-0.05646943300962448,
-0.004509053658694029,
-0.02011008933186531,
-0.030996553599834442,
0.06688183546066284,
-0.047210000455379486,
0.027205266058444977,
-0.07725217193365097,
0.01907147467136383,
0.04761606454849243,
0.003309283871203661,
-0.004028489347547293,
-0.02836499735713005,
0.032058700919151306,
-0.024034695699810982,
0.0802169144153595,
-0.04912785813212395,
-0.00821508839726448,
0.019179491326212883,
-0.013696709647774696,
-0.05819573625922203,
0.00455832201987505,
-0.016211293637752533,
0.0004227483586873859,
-0.06388704478740692,
0.034091927111148834,
-0.02643282525241375,
0.017070500180125237,
-0.03593472018837929,
0.0070913685485720634,
-0.04308951646089554,
0.018345113843679428,
0.027640117332339287,
0.011855235323309898,
0.018728967756032944,
0.0020217138808220625,
0.023771727457642555,
0.004419031552970409,
0.027401046827435493,
0.0028116346802562475,
-0.019133221358060837,
-0.028253497555851936,
0.033513106405735016,
-0.029180651530623436,
0.02467985637485981,
0.028840502724051476,
0.0797542929649353,
0.0011696951696649194,
-0.024776263162493706,
0.02232903614640236,
0.03328578546643257,
0.04763277620077133,
-0.026087073609232903,
-0.013488972559571266,
-0.021483998745679855,
-0.030941057950258255,
0.06270086765289307,
-0.014476368203759193,
0.0962863638997078,
-0.041823189705610275,
-0.018472498282790184,
-0.014103129506111145,
0.005950952880084515,
-0.03072981908917427,
-0.056526925414800644,
0.0025796040426939726,
0.0014649223303422332,
-0.022875914350152016,
-0.06629347056150436,
-0.03975117206573486,
0.02179955318570137,
0.02985285222530365,
0.01818968914449215,
0.04606352373957634,
-0.01535920798778534,
-0.031830284744501114,
0.028539318591356277,
-0.0049521783366799355,
0.0357835479080677,
0.0025723110884428024,
-0.01571018248796463,
0.03826846927404404,
0.04093434289097786,
0.010882499627768993,
0.025694476440548897,
-0.02593654952943325,
-0.008616946637630463,
-0.002693070797249675,
-0.07466010749340057,
-0.0112944720312953,
-0.010529651306569576,
-0.020081734284758568,
-0.057978078722953796,
0.08199615776538849,
-0.007944933138787746,
0.06341459602117538,
-0.04455852881073952,
0.02291504293680191,
-0.021518459543585777,
-0.007989420555531979,
0.04479778930544853,
-0.018230127170681953,
-0.032676152884960175,
0.002798772882670164,
-0.0057903616689145565,
0.04012732952833176,
-0.010749198496341705,
-0.0034104068763554096,
-0.010740309022367,
0.03887585550546646,
-0.008664942346513271,
0.01933453604578972,
0.00041815705480985343,
-0.009893889538943768,
0.014061221852898598,
0.042974211275577545,
-0.06428531557321548,
-0.022997213527560234,
-0.08462375402450562,
-0.008251629769802094,
-0.0058581409975886345,
0.009679069742560387,
-0.09379822760820389,
-0.031147636473178864,
0.030233487486839294,
-0.027066420763731003,
-0.018091311678290367,
0.0546429418027401,
-0.0007621171534992754,
-0.015081985853612423,
-0.0047071524895727634,
0.05821240320801735,
0.013018105179071426,
0.013500955887138844,
-0.03289815038442612,
0.05871147662401199,
0.040276698768138885,
0.01218455471098423,
0.06829997152090073,
-0.030506525188684464,
-0.046748850494623184,
-0.03814028203487396,
-0.03712141886353493,
-0.001408575102686882,
0.009876520372927189,
0.030449308454990387,
-0.020964639261364937,
0.07462097704410553,
-0.009726555086672306,
-0.011724989861249924,
0.017382919788360596,
0.009158573113381863,
-0.025848936289548874,
-0.01679977960884571,
-0.027282938361167908,
-0.000508797587826848,
-0.016934452578425407,
-0.013611740432679653,
0.01471042912453413,
-0.0575435534119606,
-0.0015984304482117295,
0.05952081084251404,
0.013918926939368248,
-0.011137226596474648,
-0.018597710877656937,
-0.005481178872287273,
-0.057554446160793304,
0.047295570373535156,
-0.000883153872564435,
0.000645314808934927,
0.035022422671318054,
0.03125309571623802,
-0.0038149028550833464,
-0.07646790891885757,
0.02005072683095932,
0.051589030772447586,
-0.03232935816049576,
-0.0014243528712540865,
-0.02513234131038189,
-0.027591509744524956,
0.06775865703821182,
0.022749070078134537,
-0.052355386316776276,
0.023692132905125618,
0.0022732147481292486,
0.053461238741874695,
-0.03667440265417099,
0.03727717325091362,
0.018900202587246895,
0.0022344025783240795,
0.04199095815420151,
0.05499811843037605,
0.05785898491740227,
0.019665218889713287,
-0.04690194129943848,
0.0007353851106017828,
0.04819585382938385,
-0.0350131131708622,
-0.03327910602092743,
0.00771633954718709,
0.002851380268111825,
0.013918478973209858,
-0.018179001286625862,
-0.0056481314823031425,
-0.03614414855837822,
-0.0585322342813015,
-0.023998767137527466,
-0.030690869316458702,
-0.05149319767951965,
-0.012751476839184761,
0.025588590651750565,
-0.02285892888903618,
-0.023382999002933502,
-0.004532437305897474,
-0.027891920879483223,
-0.04558608680963516,
0.02267264574766159,
0.012181312777101994,
-0.03817678615450859,
-0.10121288150548935,
0.09299260377883911,
0.06819729506969452,
-0.048517365008592606,
0.007408331613987684,
-0.0941513404250145,
-0.007950671017169952,
0.0079494034871459,
0.004602718632668257,
-0.003486182074993849,
-0.012389843352138996,
0.0475885383784771,
-0.0007510248688049614,
-0.027032310143113136,
0.008097500540316105,
0.004017490893602371,
0.018850550055503845,
-0.012032242491841316,
-0.03371564298868179,
0.030629940330982208,
0.01441508810967207,
-0.019275616854429245,
0.043814100325107574,
0.05588986352086067,
0.03015964850783348,
-0.011414183303713799,
-0.03734635189175606,
-0.013780643232166767,
0.03111216053366661,
0.053233858197927475,
-0.006131802685558796,
-0.024810370057821274,
0.01230781152844429,
-0.019101034849882126,
-0.03282872214913368,
0.009662190452218056,
0.012200726196169853,
-0.02457982301712036,
-0.005612873937934637,
0.019279122352600098,
0.01274996530264616,
-0.03828722983598709,
-0.019401181489229202,
0.02697492390871048,
-0.03319323807954788,
0.01204594038426876,
-0.051144108176231384,
0.020685171708464622,
-0.024266019463539124,
-0.03095795027911663,
-0.03085380233824253,
-0.03339610621333122,
0.05407338961958885,
-0.026672853156924248,
0.023060526698827744,
0.018970133736729622,
-0.004007948562502861,
0.04128258302807808,
0.052405767142772675,
-0.06654630601406097,
-0.04952226206660271,
0.025362906977534294,
0.03130386397242546,
-0.034027356654405594,
-0.022759320214390755,
-0.013329056091606617,
0.03059821017086506,
0.025485070422291756,
0.05587702617049217,
-0.03751556947827339,
-0.01130832638591528,
-0.009502424858510494,
0.053745318204164505,
0.04457749053835869,
0.022388365119695663,
-0.020678356289863586,
0.0073660798370838165,
0.05719462037086487,
-0.03541180118918419,
-0.019386615604162216,
-0.047602612525224686,
-0.0345148965716362,
0.04855242744088173,
-0.00032574054785072803,
0.039217498153448105,
0.04785481467843056,
0.01179010234773159,
-0.01032219361513853,
-0.021304918453097343,
0.003074452979490161,
0.0010855956934392452,
0.04242805764079094,
-0.018468670547008514,
0.03616980090737343,
-0.07331626117229462,
0.008912542834877968,
-0.05693837255239487,
0.04372163489460945,
-0.030258189886808395,
-0.008411179296672344,
-0.02613101713359356,
0.02725319378077984,
-0.04632970318198204,
0.006420018617063761,
-0.05720029026269913,
-0.04072624444961548,
0.028797663748264313,
0.031922563910484314,
-0.03726702183485031,
0.0400068461894989,
0.014992467127740383,
-0.012439015321433544,
0.008164004422724247,
-0.00922339130192995,
0.04256138950586319,
0.053659338504076004,
-0.022572316229343414,
0.02172517031431198,
0.07111552357673645,
0.017586365342140198,
0.016137361526489258,
-0.05850265547633171,
0.004919820465147495,
0.01960473321378231,
0.06027260422706604,
0.020418662577867508,
-0.03937230631709099,
0.022479798644781113,
0.02980017103254795,
-0.019542619585990906,
0.020179176703095436,
-0.021807720884680748,
-0.0005870871827937663,
-0.042364563792943954,
0.040175992995500565,
0.03133683279156685,
-0.011241894215345383,
-0.042247869074344635,
-0.06429863721132278,
0.0002877869992516935,
-0.0354885533452034,
-0.04005821794271469,
0.01244517881423235,
-0.03933994844555855,
-0.008570492267608643,
0.05127613991498947,
-0.047958604991436005,
-0.006759918760508299,
0.09234356880187988,
-0.017085760831832886,
-0.020112071186304092,
-0.01675006002187729,
0.003221627324819565,
0.016439339146018028,
0.01588420569896698,
0.040026385337114334,
-0.05570146441459656,
-0.006321393419057131,
0.01325985137373209,
0.031165137887001038,
0.047697070986032486,
0.08717727661132812,
0.007428910583257675,
-0.07232657074928284,
0.04839180037379265,
-0.008556419983506203,
-0.0012129249516874552,
-0.08882371336221695,
-0.026266511529684067,
-0.07638581097126007,
-0.04066568613052368,
0.03714672848582268,
0.07586508989334106,
0.018387863412499428,
-0.03868122771382332,
-0.006960734724998474,
0.05692322924733162,
-0.08150741457939148,
-0.04674660414457321,
0.039792876690626144,
-0.037521664053201675,
-0.027739644050598145,
0.005870357621461153,
0.02176896296441555,
0.003076904220506549,
-0.026282716542482376,
-0.004066954832524061,
-0.00585544528439641,
0.0026810760609805584,
-0.010910185985267162,
-0.023401709273457527,
-0.058883119374513626,
-0.11492810398340225,
0.06224964186549187,
0.021245798096060753,
-0.001226710039190948,
-0.006182307377457619,
-0.02853354811668396,
-0.019162967801094055,
0.04169630631804466,
-0.05341548100113869,
-0.041882552206516266,
0.02466336451470852,
-0.010883891955018044,
-0.009943099692463875,
-0.030429407954216003,
0.01264240127056837,
0.003768493887037039,
-0.03951118141412735,
-0.02196577936410904,
-0.042919009923934937,
0.021101398393511772,
-0.08203344792127609,
-0.043739866465330124,
-0.04575895890593529,
0.026598533615469933,
-0.04953129217028618,
-0.09688089787960052,
0.012038038112223148,
-0.003311291104182601,
-0.0014150366187095642,
-0.010851958766579628,
-0.044912707060575485,
-0.011278435587882996,
-0.015235774219036102,
-0.0853685811161995,
0.030210191383957863,
0.025104589760303497
] |
<p>How can I do plot a waffle chart as an alternative to using piecharts in R?</p>
<pre><code>help.search("waffle")
No help files found with alias or concept or title matching ‘waffle’
using fuzzy matching.
</code></pre>
<p>The closest I found googling out there are mosaicplots.</p>
|
g73963
|
[
0.0360381156206131,
0.03819524124264717,
0.009610905312001705,
-0.09264975786209106,
-0.08440127968788147,
-0.06615322828292847,
-0.03187882900238037,
-0.0021180149633437395,
-0.04180752485990524,
-0.008444941602647305,
-0.0018183764768764377,
-0.015053289011120796,
0.009530819021165371,
0.08442006260156631,
-0.019529109820723534,
0.04024971276521683,
0.036073457449674606,
0.026221932843327522,
0.033175308257341385,
0.02394663542509079,
0.03686101362109184,
0.0015001596184447408,
0.04345610737800598,
-0.00487089715898037,
-0.055398765951395035,
-0.06457909941673279,
-0.00479821627959609,
-0.0188054870814085,
-0.07927900552749634,
-0.00748189864680171,
-0.014836099930107594,
-0.03588462620973587,
0.00447089783847332,
-0.028769617900252342,
-0.006213846616446972,
-0.03598496690392494,
-0.01964939385652542,
0.039907801896333694,
0.004694771487265825,
0.02659922093153,
-0.010243239812552929,
0.02846308797597885,
0.021380405873060226,
0.03293578699231148,
0.030272478237748146,
-0.02070821449160576,
-0.063533253967762,
0.044236186891794205,
-0.02629498951137066,
-0.04580363631248474,
0.014601428993046284,
0.012033273465931416,
0.02632891573011875,
-0.0755409449338913,
0.06620194762945175,
-0.003248406806960702,
0.012177865020930767,
-0.0043902150355279446,
0.06166670471429825,
0.00836130976676941,
-0.06303147226572037,
0.04835309460759163,
-0.007031720131635666,
-0.011316114105284214,
0.0164322666823864,
0.03835379704833031,
-0.05217849835753441,
-0.07689159363508224,
-0.029255107045173645,
-0.058988843113183975,
0.007738134823739529,
0.01579565368592739,
-0.0017710906686261296,
-0.042413413524627686,
-0.04238997772336006,
-0.07946398854255676,
-0.05796507000923157,
0.0038735950365662575,
-0.030697230249643326,
0.033798687160015106,
0.015585116110742092,
-0.012531294487416744,
-0.0012660203501582146,
0.05118095874786377,
0.028947625309228897,
-0.03216032311320305,
0.020626218989491463,
0.0063993665389716625,
0.003816539654508233,
-0.02955538034439087,
-0.08837870508432388,
0.043518759310245514,
-0.004777791444212198,
0.014762946404516697,
-0.014714960008859634,
0.019143497571349144,
-0.06389569491147995,
0.00005199123188504018,
-0.04321754351258278,
-0.04278254136443138,
0.02802194654941559,
0.028008371591567993,
0.01858413964509964,
-0.026807129383087158,
-0.04860499128699303,
-0.02437150850892067,
0.03042883239686489,
-0.002030953299254179,
0.027813417837023735,
0.029243197292089462,
-0.018406106159090996,
0.061539169400930405,
-0.03858082741498947,
0.014904407784342766,
0.053317081183195114,
-0.006133037153631449,
0.08129438012838364,
-0.029016373679041862,
0.0004181614494882524,
0.017898285761475563,
0.04199519753456116,
-0.027842789888381958,
0.04201286658644676,
0.0011390113504603505,
0.02391069196164608,
-0.011336080729961395,
-0.0318111926317215,
-0.008083485066890717,
0.006848003715276718,
0.05302295833826065,
-0.017469273880124092,
-0.013384013436734676,
0.05761847272515297,
0.03206504508852959,
-0.0369940847158432,
0.015290254727005959,
-0.028844337910413742,
-0.020640000700950623,
0.009555584751069546,
-0.016550712287425995,
-0.019496051594614983,
-0.013646204024553299,
0.010761239565908909,
-0.03335694596171379,
0.008867030031979084,
-0.020371757447719574,
-0.020330622792243958,
0.032473932951688766,
-0.01911717653274536,
0.023205198347568512,
-0.00950106792151928,
0.0241417083889246,
-0.010439550504088402,
0.03846154361963272,
0.003794756019487977,
-0.02727518230676651,
0.015210747718811035,
0.042227234691381454,
-0.0030428951140493155,
0.004223785363137722,
0.025333436205983162,
-0.014799956232309341,
0.0911085233092308,
-0.011364121921360493,
0.027393393218517303,
0.0049460092559456825,
0.009779954329133034,
-0.009027650579810143,
-0.035918399691581726,
0.002304224530234933,
0.004363187123090029,
0.030358605086803436,
-0.008641133084893227,
0.009856035001575947,
0.004226113203912973,
0.019391847774386406,
0.0010347039205953479,
-0.013633823953568935,
0.07760433107614517,
-0.010072894394397736,
0.04091644659638405,
-0.0032096763607114553,
0.025648558512330055,
0.010534778237342834,
-0.04394688457250595,
0.00424488028511405,
-0.02342754602432251,
-0.04680320993065834,
0.016890712082386017,
0.004803459160029888,
-0.008368617855012417,
-0.06689874082803726,
-0.008724560961127281,
0.025308333337306976,
0.022491974756121635,
-0.0030869068577885628,
0.018286824226379395,
0.009637992829084396,
-0.05109122768044472,
0.02850799821317196,
0.09225762635469437,
0.02315687946975231,
0.014603516086935997,
0.008225266821682453,
-0.078435979783535,
-0.012846013531088829,
0.01647542230784893,
0.004873176570981741,
-0.07303965836763382,
0.04260200262069702,
-0.02322039008140564,
0.008304145187139511,
0.0821671336889267,
0.05564705654978752,
-0.008025851100683212,
0.008224057964980602,
0.007703154347836971,
-0.04295055940747261,
-0.04494059085845947,
0.051631826907396317,
-0.02308834344148636,
-0.034251805394887924,
-0.03364972397685051,
-0.03646784648299217,
0.040656328201293945,
-0.049449801445007324,
0.07704977691173553,
0.007474758196622133,
-0.026459258049726486,
0.004146699793636799,
-0.06167188286781311,
-0.03197743743658066,
0.0037898176815360785,
-0.03364146128296852,
0.02678372710943222,
0.022520916536450386,
-0.027775784954428673,
0.06438751518726349,
-0.08043095469474792,
0.02094283513724804,
-0.03743094205856323,
0.021258261054754257,
0.03673383221030235,
0.045748937875032425,
0.010497579351067543,
0.020862093195319176,
-0.003429424948990345,
-0.0738697275519371,
-0.016613075509667397,
0.05028262734413147,
0.004860503599047661,
0.10034199059009552,
0.022189239040017128,
0.012517564930021763,
-0.015323663130402565,
-0.05306527018547058,
0.0016914816806092858,
0.01971450261771679,
0.058165036141872406,
0.04487745091319084,
0.023968737572431564,
0.04741235822439194,
-0.023854531347751617,
-0.038136210292577744,
0.000941672595217824,
-0.011391384527087212,
0.0006505275960080326,
-0.02785385027527809,
0.01675068773329258,
0.0006472272798418999,
-0.08599840104579926,
-0.012839891016483307,
0.018452145159244537,
0.006153088063001633,
-0.0373757965862751,
-0.021038401871919632,
0.09177862107753754,
0.02835647389292717,
0.015854695811867714,
0.0051793442107737064,
0.025051673874258995,
-0.07750995457172394,
-0.05761927738785744,
-0.017379412427544594,
0.008538969792425632,
-0.03161388263106346,
0.050712574273347855,
0.07774022966623306,
-0.08110139518976212,
0.0071043334901332855,
-0.009324195794761181,
-0.04897766932845116,
0.018720952793955803,
0.0008592048543505371,
-0.021975869312882423,
0.022198230028152466,
-0.017558565363287926,
0.02277192287147045,
0.03202558308839798,
0.023069292306900024,
-0.012917575426399708,
0.04865024611353874,
-0.019182177260518074,
0.011485988274216652,
0.014647985808551311,
-0.038014452904462814,
0.027185730636119843,
-0.05390021577477455,
0.01573644019663334,
0.029150908812880516,
-0.006319358479231596,
-0.043158695101737976,
-0.012908299453556538,
0.06954896450042725,
-0.0008534260559827089,
0.02275538071990013,
0.0395425520837307,
0.0285172201693058,
-0.01716361753642559,
0.04345880448818207,
-0.07486173510551453,
0.026817001402378082,
0.0006898784777149558,
0.001873528934083879,
0.01353312935680151,
0.049581725150346756,
0.04154479131102562,
0.0035404919181019068,
-0.04677707701921463,
0.016558874398469925,
-0.04838140681385994,
0.005601853132247925,
-0.017569025978446007,
-0.004012677818536758,
-0.01109258085489273,
0.0032976714428514242,
-0.02711452730000019,
-0.03716391697525978,
-0.009715967811644077,
0.020762337371706963,
-0.04923631623387337,
0.010890733450651169,
0.06482066214084625,
-0.05730871111154556,
0.006258823908865452,
0.013985643163323402,
0.00655112462118268,
0.06493498384952545,
0.0008794571040198207,
-0.006821525748819113,
-0.05527959391474724,
0.02913559041917324,
-0.009157399646937847,
-0.045573316514492035,
0.015843724831938744,
0.027613533660769463,
0.044774655252695084,
-0.041686639189720154,
0.03897235542535782,
-0.01798829436302185,
-0.010946770198643208,
-0.008401187136769295,
-0.014834756031632423,
-0.0388340950012207,
0.00973026268184185,
0.03450101986527443,
0.030024707317352295,
0.028621185570955276,
0.029166918247938156,
0.04827257990837097,
0.05943330377340317,
0.009004096500575542,
0.05797339975833893,
-0.02489648573100567,
-0.04028035327792168,
0.018173623830080032,
-0.013397788628935814,
-0.017982501536607742,
0.020079350098967552,
0.015730025246739388,
-0.0689675584435463,
0.008981349878013134,
0.046460188925266266,
-0.000961323908995837,
0.026324011385440826,
-0.02383902668952942,
0.0345640666782856,
0.027106786146759987,
-0.0010131412418559194,
-0.023914139717817307,
-0.04459068551659584,
-0.017543835565447807,
-0.05173962935805321,
0.026162194088101387,
-0.01202524732798338,
-0.028618430718779564,
0.019114678725600243,
0.03775943070650101,
-0.06909871846437454,
0.029536286368966103,
-0.016699040308594704,
0.039906155318021774,
0.029936080798506737,
0.007958300411701202,
-0.0005860566743649542,
-0.056390319019556046,
-0.016531864181160927,
-0.04572349041700363,
0.06352905929088593,
-0.06062658503651619,
-0.007816477678716183,
-0.0524679496884346,
0.017349231988191605,
0.0049675581976771355,
0.04067015275359154,
0.014299005270004272,
0.03625553846359253,
0.0438404306769371,
0.026778440922498703,
0.023943794891238213,
-0.05768958106637001,
0.06745694577693939,
-0.01788157783448696,
0.006540709640830755,
0.026765067130327225,
-0.00134351197630167,
-0.023824559524655342,
-0.008603231981396675,
0.11636579781770706,
-0.005337074864655733,
-0.004630114417523146,
0.023555628955364227,
-0.017167169600725174,
0.004269714467227459,
-0.03975895047187805,
-0.016389938071370125,
-0.03864838182926178,
-0.042469315230846405,
-0.026773715391755104,
0.007375217042863369,
-0.02936711721122265,
0.014640496112406254,
-0.07142848521471024,
-0.02409840002655983,
-0.04437646269798279,
0.04283605515956879,
-0.020954173058271408,
0.016091087833046913,
-0.03340720757842064,
0.041315361857414246,
0.035181675106287,
-0.003929435275495052,
-0.002714715199545026,
0.017276505008339882,
0.000998275587335229,
-0.00771821103990078,
0.025370744988322258,
-0.016667066141963005,
0.06644872575998306,
0.022507131099700928,
0.015928274020552635,
0.04613847658038139,
0.0014799281489104033,
-0.02997041679918766,
-0.0041854726150631905,
-0.0397009551525116,
-0.05362716317176819,
-0.058326128870248795,
0.0046328408643603325,
-0.00011985139281023294,
0.007017120718955994,
-0.013005535118281841,
0.035385750234127045,
-0.007099092472344637,
0.065620057284832,
0.05106723681092262,
0.03349791467189789,
-0.01734486222267151,
-0.017207056283950806,
0.04973160848021507,
-0.06248551607131958,
0.056873440742492676,
-0.04971356317400932,
0.006140708923339844,
0.026979805901646614,
-0.017121901735663414,
-0.03009011596441269,
0.05208863690495491,
0.028837813064455986,
0.0187310092151165,
-0.03734017163515091,
-0.0008485249127261341,
-0.025672726333141327,
0.008681103587150574,
0.005149953532963991,
-0.032669249922037125,
-0.0035536340437829494,
-0.008835617452859879,
0.010233750566840172,
0.0031905588693916798,
0.08633969724178314,
0.008562363684177399,
-0.05294901505112648,
0.010643715970218182,
0.0021312753669917583,
-0.018526917323470116,
0.05440552532672882,
-0.0011095384834334254,
-0.05058230832219124,
0.05424194782972336,
0.034518737345933914,
-0.020275218412280083,
0.0046730865724384785,
-0.04491198807954788,
-0.020280728116631508,
-0.017990564927458763,
-0.03651713579893112,
0.0549192801117897,
-0.0717531070113182,
-0.050311993807554245,
-0.021612783893942833,
0.06921326369047165,
-0.02709861844778061,
0.013059425167739391,
0.005562406498938799,
0.009479345753788948,
0.002702039200812578,
-0.041230492293834686,
0.06258995831012726,
-0.02659071423113346,
-0.06405389308929443,
0.014358269982039928,
0.020313004031777382,
0.05034126341342926,
0.008122636936604977,
0.01822778582572937,
0.017231645062565804,
-0.0015943648759275675,
0.005291123874485493,
-0.004301324021071196,
0.041202280670404434,
0.06555637717247009,
0.045464128255844116,
0.010059671476483345,
-0.05498092621564865,
-0.040891483426094055,
-0.02100392058491707,
0.007657999638468027,
-0.018820444121956825,
-0.049038179218769073,
0.012098117731511593,
0.018001524731516838,
0.01145798247307539,
0.0014994844095781446,
-0.055798813700675964,
0.009445488452911377,
0.008826169185340405,
-0.05676131695508957,
-0.010828631930053234,
0.032122429460287094,
-0.029424214735627174,
-0.024484045803546906,
0.005209382623434067,
0.03844041749835014,
0.025169238448143005,
0.06797745823860168,
0.01170099712908268,
0.04121128469705582,
0.020677464082837105,
-0.04786638915538788,
-0.038647040724754333,
-0.07415002584457397,
0.024448469281196594,
0.04629364609718323,
-0.01697433926165104,
-0.020721744745969772,
-0.032606691122055054,
0.07521656155586243,
0.04165840148925781,
0.03941630199551582,
0.0016547634731978178,
0.006780540104955435,
-0.012759143486618996,
0.034531280398368835,
0.008775235153734684,
-0.017665550112724304,
0.0023845701944082975,
0.01922103576362133,
-0.021509438753128052,
-0.01936410553753376,
-0.01196827832609415,
0.05904979258775711,
0.03931061923503876,
0.00024131643294822425,
0.018694141879677773,
0.06213453412055969,
-0.033952757716178894,
0.06796043366193771,
0.019045069813728333,
-0.014275026507675648,
-0.03558279573917389,
-0.011202814057469368,
0.030851397663354874,
0.0010206346632912755,
-0.021768320351839066,
-0.03164982423186302,
0.050082676112651825,
-0.006697614211589098,
-0.08622147887945175,
-0.02304023876786232,
-0.033717937767505646,
0.08011645078659058,
0.043356820940971375,
-0.009534915909171104,
-0.0027188616804778576,
-0.09345701336860657,
0.017647873610258102,
0.028173943981528282,
0.018223917111754417,
-0.07120202481746674,
0.038146503269672394,
-0.039255090057849884,
-0.03230807185173035,
-0.05269375815987587,
0.015883363783359528,
-0.009522310458123684,
0.013156197965145111,
0.0018337343353778124,
0.03878652676939964,
-0.014837522991001606,
-0.02548614889383316,
-0.017160780727863312,
-0.052541110664606094,
-0.020456412807106972,
-0.03314800560474396,
0.024844031780958176,
-0.021914314478635788,
0.05469400808215141,
0.045125752687454224,
0.031097956001758575,
-0.0522959940135479,
0.013573553413152695,
-0.041237182915210724,
-0.0016717646503821015,
-0.02730000950396061,
-0.061153799295425415,
0.002700228476896882,
-0.03226611763238907,
-0.036804601550102234,
0.010142495855689049,
0.028024887666106224,
0.07109881937503815,
-0.05563018471002579,
-0.0030933187808841467,
0.00620265631005168,
0.019721023738384247,
0.04997710883617401,
0.055929575115442276,
-0.05728939175605774,
-0.045754238963127136,
-0.015905868262052536,
-0.03722430020570755,
-0.00889727845788002,
0.002787637524306774,
0.012291062623262405,
0.016423646360635757,
-0.02849777229130268,
0.03838400915265083,
-0.012362443841993809,
-0.06338246166706085,
-0.015671510249376297,
0.008621889166533947,
0.005723464302718639,
-0.0022099954076111317,
0.0801507830619812,
0.05317173898220062,
0.009724650532007217,
0.010883302427828312,
0.008013930171728134,
-0.03001006320118904,
0.005179744679480791,
-0.007280716672539711,
-0.00540179805830121,
-0.03419122099876404,
0.02004775032401085,
0.020465949550271034,
-0.054620109498500824,
0.009459875524044037,
-0.011279510334134102,
0.018194815143942833,
-0.0049904449842870235,
0.020407123491168022,
0.036510467529296875,
-0.061020638793706894,
-0.003475966164842248,
-0.020765895023941994,
-0.02821258082985878,
-0.04581478238105774,
-0.03482872620224953,
0.024430420249700546,
0.08329015970230103,
-0.01288330927491188,
-0.018340565264225006,
-0.0005411529564298689,
-0.06983308494091034,
-0.03400307148694992,
0.0044892155565321445,
0.016925940290093422,
-0.034175701439380646,
-0.04997636377811432,
-0.02318558283150196,
0.05696792155504227,
0.024946385994553566,
0.0576893575489521,
-0.026095381006598473,
0.08162408322095871,
-0.021370388567447662,
0.05191265791654587,
-0.036480862647295,
-0.047097448259592056,
-0.0024398735258728266,
-0.028814921155571938,
-0.05555932968854904,
-0.029124226421117783,
0.04138118028640747,
-0.003671193029731512,
0.020019441843032837,
-0.009454199112951756,
0.0093828234821558,
-0.004413197748363018,
0.05776266008615494,
0.04265258088707924,
-0.037088535726070404,
0.018145594745874405,
-0.026467880234122276,
-0.04980785772204399,
-0.08284088224172592,
0.034244854003190994,
0.042149800807237625,
-0.006756306160241365,
0.029834209010004997,
0.006010257173329592,
0.0007871801499277353,
0.0035406409297138453,
0.024062426760792732,
-0.0034119931515306234,
-0.010920503176748753,
0.00444755656644702,
-0.018764493986964226,
-0.03722766786813736,
-0.056066785007715225,
0.04273513704538345,
-0.009627843275666237,
-0.048942144960165024,
0.03445088118314743,
0.07145944237709045,
-0.01279506180435419,
0.03132970258593559,
0.04723139479756355,
-0.011498209089040756,
-0.053616754710674286,
-0.027762314304709435,
-0.03551049530506134,
0.09204084426164627,
-0.01892947033047676,
0.025064213201403618,
-0.028810665011405945,
-0.028922803699970245
] |
<p>I'm trying to build a predictive model to forecast the residual value of used electronic equipment. As a first step, I created a few quick plots in order to visually identify any interesting features. Here's an example:</p>
<p><img src="http://i.stack.imgur.com/F360n.png" alt="used prices for a used consumer electronic product"></p>
<p>A couple of things stood out:</p>
<ol>
<li>the prices are 'steppy', i.e. they have a tendency to hug round
numbers and drop in chunks.</li>
<li>the price drops suddenly when a new
product is released.</li>
</ol>
<p>The product release dates have a somewhat predictable cadence.</p>
<p>At first glance, it seems like this can be broken down into three parts:</p>
<ol>
<li>price erosion before the new product launch</li>
<li>the impact of the new product launch</li>
<li>price erosion after the new
product launch</li>
</ol>
<p>The pieces could then be stitched together.</p>
<p>Does this seem like a sensible way forecast, taking predictable market events into account? Are there any particular statistical methods/approaches you'd recommend for this sort of problem?</p>
|
g36558
|
[
0.009911183267831802,
-0.008485721424221992,
0.010524729266762733,
-0.030823444947600365,
-0.024436503648757935,
-0.04337984323501587,
0.03012104704976082,
0.00016388631775043905,
-0.010610692203044891,
-0.02671159617602825,
0.0008108530892059207,
-0.025279903784394264,
0.08270823210477829,
0.031938884407281876,
0.007516374811530113,
0.04470464959740639,
0.03526317700743675,
-0.04081380367279053,
0.0019781042356044054,
0.04827716201543808,
0.032395996153354645,
-0.00218815915286541,
0.014143399894237518,
-0.01854858361184597,
-0.09560750424861908,
-0.009455748833715916,
0.012330329045653343,
0.033370111137628555,
-0.014748109504580498,
0.03647240623831749,
-0.043754078447818756,
0.04344966262578964,
0.002128725405782461,
-0.03590546175837517,
-0.031231965869665146,
-0.04378821328282356,
0.03354445844888687,
0.04773250222206116,
-0.040584392845630646,
0.006220018491148949,
0.012873880565166473,
-0.009884611703455448,
0.003798045450821519,
0.04409109428524971,
0.014972297474741936,
-0.003586549311876297,
-0.004454444628208876,
-0.009595963172614574,
0.0027639647014439106,
0.0002035073412116617,
0.03394430875778198,
0.04516825079917908,
-0.004792859312146902,
-0.012034780345857143,
-0.010279476642608643,
0.04885079339146614,
-0.01037360168993473,
0.02244691550731659,
0.026594990864396095,
-0.010040564462542534,
0.007273118942975998,
0.017354357987642288,
0.0037430706433951855,
-0.014558116905391216,
0.05782321095466614,
0.061889536678791046,
-0.03282321244478226,
-0.026418551802635193,
0.03802109137177467,
-0.018385175615549088,
-0.007678585592657328,
-0.011729276739060879,
0.013985131867229939,
-0.019704623147845268,
-0.0477617047727108,
-0.032512858510017395,
-0.041236598044633865,
-0.006272153928875923,
-0.013777910731732845,
0.025182479992508888,
-0.0566561296582222,
0.05561961978673935,
0.010780573822557926,
0.03554297983646393,
0.027014391496777534,
-0.017506130039691925,
0.05311260744929314,
-0.0008819677750580013,
0.024528279900550842,
-0.0007907713297754526,
0.04505385830998421,
0.02782454714179039,
0.004045701585710049,
-0.005257776007056236,
-0.06010989472270012,
-0.02925373800098896,
-0.07109622657299042,
-0.008698415011167526,
0.0331767275929451,
-0.013846538960933685,
-0.013901627622544765,
0.03510456159710884,
-0.034800104796886444,
-0.07313884794712067,
-0.06360085308551788,
-0.015397297218441963,
-0.0014337177854031324,
0.02263691835105419,
-0.002526423428207636,
-0.02448754571378231,
0.016042858362197876,
0.02461938001215458,
-0.07176778465509415,
0.06311236321926117,
0.003748770570382476,
-0.06458780914545059,
0.030277924612164497,
0.012284595519304276,
-0.04917842149734497,
0.004176705610007048,
0.024513769894838333,
-0.0545387826859951,
0.019133921712636948,
-0.009103821590542793,
0.01321191806346178,
-0.004008098505437374,
-0.016871437430381775,
-0.025136688724160194,
0.020231591537594795,
0.0012657413026317954,
0.029843052849173546,
0.07132557779550552,
0.015307651832699776,
0.014285005629062653,
0.06549430638551712,
0.07574717700481415,
0.0036357701756060123,
0.03996766358613968,
0.017252054065465927,
0.015904689207673073,
0.03178171440958977,
-0.002831758465617895,
0.004434238653630018,
-0.013463388197124004,
-0.057930804789066315,
0.018832605332136154,
0.011226963251829147,
0.045344557613134384,
0.005980120040476322,
0.020090272650122643,
-0.08488157391548157,
0.002618257887661457,
-0.058125946670770645,
-0.006054995581507683,
0.030152883380651474,
0.034320805221796036,
0.03522872179746628,
-0.0728573426604271,
-0.057078659534454346,
-0.009099499322474003,
0.027971209958195686,
-0.08411034196615219,
0.06365402042865753,
0.010995938442647457,
-0.029066190123558044,
-0.03478808328509331,
-0.007696645334362984,
-0.05833064764738083,
-0.006961594335734844,
-0.031182391569018364,
-0.019335953518748283,
0.0035774968564510345,
-0.038817815482616425,
0.05294979736208916,
-0.0012983306078240275,
-0.0011307431850582361,
0.08451464772224426,
0.05358448252081871,
0.050144996494054794,
-0.0719212219119072,
0.016172774136066437,
0.018742907792329788,
0.004850450437515974,
-0.010169091634452343,
-0.01690463349223137,
-0.04537811875343323,
0.019157882779836655,
0.040540196001529694,
-0.0087931789457798,
0.015448249876499176,
-0.005140851717442274,
0.01890944316983223,
-0.0343526154756546,
0.005817091558128595,
-0.002111780224367976,
-0.03100033476948738,
0.018302420154213905,
-0.00230523943901062,
-0.0283264871686697,
0.0557938851416111,
0.015017556957900524,
-0.018390052020549774,
-0.03904290869832039,
0.04753919318318367,
-0.0384531132876873,
0.024351034313440323,
0.00438949279487133,
-0.013459029607474804,
-0.04583065211772919,
0.05108291283249855,
0.03983370214700699,
-0.013128350488841534,
0.01668103039264679,
-0.009939827024936676,
0.045848239213228226,
-0.003527947934344411,
0.008606544695794582,
0.07177414000034332,
0.040557339787483215,
0.01648787222802639,
-0.021067794412374496,
0.004273574333637953,
0.011645532213151455,
0.0028423829935491085,
0.033367011696100235,
-0.02249368093907833,
0.08258654177188873,
0.045627642422914505,
0.03527113422751427,
-0.002006228780373931,
-0.040408313274383545,
-0.019697559997439384,
-0.052214816212654114,
0.023031286895275116,
0.06442544609308243,
-0.005729071795940399,
-0.005993564147502184,
-0.07683301717042923,
0.013786735013127327,
-0.0062424782663583755,
0.056298647075891495,
-0.02944142371416092,
0.024387836456298828,
-0.038395948708057404,
-0.031759731471538544,
-0.10158237814903259,
0.030186602845788002,
-0.011589818634092808,
0.012680971063673496,
0.04266810044646263,
0.02791171707212925,
0.0006552300183102489,
-0.010022462345659733,
-0.04633428528904915,
0.02821980230510235,
-0.027175961062312126,
0.008873906917870045,
0.03964501991868019,
0.03510712459683418,
0.015453883446753025,
-0.045118216425180435,
0.057404205203056335,
0.03298497572541237,
-0.0009261938976123929,
0.028654038906097412,
-0.07232377678155899,
0.032287269830703735,
-0.0010034111328423023,
-0.03005095198750496,
-0.008031222969293594,
-0.06339388340711594,
-0.04702091962099075,
0.0018734588520601392,
0.031689565628767014,
0.027606692165136337,
0.0008916183724068105,
0.041079722344875336,
-0.017291484400629997,
-0.02345206029713154,
0.047817159444093704,
0.03769112750887871,
-0.038611553609371185,
-0.028991548344492912,
-0.0012175855226814747,
0.007449112366884947,
-0.017309151589870453,
0.02401909790933132,
0.04486308619379997,
0.030646800994873047,
0.035901229828596115,
-0.008745795115828514,
0.005973555147647858,
0.040661972016096115,
-0.05321194604039192,
-0.03657924756407738,
0.019925886765122414,
0.027535703033208847,
0.012815162539482117,
0.026942461729049683,
-0.030129075050354004,
0.0011477154912427068,
0.06199480593204498,
0.04630085825920105,
-0.020602064207196236,
0.0028631738387048244,
0.011864257976412773,
-0.027050672098994255,
0.0061236037872731686,
0.043970707803964615,
-0.09716320782899857,
0.008332083001732826,
-0.02308725193142891,
-0.04076964035630226,
-0.02498929388821125,
-0.11074960231781006,
-0.023360682651400566,
0.03229443356394768,
0.03694150596857071,
-0.005142978858202696,
-0.020224886015057564,
-0.057236313819885254,
-0.030133137479424477,
-0.009732954204082489,
0.015703381970524788,
0.004971610847860575,
-0.020765939727425575,
0.0012121543986722827,
0.019307689741253853,
-0.023051496595144272,
0.027292657643556595,
0.007566168904304504,
0.0076070511713624,
-0.058108821511268616,
-0.01012168824672699,
0.03216720372438431,
-0.037405531853437424,
-0.008050105534493923,
-0.017391083762049675,
0.03812161460518837,
0.017698204144835472,
0.03956577926874161,
-0.043418217450380325,
0.04547692835330963,
-0.04844518005847931,
-0.006702289916574955,
-0.08249334245920181,
0.01895345002412796,
-0.022170206531882286,
0.07223870605230331,
-0.09201272577047348,
-0.018428953364491463,
-0.03834446147084236,
0.018255125731229782,
0.007145460229367018,
-0.02392532490193844,
0.056582268327474594,
0.020966121926903725,
-0.0417243055999279,
-0.02522355690598488,
0.007319365628063679,
0.02906482294201851,
-0.020210880786180496,
0.022223614156246185,
-0.0032345440704375505,
0.020425736904144287,
-0.005095149856060743,
0.015847960487008095,
0.11729086190462112,
0.04375496134161949,
-0.00926531758159399,
0.004534626379609108,
0.052456777542829514,
0.014017833396792412,
-0.006095120683312416,
-0.04733796417713165,
0.03064688667654991,
0.04684033989906311,
0.027791310101747513,
-0.02147960476577282,
0.024968644604086876,
0.017980368807911873,
-0.020469706505537033,
0.007256892044097185,
0.014140140265226364,
-0.021055003628134727,
-0.0653139129281044,
0.04350714385509491,
-0.020523125305771828,
-0.013276712037622929,
-0.02168288268148899,
-0.03800254687666893,
0.002513162326067686,
-0.01061211060732603,
0.004296798724681139,
0.01753791980445385,
-0.028656862676143646,
-0.006838842295110226,
0.04127282649278641,
-0.011605078354477882,
0.043646473437547684,
0.022776473313570023,
-0.024393761530518532,
0.01934788189828396,
0.03703884407877922,
0.04593946039676666,
-0.046562597155570984,
0.01943815127015114,
-0.0377923808991909,
-0.007108021527528763,
-0.03026091493666172,
-0.009602488949894905,
-0.0031236479990184307,
0.014623272232711315,
-0.043106138706207275,
0.04464266449213028,
-0.00021837365056853741,
0.06982183456420898,
-0.014247244223952293,
0.04278984293341637,
-0.0005424926639534533,
-0.0498359352350235,
0.03290265053510666,
-0.018420951440930367,
-0.030808988958597183,
-0.03419481962919235,
-0.036768268793821335,
0.02097775973379612,
-0.023365702480077744,
-0.004497626330703497,
-0.01715904287993908,
0.02297673560678959,
0.006665263324975967,
-0.023603057488799095,
-0.004753963556140661,
-0.019903158769011497,
-0.007991506718099117,
0.016948562115430832,
-0.01130582019686699,
-0.04815018177032471,
-0.04448400437831879,
0.012962657026946545,
-0.0484657809138298,
-0.018646739423274994,
0.04509280249476433,
-0.05304417386651039,
0.06943647563457489,
-0.02336202934384346,
0.02279116027057171,
0.08178436011075974,
0.0029729546513408422,
-0.03215838223695755,
0.0009112418629229069,
0.04091396927833557,
-0.0014843601966276765,
0.005196944810450077,
-0.020075274631381035,
0.04932049661874771,
0.05265970900654793,
-0.005191363859921694,
0.030641136690974236,
0.003676642896607518,
-0.03457914665341377,
-0.04451439529657364,
-0.0516895167529583,
-0.06753897666931152,
0.010802960954606533,
-0.04126129299402237,
-0.03424663841724396,
0.08502258360385895,
0.02197837084531784,
-0.04720645770430565,
0.017789402976632118,
0.03528309240937233,
0.030994489789009094,
-0.058956339955329895,
0.013538827188313007,
-0.01849259063601494,
-0.018379254266619682,
0.01839093491435051,
0.003568610642105341,
-0.06292969733476639,
0.0003270971355959773,
-0.029979486018419266,
0.020876877009868622,
-0.033682893961668015,
-0.015779582783579826,
-0.010820905677974224,
-0.023474739864468575,
-0.001382167567498982,
0.028230128809809685,
0.011273623444139957,
-0.00025376444682478905,
0.04981608688831329,
0.03401711955666542,
-0.033699337393045425,
-0.027051661163568497,
0.02969084307551384,
0.07685647159814835,
-0.03918265923857689,
-0.021780619397759438,
-0.018182244151830673,
0.04382316395640373,
-0.016649777069687843,
-0.056106191128492355,
0.07487404346466064,
-0.05434307083487511,
-0.052042391151189804,
-0.02488522045314312,
0.048098765313625336,
0.00390023086220026,
0.029834453016519547,
0.051016487181186676,
-0.007785600144416094,
-0.005791135597974062,
-0.01776508055627346,
-0.035003501921892166,
-0.05181296914815903,
0.02856023795902729,
-0.023725666105747223,
-0.024861153215169907,
0.016092807054519653,
0.06444079428911209,
-0.005948434118181467,
0.060715027153491974,
0.052917927503585815,
-0.05366427078843117,
-0.018100030720233917,
-0.025615960359573364,
-0.02502884902060032,
-0.020423034206032753,
0.004989661276340485,
-0.02390214614570141,
-0.08242915570735931,
0.027369558811187744,
-0.0033031722996383905,
0.04891814664006233,
-0.01403445191681385,
0.042457059025764465,
0.012991351075470448,
-0.04143863543868065,
-0.0320185124874115,
0.048872366547584534,
-0.010817430913448334,
-0.01036672294139862,
0.025538485497236252,
-0.07493754476308823,
0.04758362099528313,
0.04727033153176308,
0.023661406710743904,
-0.0739612951874733,
0.0495435893535614,
0.03249422833323479,
0.0005596688715741038,
-0.023642385378479958,
0.016985950991511345,
-0.044994279742240906,
-0.004944765008985996,
-0.04389602690935135,
-0.006290299817919731,
-0.026623917743563652,
-0.0020048280712217093,
-0.026965172961354256,
0.0070443362928926945,
0.02868148498237133,
0.06907480955123901,
0.010326283052563667,
0.027843713760375977,
-0.03791355714201927,
0.010694975033402443,
0.10248852521181107,
0.018416518345475197,
-0.07852225750684738,
0.0025201018434017897,
0.05268235132098198,
-0.06705213338136673,
-0.018734706565737724,
0.007348248269408941,
-0.043323107063770294,
0.01547460537403822,
0.05775906518101692,
-0.006432497873902321,
-0.03625166416168213,
0.03411174565553665,
0.02432986907660961,
-0.049894098192453384,
0.04382504150271416,
-0.011957913637161255,
0.0044746785424649715,
-0.020531246438622475,
-0.029143545776605606,
-0.012778445146977901,
0.05673709884285927,
0.041401952505111694,
-0.03376254066824913,
-0.007390496786683798,
0.013304281048476696,
-0.048378147184848785,
0.03598465397953987,
0.041975535452365875,
-0.02103574015200138,
-0.042527057230472565,
0.023296402767300606,
0.042126256972551346,
-0.07119642943143845,
0.03171272948384285,
-0.03649955615401268,
0.032201722264289856,
0.0018719835206866264,
0.057707879692316055,
-0.01682261936366558,
-0.07036405801773071,
-0.013810970820486546,
0.0355706587433815,
0.032890912145376205,
0.03309695050120354,
-0.027140486985445023,
0.012180806137621403,
0.018036961555480957,
-0.020228154957294464,
-0.027245238423347473,
0.01600082404911518,
0.05389818176627159,
0.0024260005448013544,
0.005548172630369663,
-0.02248128317296505,
0.06116426736116409,
-0.028719985857605934,
-0.026839958503842354,
0.012527888640761375,
0.03217550367116928,
-0.013427766971290112,
0.012469403445720673,
0.025399884209036827,
0.01137261651456356,
-0.010356174781918526,
0.05808613821864128,
-0.0857299193739891,
0.044293373823165894,
-0.002445633988827467,
0.017076482996344566,
0.03616950288414955,
-0.005534545984119177,
0.024921687319874763,
0.03672754392027855,
-0.030711332336068153,
0.04781688004732132,
0.027224663645029068,
0.04078162834048271,
0.02505825273692608,
-0.03354638069868088,
0.02887292578816414,
-0.037808407098054886,
0.07790734618902206,
-0.016787076368927956,
0.08501595258712769,
0.043443746864795685,
0.01165331993252039,
0.020149415358901024,
0.0423903614282608,
0.02009224332869053,
-0.016280485317111015,
-0.09883072972297668,
0.00010979114449582994,
-0.023828234523534775,
-0.011725947260856628,
0.0061694043688476086,
-0.01876579411327839,
-0.003912523854523897,
-0.001941102440468967,
-0.07428345084190369,
-0.00811273604631424,
-0.03759288787841797,
-0.003656025044620037,
-0.0035263351164758205,
0.032993119210004807,
0.025295160710811615,
-0.006718344986438751,
-0.028442390263080597,
-0.04487808793783188,
0.016829807311296463,
-0.04416331276297569,
0.003659330541267991,
0.01173124648630619,
-0.047420259565114975,
-0.005204172804951668,
0.0976816713809967,
-0.05600213631987572,
0.05780375748872757,
-0.019675198942422867,
-0.04009595513343811,
-0.023188374936580658,
0.03669977933168411,
0.007821875624358654,
-0.025408504530787468,
0.02677769772708416,
0.020325543358922005,
0.008958956226706505,
-0.003193813841789961,
-0.06750600785017014,
0.049968570470809937,
-0.013751855120062828,
0.11093876510858536,
0.03154512122273445,
-0.04072307050228119,
-0.031172648072242737,
0.027255037799477577,
-0.013256021775305271,
-0.06910114735364914,
0.021278489381074905,
0.0018015693640336394,
-0.020621491596102715,
0.005162011366337538,
-0.01443860586732626,
-0.0070485821925103664,
-0.0785280168056488,
-0.03116537258028984,
0.046043213456869125,
-0.08381827175617218,
-0.0160526055842638,
0.017775559797883034,
-0.10167071968317032,
-0.008560920134186745,
-0.0003374024236109108,
0.04080355167388916,
0.026538323611021042,
-0.012762290425598621,
-0.017050154507160187,
0.04217188432812691,
0.009181316010653973,
-0.014729500748217106,
-0.01497850101441145,
-0.001973555888980627,
-0.0053809103555977345,
0.05126672238111496,
0.02609284408390522,
0.051509588956832886,
-0.006227060221135616,
0.013074519112706184,
-0.025145050138235092,
-0.027396248653531075,
-0.022151576355099678,
-0.018218329176306725,
-0.04667845368385315,
0.012579292990267277,
-0.0307436753064394,
0.011248409748077393,
0.010364573448896408,
-0.010943870060145855,
-0.03317239135503769,
-0.025062603875994682,
-0.03649415820837021,
-0.021754832938313484,
-0.03920503705739975,
-0.020151888951659203,
0.014196998439729214,
-0.01070919819176197,
-0.041028279811143875,
-0.01687285117805004,
0.0460885725915432,
-0.02239365689456463,
-0.04534275084733963,
-0.04597470164299011,
-0.07622595876455307,
-0.046353861689567566,
0.05421982333064079,
-0.0040020993910729885,
0.00798623077571392,
0.040050726383924484
] |
<p>I was working with SVR, and wondering, why can't I solve a natural regression problem as a multiclassification task ?</p>
<p>Example:
I have for a regression problem: targets 1, 5 and 10, trying to fit Integers numbers inside of this range.</p>
<p>Why can't I use a multiclassification with targets 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 ?</p>
<p>What are the advantages and disadvantages of such approach ?</p>
<ul>
<li>One of disadvantages that I can see, is that I must have a complete target training set (1 to 10) at the multiclass problem. Any other problems ?</li>
</ul>
|
g29313
|
[
-0.01588389463722706,
0.04825543612241745,
-0.010592905804514885,
0.005475990939885378,
-0.009123518131673336,
-0.03725794330239296,
0.005983626935631037,
0.06850697845220566,
-0.026819223538041115,
-0.05649824067950249,
-0.003581855446100235,
-0.017614208161830902,
0.035889651626348495,
0.04355522617697716,
-0.013746204786002636,
-0.026487937197089195,
0.017973769456148148,
-0.0473615899682045,
0.047958794981241226,
0.01607653684914112,
-0.039365436881780624,
0.017562977969646454,
0.0045607988722622395,
-0.007470021955668926,
-0.052832771092653275,
0.012049011886119843,
-0.010412950068712234,
0.006347769871354103,
0.017581848427653313,
0.005443084053695202,
-0.03566471487283707,
0.007748699747025967,
0.031244290992617607,
-0.031212754547595978,
-0.028892209753394127,
0.05604324862360954,
0.036242835223674774,
0.00020486592256929725,
-0.018160691484808922,
-0.026986919343471527,
0.026148445904254913,
-0.025286417454481125,
0.05004851147532463,
0.011536446399986744,
0.023157253861427307,
0.025855233892798424,
0.025220289826393127,
-0.008279681205749512,
0.03183098882436752,
0.046454623341560364,
0.05062504857778549,
-0.06185311824083328,
-0.08337718993425369,
0.010578135959804058,
0.06330259144306183,
-0.003397636814042926,
-0.05928327888250351,
0.0627652183175087,
-0.03199157863855362,
-0.009367676451802254,
0.016246018931269646,
-0.008716265670955181,
-0.05308866128325462,
-0.004432585556060076,
-0.030050819739699364,
-0.008662399835884571,
-0.0022616758942604065,
0.0052793812938034534,
-0.009191975928843021,
0.032345544546842575,
-0.0068128677085042,
0.020534122362732887,
0.02942858450114727,
0.006940285675227642,
-0.022298960015177727,
-0.03472783416509628,
-0.031423792243003845,
-0.004791483283042908,
0.0032366851810365915,
0.1346428096294403,
0.0636838972568512,
-0.017242498695850372,
0.005183571949601173,
0.06161527708172798,
0.022037051618099213,
0.014657110907137394,
0.006930834613740444,
-0.021380268037319183,
-0.0052973804995417595,
0.012645212933421135,
-0.027389833703637123,
0.03399849310517311,
0.0012368703028187156,
0.02796938084065914,
0.00004634002470993437,
-0.005314343608915806,
-0.07876905798912048,
0.029225565493106842,
0.05311478674411774,
0.017937349155545235,
0.018247351050376892,
0.020432014018297195,
0.029072167351841927,
-0.03129696473479271,
-0.03729664534330368,
0.014787167310714722,
0.046532586216926575,
0.021425096318125725,
-0.019224271178245544,
-0.06286585330963135,
-0.013504090718925,
0.025011779740452766,
-0.03969256579875946,
-0.00473270146176219,
-0.07182537764310837,
0.023866018280386925,
0.05134034529328346,
0.03550119325518608,
0.031455568969249725,
0.020937461405992508,
0.0300483126193285,
-0.0008694872376509011,
0.015022646635770798,
0.03221412003040314,
-0.03331086412072182,
-0.00027036957908421755,
-0.0031944853253662586,
0.01176348514854908,
0.05702321231365204,
-0.012086517177522182,
0.0032608094625175,
-0.022469019517302513,
-0.049996268004179,
0.036173637956380844,
0.04213033616542816,
0.047993067651987076,
-0.04693273827433586,
-0.028407128527760506,
-0.0002695780713111162,
0.007458137348294258,
-0.03148292005062103,
0.05096988007426262,
-0.02133302390575409,
0.007053344044834375,
-0.0035485774278640747,
-0.022630220279097557,
-0.032979413866996765,
0.0015979326562955976,
-0.07067065685987473,
0.054577458649873734,
0.024134337902069092,
0.0043192291632294655,
0.0005366375553421676,
-0.023904941976070404,
-0.0415729284286499,
-0.011954408138990402,
0.07390664517879486,
0.04236551746726036,
0.03680890426039696,
0.01066660601645708,
0.038802120834589005,
0.0073668393306434155,
-0.04121827706694603,
-0.0032602204009890556,
-0.020181255415081978,
0.06763125956058502,
-0.02829510159790516,
-0.030128570273518562,
-0.021148603409528732,
0.01695762760937214,
-0.007832212373614311,
0.01629587821662426,
0.029756419360637665,
0.018681984394788742,
0.010271972045302391,
0.03382125496864319,
0.04696860536932945,
-0.025512075051665306,
0.016474351286888123,
0.04088477045297623,
-0.018508445471525192,
-0.023214923217892647,
0.01763663813471794,
-0.06386734545230865,
0.03793866187334061,
-0.037854768335819244,
0.01372210681438446,
0.035204965621232986,
-0.029753437265753746,
0.036431100219488144,
0.054809313267469406,
0.010816868394613266,
0.019809352234005928,
-0.02675211802124977,
-0.036447297781705856,
-0.0298512764275074,
0.03468669578433037,
-0.0309077687561512,
-0.06637262552976608,
-0.04102426767349243,
0.008552965708076954,
0.0299012940376997,
-0.07220176607370377,
-0.012720311060547829,
-0.07326957583427429,
-0.041522908955812454,
0.012732717208564281,
-0.03167503699660301,
-0.03779756650328636,
0.007295975927263498,
0.04676372557878494,
-0.06435945630073547,
-0.008700952865183353,
0.017641626298427582,
0.007150573655962944,
-0.02545897103846073,
-0.03463829308748245,
0.03914729878306389,
-0.014834078028798103,
0.04471941664814949,
-0.03673192113637924,
-0.013089996762573719,
0.012483041733503342,
-0.009461035020649433,
-0.006466653663665056,
0.02021625079214573,
-0.03841651603579521,
-0.01215540710836649,
0.018570726737380028,
-0.03537270426750183,
-0.03275902196764946,
-0.02878151834011078,
0.06879757344722748,
-0.053804803639650345,
0.026190252974629402,
0.02935159020125866,
-0.004600692540407181,
0.0025450887624174356,
-0.06366895884275436,
0.06190754845738411,
0.10131245851516724,
0.015040737576782703,
-0.002814709674566984,
0.00033915790845640004,
0.007748034782707691,
-0.06925953924655914,
-0.05219549685716629,
0.030863342806696892,
-0.05235128477215767,
0.05163197964429855,
-0.10824178159236908,
0.0596906915307045,
-0.0035588243044912815,
-0.023587413132190704,
-0.055385809391736984,
-0.05543093383312225,
0.014096001163125038,
-0.00523126358166337,
0.025857554748654366,
-0.023113606497645378,
0.002085204003378749,
0.020719271153211594,
-0.011094089597463608,
0.026491384953260422,
0.0022350891958922148,
-0.061400726437568665,
0.03614915907382965,
0.014333694241940975,
0.015814881771802902,
-0.01658247970044613,
-0.05958561599254608,
0.011690790764987469,
0.030966483056545258,
0.02977563813328743,
-0.008746668696403503,
-0.003186549060046673,
-0.0481281653046608,
0.0434165820479393,
0.04055545851588249,
-0.007953097112476826,
-0.0010986607521772385,
-0.07698941975831985,
-0.017850378528237343,
-0.053094811737537384,
0.03291204199194908,
0.00971225742250681,
0.024345694109797478,
-0.0022757418919354677,
0.015726562589406967,
0.011694520711898804,
-0.012174488976597786,
-0.061393190175294876,
-0.0030857566744089127,
-0.09021478146314621,
0.03603881597518921,
-0.0033467255998402834,
0.004300812259316444,
-0.030389737337827682,
0.00647553987801075,
0.025696052238345146,
-0.02491220459342003,
-0.033857814967632294,
0.046361491084098816,
-0.07085840404033661,
-0.07484368979930878,
-0.0325024388730526,
-0.014055308885872364,
0.029493268579244614,
-0.01240708027034998,
-0.018309755250811577,
-0.01942288689315319,
0.043807078152894974,
-0.018504882231354713,
0.002527637407183647,
0.057876043021678925,
-0.08378730714321136,
0.017486799508333206,
0.020334558561444283,
0.032933756709098816,
-0.041577670723199844,
-0.024538371711969376,
-0.04908893257379532,
0.06765708327293396,
0.08951278030872345,
-0.007757135666906834,
0.10557805001735687,
0.009747184813022614,
0.0051699005998671055,
-0.028642667457461357,
-0.005757699254900217,
0.024715522304177284,
0.05507248640060425,
-0.00962985772639513,
0.04821275174617767,
0.02732067182660103,
0.0042614624835550785,
-0.04451284557580948,
-0.002168121514841914,
0.01581035554409027,
-0.055846862494945526,
0.050981830805540085,
-0.0005591375520452857,
-0.041652947664260864,
-0.004544551949948072,
0.010267233476042747,
0.044039562344551086,
-0.023372648283839226,
0.01174323819577694,
-0.06884679198265076,
0.036744970828294754,
-0.018893972039222717,
0.03878588229417801,
-0.011531738564372063,
0.011617666110396385,
0.03367844223976135,
0.037309832870960236,
-0.008453059941530228,
0.041875068098306656,
-0.018080638721585274,
-0.021319041028618813,
0.029081445187330246,
0.034182462841272354,
0.030333364382386208,
0.01924102194607258,
0.011328868567943573,
-0.0023726127110421658,
0.07949278503656387,
-0.048019055277109146,
-0.015151637606322765,
0.04092910513281822,
0.03821288049221039,
0.005129227880388498,
-0.0378381721675396,
-0.07300854474306107,
0.023382529616355896,
-0.034168366342782974,
0.012398960068821907,
0.04245608299970627,
-0.024528011679649353,
0.004020187072455883,
0.0799475833773613,
-0.04088838770985603,
-0.0037897469010204077,
0.007942598313093185,
-0.002343849977478385,
0.011480636894702911,
0.004147092346101999,
0.00293546705506742,
0.0012531052343547344,
0.04137561470270157,
0.04488656297326088,
-0.06492212414741516,
-0.02211819961667061,
0.032363634556531906,
0.004939681384712458,
-0.013575202785432339,
0.025630921125411987,
-0.0770406499505043,
-0.051342274993658066,
-0.012337316758930683,
-0.08558674156665802,
-0.013265907764434814,
0.021334510296583176,
-0.028489617630839348,
-0.000992608955129981,
0.027261914685368538,
-0.008731124922633171,
0.060017261654138565,
-0.035365030169487,
-0.03981024771928787,
-0.03685308247804642,
0.02726435661315918,
-0.05713273957371712,
-0.06927299499511719,
0.01777849905192852,
-0.0204508975148201,
-0.0014686472713947296,
0.028488559648394585,
-0.016397660598158836,
0.06489186733961105,
-0.013846540823578835,
0.055873796343803406,
-0.005047062411904335,
-0.023563329130411148,
0.054818086326122284,
0.027970382943749428,
0.009506703354418278,
-0.05800703167915344,
0.029474960640072823,
-0.05525822192430496,
0.023072650656104088,
0.021298792213201523,
-0.000041289418732048944,
-0.032419122755527496,
0.08395542204380035,
0.007675518747419119,
0.005654727574437857,
-0.04842107370495796,
0.002342158928513527,
-0.000506479584146291,
0.039498165249824524,
0.026397287845611572,
-0.021953243762254715,
0.05937979370355606,
-0.01955944299697876,
-0.030335484072566032,
-0.027024894952774048,
-0.023927319794893265,
-0.09136571735143661,
0.07008471339941025,
-0.0286988765001297,
0.009746681898832321,
-0.06776363402605057,
0.03933560848236084,
-0.015759984031319618,
-0.02568323165178299,
0.02462092414498329,
-0.0019166822312399745,
0.03418479114770889,
0.026900392025709152,
0.01773928478360176,
-0.07504208385944366,
-0.03795001283288002,
-0.03803538531064987,
-0.0029317510779947042,
-0.03098013624548912,
-0.019684981554746628,
0.03875190392136574,
-0.017092803493142128,
0.024691209197044373,
0.0066481162793934345,
0.008223495446145535,
0.034925851970911026,
0.019882848486304283,
-0.025254148989915848,
-0.012289484962821007,
-0.016782889142632484,
-0.008692160248756409,
-0.01967652328312397,
-0.02191164717078209,
0.026355426758527756,
-0.060687772929668427,
-0.01540204044431448,
0.0176642294973135,
-0.0384005606174469,
-0.02476329356431961,
0.024918559938669205,
-0.0281403549015522,
0.04883125051856041,
-0.03689558058977127,
0.0076317074708640575,
-0.014434164389967918,
-0.0004886196693405509,
-0.03454974666237831,
-0.019628096371889114,
0.026232736185193062,
-0.021471666172146797,
-0.014937497675418854,
0.025947222486138344,
-0.0410747230052948,
-0.03208393231034279,
-0.06545799225568771,
0.010746855288743973,
-0.01804400235414505,
0.04129621386528015,
-0.028278442099690437,
0.12748809158802032,
-0.00595846539363265,
0.023464825004339218,
0.013372708112001419,
0.0283527709543705,
-0.02469290979206562,
0.027560291811823845,
-0.015074562281370163,
0.004560289904475212,
-0.05713784322142601,
-0.041938383132219315,
0.03240938112139702,
0.04220700263977051,
-0.024197781458497047,
0.02342315949499607,
-0.030102672055363655,
0.006867405958473682,
0.010966948233544827,
0.043512459844350815,
-0.05198652669787407,
0.006732959765940905,
-0.05481256544589996,
-0.009319573640823364,
0.025110801681876183,
0.0583002083003521,
0.004391104448586702,
0.012940307147800922,
-0.011259585618972778,
-0.03453628346323967,
-0.012726512737572193,
-0.06333909183740616,
0.020346276462078094,
-0.032231274992227554,
-0.03061368502676487,
0.011605066247284412,
-0.054254200309515,
0.03028491511940956,
-0.032804299145936966,
-0.02819802612066269,
-0.03010774403810501,
0.03213518485426903,
-0.01946094073355198,
-0.009664835408329964,
0.018715480342507362,
-0.010038928128778934,
0.033617205917835236,
-0.0483148954808712,
-0.014383981004357338,
0.009484140202403069,
0.02609301172196865,
0.032703936100006104,
0.004277845844626427,
-0.020321235060691833,
-0.026922689750790596,
-0.06583813577890396,
-0.03609408065676689,
-0.02642473205924034,
0.027345703914761543,
0.004305761773139238,
0.027939502149820328,
-0.01988624595105648,
0.020240193232893944,
0.028339210897684097,
-0.015476133674383163,
-0.01739145815372467,
-0.014092917554080486,
0.057605843991041183,
0.06521628797054291,
-0.029797054827213287,
0.0032922630198299885,
0.025122351944446564,
0.0015933805843815207,
-0.0020099771209061146,
-0.013393768109381199,
0.009618018753826618,
-0.03220716863870621,
0.02527456544339657,
-0.010174638591706753,
0.02403218485414982,
0.025410311296582222,
0.008585403673350811,
-0.01876463182270527,
0.014697059988975525,
-0.0030381646938622,
-0.026788892224431038,
-0.0049873278476297855,
0.08848012238740921,
-0.002740614116191864,
0.013206727802753448,
-0.004229069221764803,
0.03837355598807335,
0.05757428705692291,
-0.02678002417087555,
-0.048964761197566986,
0.05110124871134758,
0.038194380700588226,
0.10025829821825027,
0.025066262111067772,
-0.045990828424692154,
0.050271593034267426,
-0.017979919910430908,
-0.0193964634090662,
0.059947576373815536,
-0.004099864978343248,
-0.0717427134513855,
-0.01486694160848856,
0.025627093389630318,
0.0606001578271389,
-0.013301949948072433,
-0.05873807892203331,
-0.0010780099546536803,
-0.01516642700880766,
-0.03174128755927086,
-0.07656603306531906,
0.010865292511880398,
-0.02806025929749012,
-0.0011836811900138855,
-0.0061329444870352745,
0.026124147698283195,
0.0013059716438874602,
-0.030563099309802055,
0.04994829371571541,
0.13199304044246674,
0.04089140146970749,
-0.03461620211601257,
-0.037882283329963684,
-0.011404984630644321,
0.034586142748594284,
-0.02483663335442543,
0.04965914785861969,
0.0031093256548047066,
0.0795690268278122,
0.0121611338108778,
0.060828834772109985,
-0.014114590361714363,
-0.07331006973981857,
-0.054527170956134796,
-0.02391282096505165,
0.01715894602239132,
0.03883619233965874,
0.1032780110836029,
-0.013003301806747913,
-0.0789506733417511,
0.007491667289286852,
0.02801491878926754,
0.06519007682800293,
0.008230593055486679,
-0.0532030425965786,
-0.020354894921183586,
0.040550652891397476,
-0.04656412452459335,
0.020276501774787903,
0.005449121817946434,
-0.0002441992692183703,
-0.010207711718976498,
-0.0174242053180933,
-0.0660153403878212,
-0.009592393413186073,
0.028016483411192894,
0.04486515745520592,
0.009375686757266521,
-0.06826836615800858,
-0.004246546886861324,
-0.043211910873651505,
-0.00698209460824728,
-0.036819543689489365,
0.013989011757075787,
0.033472515642642975,
0.01377156376838684,
0.01473637018352747,
-0.0005694068386219442,
-0.020975640043616295,
0.0018710596486926079,
0.027216948568820953,
0.008345824666321278,
0.029722515493631363,
0.03102201223373413,
-0.014922890812158585,
-0.0047780959866940975,
0.05832584574818611,
-0.03758043795824051,
0.019851883873343468,
0.06664237380027771,
-0.012960681691765785,
-0.01835894212126732,
0.005074858665466309,
0.03576415032148361,
-0.029849201440811157,
-0.0042669097892940044,
-0.014100821688771248,
-0.05054759606719017,
0.025804173201322556,
0.02963724359869957,
-0.005425683688372374,
-0.010727743618190289,
0.02799006924033165,
-0.06008129194378853,
-0.041654545813798904,
-0.022177064791321754,
0.04492304101586342,
-0.06455831229686737,
0.010340044274926186,
0.012432555668056011,
-0.01883300393819809,
-0.05677436664700508,
0.02778938040137291,
-0.03819052502512932,
0.03622147813439369,
-0.014018841087818146,
0.004620308056473732,
0.027680708095431328,
0.06203212961554527,
-0.03781171515583992,
-0.047853536903858185,
0.0336373895406723,
0.0005670204409398139,
0.019198760390281677,
0.01000181119889021,
0.012213836424052715,
0.0016542378580197692,
0.020114840939641,
-0.03328048437833786,
-0.05914999544620514,
0.026362696662545204,
0.0011993712978437543,
-0.029958069324493408,
-0.0169618371874094,
0.01867769844830036,
0.02166084013879299,
-0.04374450817704201,
-0.004554153420031071,
-0.01888650842010975,
0.013485717587172985,
0.04720650985836983,
-0.02163919061422348,
0.05442066490650177,
0.04216036573052406,
0.002470887964591384,
-0.014230813831090927,
-0.016054537147283554,
-0.05066040903329849,
0.01939750649034977,
-0.031782589852809906,
-0.03583940118551254,
-0.03813160955905914,
0.011469711549580097,
-0.029095647856593132,
0.053055573254823685,
0.00962708331644535,
0.030231036245822906,
0.00971737690269947,
0.042244698852300644,
0.04685346409678459,
-0.0013419461902230978,
-0.016119617968797684,
0.02660115249454975,
-0.03249680995941162,
0.0020384714007377625,
0.024818487465381622,
-0.018935009837150574,
-0.036294881254434586,
0.015724189579486847
] |
<p>Is there a way to find the Spearman correlation between two Weibull distributions? I need it as a parameter in a copula function for the joint Weibull distribution.</p>
<p>I learned that using the Pearson correlation, which I can easily obtain from the variances and cross variances of the given spectra, is not reliable with copulas especially when the data is not normally distributed.</p>
|
g73964
|
[
0.044783491641283035,
-0.015610712580382824,
0.016784770414233208,
-0.0634022206068039,
0.027910029515624046,
0.023234756663441658,
0.05193604156374931,
-0.030293218791484833,
-0.0018177905585616827,
0.00005527424582396634,
-0.012128523550927639,
-0.0058441124856472015,
0.01644381880760193,
0.011093185283243656,
-0.01810496859252453,
-0.03627363592386246,
0.087349072098732,
0.024307426065206528,
-0.02052532136440277,
0.0005218457663431764,
-0.05802728608250618,
-0.025963829830288887,
0.019840843975543976,
-0.0008883652626536787,
0.009645716287195683,
-0.05143602937459946,
-0.06112278997898102,
0.00020946600125171244,
0.0009046950726769865,
0.01452079601585865,
0.03771764785051346,
0.037695176899433136,
0.06715238094329834,
0.002883510198444128,
-0.033130545169115067,
0.02139209397137165,
0.02887951396405697,
-0.018435901030898094,
0.001817799056880176,
0.04519811272621155,
-0.06695526093244553,
0.0659094974398613,
0.030716799199581146,
0.009025060571730137,
0.02926463447511196,
-0.00233724364079535,
-0.025991935282945633,
0.03458358347415924,
-0.0442718081176281,
-0.03797199949622154,
-0.022711066529154778,
0.045671459287405014,
0.021419940516352654,
0.0024488545022904873,
0.02236507646739483,
0.022910654544830322,
0.029425719752907753,
-0.016689680516719818,
0.0458059087395668,
0.03034953773021698,
0.034163299947977066,
0.023386375978589058,
-0.06212020292878151,
-0.007470821496099234,
0.07168658077716827,
0.041277095675468445,
-0.04821762070059776,
-0.032021310180425644,
0.048101283609867096,
-0.025388682261109352,
0.01667371392250061,
-0.01067370269447565,
0.025034302845597267,
-0.011356323026120663,
-0.053277868777513504,
-0.01943989284336567,
0.018808122724294662,
0.028790699318051338,
0.00002161499833164271,
0.0066430214792490005,
-0.03215115889906883,
-0.012993477284908295,
0.007818762212991714,
0.021933628246188164,
0.03286437317728996,
-0.030930228531360626,
0.021712983027100563,
0.042075276374816895,
-0.056349389255046844,
-0.025169475004076958,
0.08714316040277481,
0.04166071116924286,
0.017067978158593178,
0.060555536299943924,
0.005083311814814806,
-0.04119936749339104,
-0.04187847673892975,
-0.0012119831517338753,
-0.0367596335709095,
-0.014363567344844341,
0.013086826540529728,
0.042159922420978546,
-0.03525974974036217,
0.008562520146369934,
-0.02258666418492794,
-0.016765398904681206,
0.07203499227762222,
-0.0012472841190174222,
-0.05511670187115669,
-0.0006185901002027094,
-0.06853873282670975,
0.0010302269365638494,
-0.007637853268533945,
-0.02987208217382431,
0.01843668892979622,
-0.05537291616201401,
-0.01095594558864832,
-0.07860679179430008,
0.0251650158315897,
0.02107679285109043,
0.00129607948474586,
-0.04178101196885109,
0.0035016480833292007,
0.0978010967373848,
-0.04498621076345444,
-0.007463396992534399,
0.019883068278431892,
0.014054707251489162,
-0.03253404051065445,
-0.05432211980223656,
0.007076315116137266,
-0.0482451356947422,
0.0021286290138959885,
0.03824373334646225,
0.017780808731913567,
0.025594905018806458,
0.01988975703716278,
0.04374285414814949,
0.030276507139205933,
0.04629507660865784,
0.013967718929052353,
0.013971907086670399,
0.01658959500491619,
-0.02010052464902401,
-0.006977440323680639,
0.022901589050889015,
0.021941736340522766,
-0.04303988814353943,
-0.028307858854532242,
0.06703271716833115,
0.06726012378931046,
0.04828927293419838,
-0.0027135589625686407,
0.042953211814165115,
-0.04242304712533951,
-0.00023843444068916142,
0.0783647820353508,
-0.015059116296470165,
0.05363234132528305,
-0.004928074777126312,
0.011479056440293789,
0.010005696676671505,
0.05837833508849144,
0.03521212562918663,
0.04277689754962921,
0.006882406305521727,
-0.013919336721301079,
-0.0011825605761259794,
-0.022771859541535378,
-0.03299788758158684,
0.05669987201690674,
-0.03426504135131836,
0.025185536593198776,
-0.01109175756573677,
0.06434699892997742,
-0.01726764813065529,
-0.02714494615793228,
0.026751108467578888,
0.00861713569611311,
0.025975121185183525,
0.00683549651876092,
0.029749972745776176,
-0.0350198969244957,
0.02416122518479824,
0.0034403903409838676,
-0.02273504063487053,
0.02237876132130623,
0.04294528812170029,
-0.03746189922094345,
-0.024661242961883545,
0.029520776122808456,
-0.01945304684340954,
-0.04075353220105171,
-0.05987021327018738,
-0.0007906786049716175,
0.000017867609130917117,
0.08137316256761551,
-0.02541041560471058,
0.0677003487944603,
-0.012271066196262836,
-0.01584039442241192,
0.05392346531152725,
0.042166631668806076,
0.08332941681146622,
0.038736142218112946,
-0.005504706408828497,
-0.00297411996871233,
-0.02100839465856552,
0.01620086468756199,
-0.025761479511857033,
-0.03174874931573868,
-0.008782707154750824,
-0.008200835436582565,
-0.010230733081698418,
0.029661299660801888,
-0.025149863213300705,
-0.01376048382371664,
0.05704346299171448,
-0.05384337529540062,
0.04745306819677353,
-0.051652390509843826,
-0.024017808958888054,
-0.019112490117549896,
-0.029182763770222664,
0.018013164401054382,
0.03444585204124451,
0.01682550273835659,
-0.004878315143287182,
-0.022933872416615486,
-0.004672670271247625,
-0.012314208783209324,
-0.07965826988220215,
0.05257459357380867,
-0.020747270435094833,
-0.02962333709001541,
0.009023834951221943,
-0.0076028769835829735,
-0.008575959131121635,
0.007293117232620716,
0.08302365988492966,
-0.08904991298913956,
-0.03411507233977318,
0.022915326058864594,
0.09638947993516922,
-0.014766769483685493,
-0.016268759965896606,
0.011840414255857468,
-0.03380877524614334,
0.060765381902456284,
-0.006372267380356789,
0.015037286095321178,
0.011798982508480549,
-0.010855622589588165,
0.012603606097400188,
0.0014708638191223145,
0.02025802619755268,
0.02159312553703785,
0.03465014323592186,
-0.03461730107665062,
-0.07091331481933594,
0.021364925429224968,
-0.01713292859494686,
-0.004161501303315163,
-0.03200119361281395,
0.036640290170907974,
-0.06687469780445099,
0.00379734649322927,
-0.042445503175258636,
-0.013397282920777798,
-0.02894226834177971,
-0.0875592976808548,
-0.015427208505570889,
0.010191675275564194,
-0.003025451675057411,
0.019661445170640945,
0.0011018927907571197,
-0.03296911343932152,
-0.02982361987233162,
-0.03523557260632515,
-0.006518363021314144,
-0.008261456154286861,
-0.00042988581117242575,
0.05085182189941406,
0.05922604724764824,
0.019434018060564995,
-0.07649001479148865,
0.01852731592953205,
0.012640606611967087,
0.02880341000854969,
0.05209394916892052,
0.047710318118333817,
0.014088734984397888,
-0.0267831701785326,
0.03744583949446678,
0.03701420873403549,
0.04791661724448204,
0.0764600932598114,
-0.04468189552426338,
-0.03246425837278366,
0.04255373030900955,
0.04821600019931793,
0.011187423951923847,
0.004428135696798563,
-0.04550531134009361,
0.05383876711130142,
-0.036517154425382614,
-0.02528943307697773,
0.03768042474985123,
0.04501815512776375,
-0.021249229088425636,
-0.0012799957767128944,
-0.03771763667464256,
0.018651733174920082,
-0.02355818636715412,
0.03184957429766655,
0.03972663730382919,
0.004989702254533768,
0.06315052509307861,
0.030887505039572716,
-0.018825218081474304,
-0.01551141683012247,
-0.013010941445827484,
-0.033460214734077454,
-0.002247400349006057,
0.026549601927399635,
0.008864719420671463,
-0.03174015134572983,
0.035026781260967255,
0.043579574674367905,
-0.0012363572604954243,
-0.013744556345045567,
-0.03638763725757599,
0.06835201382637024,
0.00687966775149107,
-0.019699664786458015,
-0.016734186559915543,
0.01964963786303997,
0.012742584571242332,
0.006461139768362045,
0.0894518569111824,
0.004473564680665731,
-0.06788863986730576,
-0.06131341680884361,
-0.0069944290444254875,
-0.052089251577854156,
0.027554098516702652,
0.02000007964670658,
0.03865521028637886,
0.054534148424863815,
-0.020627601072192192,
0.010853891260921955,
-0.006102471612393856,
0.01797429658472538,
-0.01645246334373951,
0.03412051126360893,
0.018749820068478584,
0.021149499341845512,
-0.03255537897348404,
0.038390666246414185,
-0.004035143181681633,
-0.0076988753862679005,
-0.048390358686447144,
-0.01411721482872963,
0.002978613367304206,
-0.004087974317371845,
-0.02042381837964058,
0.02124122530221939,
0.07405858486890793,
0.050306953489780426,
0.043921198695898056,
-0.03546589985489845,
0.042315199971199036,
0.03740112483501434,
-0.005553700495511293,
-0.018438594415783882,
-0.04228762537240982,
-0.0414741188287735,
-0.011288551613688469,
-0.030500032007694244,
-0.01409225445240736,
-0.006402347702533007,
-0.0032544517889618874,
0.00884227454662323,
0.0545935183763504,
0.007208537310361862,
-0.040168244391679764,
-0.010379984974861145,
0.018691515550017357,
0.0431118905544281,
-0.008604325354099274,
0.030439715832471848,
-0.08322517573833466,
-0.007928582839667797,
0.05319323018193245,
0.046320635825395584,
-0.02600679360330105,
-0.009379050694406033,
0.015635138377547264,
0.00546723697334528,
-0.02021767944097519,
-0.03742867708206177,
-0.043639738112688065,
0.001511133392341435,
0.017057733610272408,
-0.04146168380975723,
0.01698797568678856,
0.010501167736947536,
-0.008554552681744099,
-0.02395908161997795,
-0.04641808569431305,
-0.020438872277736664,
0.023453859612345695,
-0.0070539237931370735,
-0.02126191183924675,
-0.008539890870451927,
-0.04142187163233757,
-0.01675216108560562,
-0.038757484406232834,
0.008234181441366673,
-0.01253077294677496,
-0.023382097482681274,
0.020728817209601402,
0.0009139215690083802,
0.014641864225268364,
-0.005840269383043051,
-0.00476606423035264,
-0.007993212901055813,
0.008463786914944649,
0.004815920256078243,
-0.00969703309237957,
0.011603251099586487,
0.05172725021839142,
-0.03809136152267456,
-0.010801080614328384,
-0.019737152382731438,
0.019407037645578384,
0.040345072746276855,
-0.0843980610370636,
-0.08923628181219101,
-0.01765257678925991,
-0.009579184465110302,
-0.0025793244130909443,
0.013466794975101948,
0.04294530674815178,
-0.016045330092310905,
0.04472940415143967,
0.001644286559894681,
-0.00752562889829278,
-0.03105946257710457,
-0.06501150876283646,
-0.012582371011376381,
-0.019918717443943024,
0.016852471977472305,
-0.06012432277202606,
-0.0008237987058237195,
0.027394888922572136,
0.015034258365631104,
0.0302507933229208,
0.06522583216428757,
-0.011029141023755074,
-0.0008069151663221419,
-0.03958085924386978,
-0.001043821801431477,
-0.08690350502729416,
0.03540990129113197,
0.0006437415140680969,
-0.11168066412210464,
-0.00012049119686707854,
0.030391722917556763,
-0.03157156705856323,
-0.05041980370879173,
-0.03997166454792023,
0.03861093521118164,
-0.02562566101551056,
-0.03827345371246338,
-0.0029212883673608303,
-0.06668595969676971,
-0.03776678070425987,
-0.015043722465634346,
-0.009166739881038666,
-0.03127703070640564,
0.03533635288476944,
-0.02123509719967842,
-0.03579269349575043,
-0.020553600043058395,
-0.029877692461013794,
0.006709041073918343,
-0.004139182157814503,
0.04011620581150055,
-0.02543838694691658,
0.0005832419847138226,
0.04307045042514801,
0.02354372851550579,
0.08479676395654678,
0.011026446707546711,
-0.048971205949783325,
0.01947375386953354,
-0.03237275779247284,
-0.027283085510134697,
0.05297747999429703,
-0.04548434540629387,
0.00968203879892826,
-0.04929674416780472,
0.041029173880815506,
0.008599071763455868,
0.0075677139684557915,
0.09182260930538177,
0.027975870296359062,
0.004460535943508148,
0.008819688111543655,
0.02244751527905464,
0.03867268189787865,
0.04524393007159233,
0.01774466410279274,
-0.0492117814719677,
0.030252300202846527,
-0.0031848351936787367,
0.026915980502963066,
-0.06407512724399567,
-0.03547549247741699,
0.042764537036418915,
0.0068858228623867035,
0.005031920503824949,
-0.011362140998244286,
-0.02717280387878418,
-0.020660918205976486,
0.0069426195695996284,
0.02591811679303646,
-0.02120891585946083,
-0.01024559885263443,
0.03196587786078453,
-0.05060836672782898,
0.028183728456497192,
-0.015907850116491318,
-0.0089184008538723,
-0.04825025051832199,
-0.043826960027217865,
-0.005313079804182053,
-0.05341106653213501,
0.04199164733290672,
-0.008565948344767094,
-0.02306499145925045,
0.022624148055911064,
-0.02387583628296852,
0.029261818155646324,
-0.024292463436722755,
-0.0038628182373940945,
-0.05194777250289917,
0.013115238398313522,
-0.002313377568498254,
0.004663480445742607,
0.002249661134555936,
-0.0554104745388031,
-0.055839914828538895,
0.005275700706988573,
-0.015835776925086975,
-0.02124265767633915,
0.005593862850219011,
0.0006377474055625498,
0.07989203184843063,
0.02609105035662651,
-0.061879467219114304,
0.044197939336299896,
0.027854736894369125,
-0.06642361730337143,
-0.06128309294581413,
-0.0025371031370013952,
0.02243911474943161,
0.03504268452525139,
0.05053360387682915,
-0.019897226244211197,
0.015254015102982521,
-0.017706390470266342,
-0.0028202033136039972,
0.03928612545132637,
0.08264157176017761,
-0.044956889003515244,
0.023926082998514175,
0.006989524234086275,
-0.0021482352167367935,
0.03167220950126648,
-0.006316987331956625,
-0.05243798345327377,
0.02526860497891903,
-0.07968871295452118,
0.06603940576314926,
-0.005042624659836292,
-0.005929766688495874,
0.025068793445825577,
-0.06003766879439354,
0.04049662500619888,
0.015886763110756874,
-0.04546220600605011,
-0.03805898129940033,
-0.018175113946199417,
-0.05405401438474655,
0.03918265923857689,
0.018217908218503,
-0.0329740084707737,
-0.02894044667482376,
0.017756661400198936,
-0.0006640356150455773,
0.056519050151109695,
-0.011546642519533634,
0.0371294766664505,
-0.022693732753396034,
0.034484948962926865,
-0.00021193646534811705,
0.009163646027445793,
0.0020553020294755697,
-0.020303281024098396,
-0.008614365011453629,
-0.009882310405373573,
0.018213661387562752,
0.02766835130751133,
0.013116003014147282,
-0.06013184413313866,
-0.003378481138497591,
-0.08849889785051346,
0.045632872730493546,
0.06714164465665817,
-0.04756341874599457,
-0.04732144623994827,
-0.04086265712976456,
0.01633015275001526,
0.01842268742620945,
-0.023328056558966637,
-0.002801641123369336,
0.009299919940531254,
-0.022720707580447197,
-0.017619306221604347,
0.004030657932162285,
0.017415514215826988,
0.03320297971367836,
-0.056148678064346313,
0.010395877994596958,
-0.011131060309708118,
0.021628588438034058,
0.0007995934574864805,
0.052641067653894424,
-0.017643405124545097,
0.022428011521697044,
0.030453691259026527,
0.011591089889407158,
0.024904802441596985,
0.06137480586767197,
0.03681745380163193,
-0.0038429824635386467,
-0.07382889091968536,
0.00447206012904644,
-0.04243995249271393,
-0.00627788994461298,
0.04010447859764099,
0.05196342244744301,
0.026079915463924408,
-0.02330469712615013,
0.06640105694532394,
-0.053606435656547546,
0.0035601418931037188,
0.03457437455654144,
-0.0342102088034153,
0.032497502863407135,
-0.06566739827394485,
-0.06237906590104103,
0.0360596589744091,
0.035053230822086334,
-0.013263175264000893,
0.0038167161401361227,
0.017534123733639717,
0.0036525889299809933,
0.0011081401025876403,
-0.02611800655722618,
-0.07985256612300873,
0.03206973150372505,
0.026033174246549606,
0.0035124546848237514,
-0.027391336858272552,
0.008289477787911892,
-0.045711372047662735,
-0.03509973734617233,
-0.07037809491157532,
0.00930903572589159,
-0.03455639258027077,
0.041306886821985245,
-0.021495109423995018,
0.05339287221431732,
-0.0510389618575573,
-0.047641437500715256,
0.03608802333474159,
-0.03164047375321388,
-0.08633850514888763,
-0.04674971476197243,
0.02741094119846821,
-0.043828390538692474,
-0.02933381125330925,
0.05458797514438629,
0.05636756122112274,
-0.04551761969923973,
-0.020050514489412308,
0.0928778424859047,
0.05562477558851242,
0.02234627678990364,
-0.08500466495752335,
-0.0433628149330616,
-0.02605365216732025,
-0.024894436821341515,
0.021723072975873947,
-0.05703916773200035,
-0.06932531297206879,
-0.0540752150118351,
0.04350237175822258,
0.028507662937045097,
-0.011559763923287392,
-0.012705571949481964,
-0.006962621118873358,
0.007780905347317457,
0.016545210033655167,
-0.005538733210414648,
-0.008574813604354858,
0.04566769674420357,
-0.07525285333395004,
-0.05241719260811806,
0.07078619301319122,
-0.007813136093318462,
-0.008562282659113407,
-0.04441143944859505,
-0.029271895065903664,
0.057665709406137466,
-0.015192467719316483,
0.03459109738469124,
0.021680792793631554,
-0.02991659753024578,
-0.008537291549146175,
-0.012502795085310936,
-0.007016954943537712,
-0.024385958909988403,
-0.0011301530757918954,
0.032090358436107635,
-0.0220688097178936,
0.019592858850955963,
0.00044847349636256695,
-0.019246215000748634,
0.0220726877450943,
-0.02240840345621109,
0.0247834213078022,
-0.06381471455097198,
0.03273342549800873,
0.03925115987658501,
-0.02915877476334572,
-0.0015075962292030454,
-0.041541390120983124,
0.014925721101462841,
-0.022143347188830376,
0.11251585185527802,
0.0012889619683846831,
-0.03573543578386307,
0.035735394805669785,
-0.007690873928368092,
-0.007962255738675594,
-0.004691652953624725,
-0.0027007292956113815,
0.009870080277323723,
-0.0548713244497776,
0.05187644436955452,
0.004818189889192581,
-0.022897973656654358,
-0.01371022593230009,
0.044852204620838165
] |
<p>I am interested in estimating how many subjects should be included in a brain imaging study. Although the design is a fairly straight forward cross-sectional comparison, there are a number of tweakable image processing steps between the raw image and the processed image in which we carry out pixel-wise comparisons.</p>
<p>I've used the power.t.test function in R to estimate the number of subjects required to reach statistical significance, using hypothetical delta values and sd estimates from a control population. I've run these analyses with varying image processing settings, resulting in a large number of "number of subjects per group" vs "some image processing parameter" plots. So many that it looks kind of messy to provide hundreds of plots.</p>
<p>What I would like is an empirical equation that allows users to estimate the number of subjects per group as a function of effect size, alpha, and a few other image processing specific parameters. That way I only need to report the coefficients for the equation rather than supplying hundreds of graphs. Is this kind of thing possible?</p>
<p>So far if I model N ~ k1/effect.size^2 that looks OK for some values of alpha (for example) but doesn't work so good for others. A log-log plot doesn't model the relationship well either. </p>
<p>I can't seem to find an explicit formula that relates the number of subjects per group with the other factors in a power analysis. Does this exist?</p>
<p>Thanks</p>
|
g36560
|
[
-0.02623218111693859,
0.02551078610122204,
-0.00216085952706635,
-0.05707452818751335,
-0.04002819582819939,
-0.08767428249120712,
0.02271866425871849,
0.0009361187694594264,
-0.054350849241018295,
0.004805844277143478,
0.04957004263997078,
0.026462070643901825,
0.04943419620394707,
0.03409069404006004,
0.005400706548243761,
-0.00007281107536982745,
0.033072132617235184,
-0.029867710545659065,
-0.016509899869561195,
0.03587331995368004,
0.017330093309283257,
-0.028499659150838852,
0.026055702939629555,
0.016529954969882965,
-0.000493180297780782,
-0.04274606332182884,
-0.00028985520475544035,
0.036063507199287415,
-0.07332836836576462,
-0.011837723664939404,
-0.005105750169605017,
0.022775188088417053,
0.007200801745057106,
-0.046177852898836136,
-0.07473251223564148,
-0.023577887564897537,
0.016862014308571815,
0.02575966715812683,
0.012195618823170662,
0.04584522172808647,
-0.01622638665139675,
0.020197922363877296,
0.03788331523537636,
0.03265249729156494,
-0.02051912061870098,
0.014564047567546368,
0.034305546432733536,
0.03146442025899887,
0.0007465464877896011,
-0.029106363654136658,
-0.046483393758535385,
0.01895570196211338,
0.027884501963853836,
0.010249539278447628,
-0.01608302816748619,
0.020703917369246483,
-0.016072576865553856,
0.007303194142878056,
-0.004069353919476271,
0.060467224568128586,
0.007492620497941971,
0.01928299479186535,
-0.04246420040726662,
-0.005863419733941555,
0.035212185233831406,
0.0020866983104497194,
-0.04928119480609894,
0.007487964350730181,
0.04949739947915077,
-0.04040940850973129,
-0.007507241331040859,
-0.015796871855854988,
0.01958412118256092,
0.011310878209769726,
-0.001649973331950605,
-0.05564144253730774,
-0.03037089668214321,
-0.012378847226500511,
-0.003130578435957432,
0.03895676136016846,
0.0809771940112114,
-0.012245198711752892,
0.03051539696753025,
0.049597904086112976,
0.03479102998971939,
-0.01398587878793478,
-0.0020358196925371885,
-0.027280982583761215,
0.06105995923280716,
0.026067068800330162,
0.0684327483177185,
0.018866851925849915,
0.04236414283514023,
0.047517742961645126,
0.006335236132144928,
-0.0170942060649395,
-0.04479119926691055,
-0.017894484102725983,
-0.03238972648978233,
-0.015425603836774826,
-0.0035750248935073614,
0.026025980710983276,
-0.01798582822084427,
-0.008532068692147732,
-0.03274719789624214,
-0.024352800101041794,
0.0008364850073121488,
0.07294537872076035,
-0.015233766287565231,
0.03305850923061371,
-0.03559862822294235,
-0.024435801431536674,
-0.03651124984025955,
-0.01927180588245392,
-0.042388711124658585,
-0.12461825460195541,
0.017407314851880074,
-0.05316295474767685,
-0.014706003479659557,
0.016106724739074707,
-0.0007426436641253531,
-0.04198367893695831,
-0.010434560477733612,
0.023773454129695892,
-0.05054003372788429,
0.005922875367105007,
-0.04148826003074646,
0.05325803905725479,
-0.01983833871781826,
0.0038308955263346434,
0.005060526076704264,
-0.0709976926445961,
0.06570196896791458,
0.04338601604104042,
0.03628189489245415,
0.0894785150885582,
-0.03564019128680229,
0.057291097939014435,
-0.043023500591516495,
0.011126664467155933,
-0.06586243212223053,
0.027208006009459496,
-0.0066952183842659,
-0.005583924241364002,
-0.02606419287621975,
0.04978445544838905,
-0.04686746373772621,
-0.0027685712557286024,
0.017865965142846107,
-0.037508174777030945,
0.01711549237370491,
-0.004830176010727882,
-0.04054771736264229,
-0.01853010803461075,
-0.01910894736647606,
-0.018497269600629807,
-0.0072601111605763435,
-0.01946498081088066,
-0.0568343885242939,
0.005791438277810812,
-0.0018845442682504654,
-0.004345460794866085,
0.0145705072209239,
0.026165571063756943,
-0.015537598170340061,
-0.02323513850569725,
0.05248434469103813,
0.007439704146236181,
-0.022012289613485336,
-0.05390845611691475,
0.027652781456708908,
0.014669423922896385,
0.026905877515673637,
-0.017534825950860977,
0.042629633098840714,
0.0397370345890522,
0.04620722308754921,
0.01786685548722744,
0.03526447340846062,
0.04100693389773369,
-0.026905443519353867,
0.04149660840630531,
-0.017975836992263794,
-0.055692996829748154,
0.016785839572548866,
-0.03182510659098625,
-0.003598614828661084,
0.0028349643107503653,
0.013511787168681622,
0.00879186112433672,
-0.009978842921555042,
0.025193629786372185,
0.005726559553295374,
-0.04725801199674606,
-0.03507966175675392,
0.02651919797062874,
0.07083024084568024,
-0.07314658164978027,
0.005390235688537359,
-0.03260474652051926,
0.014753931201994419,
0.014814010821282864,
-0.03752043843269348,
0.05550426244735718,
0.021578473970294,
0.0015463815070688725,
-0.026462849229574203,
0.027120010927319527,
-0.000024243006919277832,
-0.06786981970071793,
0.006037180311977863,
0.00536438450217247,
-0.034726034849882126,
0.07199443876743317,
-0.05043597146868706,
0.012176139280200005,
0.01835092157125473,
-0.009939509443938732,
0.0026667979545891285,
0.023891888558864594,
-0.03300776332616806,
-0.024714890867471695,
-0.026885442435741425,
0.025721266865730286,
0.008992956951260567,
-0.03357253596186638,
0.03059018775820732,
-0.023459583520889282,
-0.020395588129758835,
0.03782535716891289,
-0.07619693130254745,
0.03406617045402527,
0.041198015213012695,
-0.06745701283216476,
-0.013945060782134533,
-0.003182568121701479,
-0.013656443916261196,
-0.009076379239559174,
-0.00607499061152339,
0.046600643545389175,
-0.024595020338892937,
0.0260657649487257,
-0.008221616968512535,
0.06586965918540955,
-0.004389187321066856,
-0.005444569047540426,
-0.02996777556836605,
-0.04090934619307518,
0.016948631033301353,
0.06862130016088486,
-0.07617855072021484,
0.002956915879622102,
0.052486322820186615,
-0.0009060917655006051,
-0.0016695874510332942,
-0.02593686245381832,
-0.02971726842224598,
0.03898552060127258,
0.0396653488278389,
0.04603144899010658,
-0.02563684992492199,
0.024020066484808922,
0.034799724817276,
-0.00023697744472883642,
0.027233120054006577,
-0.015552539378404617,
0.016308080404996872,
-0.07846229523420334,
0.02845432050526142,
0.028005221858620644,
-0.05275009572505951,
-0.0055698854848742485,
-0.009182852692902088,
0.052388571202754974,
0.045842066407203674,
0.031477127224206924,
-0.01667705737054348,
-0.0182411577552557,
0.021101010963320732,
-0.027029486373066902,
0.03583461046218872,
-0.03492932766675949,
-0.06299545615911484,
0.04853492230176926,
0.04321310669183731,
0.022374402731657028,
0.09412451833486557,
-0.0012234539026394486,
-0.016927450895309448,
0.020459061488509178,
0.014461308717727661,
0.00508926622569561,
0.014016789384186268,
-0.04414735734462738,
-0.008511748164892197,
0.004531119484454393,
0.04602586105465889,
-0.03808452934026718,
0.06763152778148651,
-0.021130820736289024,
-0.032322462648153305,
-0.013630624860525131,
0.0315859280526638,
0.02533652074635029,
-0.023063309490680695,
-0.006296281237155199,
-0.03454633802175522,
-0.03793279081583023,
-0.020317846909165382,
0.000039919166738400236,
-0.013620998710393906,
-0.017362184822559357,
-0.03223225846886635,
-0.023960519582033157,
0.0018730487208813429,
-0.022977912798523903,
0.02859537862241268,
0.018942816182971,
0.02663405053317547,
0.005672923289239407,
0.046394772827625275,
-0.04845201224088669,
0.01165893767029047,
0.029359666630625725,
-0.0299027469009161,
-0.024706752970814705,
-0.08455323427915573,
0.006675387732684612,
-0.03741935268044472,
0.012407857924699783,
0.05881901830434799,
0.003124251728877425,
0.027265558019280434,
0.006678163073956966,
-0.003255274146795273,
-0.011617745272815228,
0.016759105026721954,
-0.014044880867004395,
0.04063129797577858,
0.03866850584745407,
-0.03670648857951164,
-0.04936821013689041,
-0.005358976777642965,
-0.02065189927816391,
0.019982699304819107,
-0.03660651296377182,
-0.015185093507170677,
0.031976453959941864,
0.010171695612370968,
-0.020678997039794922,
0.027625693008303642,
-0.018635528162121773,
-0.005963512696325779,
-0.060733191668987274,
0.09215337783098221,
-0.04925720393657684,
0.0824119821190834,
-0.05131109803915024,
-0.011481371708214283,
-0.038801442831754684,
0.05983200669288635,
-0.02939619868993759,
0.022862836718559265,
0.010968689806759357,
-0.04955236613750458,
-0.0003472951066214591,
0.026611031964421272,
0.08152919262647629,
0.02561529539525509,
-0.053219426423311234,
0.04404551908373833,
0.0175300445407629,
0.03649425506591797,
-0.017344839870929718,
-0.029255829751491547,
-0.059825073927640915,
0.002352298703044653,
0.031343426555395126,
-0.012241215445101261,
0.02467278391122818,
0.003312722546979785,
0.08333712816238403,
0.0475335530936718,
0.00872558169066906,
-0.011708696372807026,
-0.04957208037376404,
0.04315591976046562,
0.026251396164298058,
0.041444726288318634,
0.007370944134891033,
-0.028136853128671646,
-0.07304422557353973,
-0.11264585703611374,
0.01274074986577034,
0.029538622125983238,
-0.05214713141322136,
-0.028341319411993027,
-0.028903130441904068,
0.061967186629772186,
0.03786225989460945,
-0.023776642978191376,
-0.04836041107773781,
0.0733264684677124,
0.09536407887935638,
-0.014258231036365032,
-0.021789638325572014,
0.019237112253904343,
-0.0178187508136034,
0.00023407084518112242,
0.03879297897219658,
-0.0692804679274559,
-0.024622874334454536,
0.037782229483127594,
-0.0518195666372776,
0.03689104691147804,
0.025946587324142456,
0.0582832507789135,
-0.006531278602778912,
0.041865844279527664,
0.023344963788986206,
-0.03562752902507782,
0.0019780253060162067,
-0.01828019879758358,
-0.020340021699666977,
-0.01873967982828617,
-0.0038791014812886715,
-0.023775937035679817,
0.06785557419061661,
0.0012858305126428604,
0.0019266695016995072,
0.0257082749158144,
0.047065213322639465,
-0.04321752116084099,
0.027011588215827942,
-0.022183042019605637,
-0.025906767696142197,
-0.003328464226797223,
0.017544249072670937,
0.009347550570964813,
-0.05716656520962715,
-0.02823498286306858,
-0.01485674548894167,
0.023607797920703888,
-0.005896188318729401,
0.029907101765275,
0.05581105500459671,
-0.0017308983951807022,
0.0036971881054341793,
-0.04568922892212868,
0.0627656951546669,
-0.009583573788404465,
-0.041627489030361176,
-0.05122079327702522,
-0.02795500122010708,
0.02587762475013733,
0.025963958352804184,
0.06846939772367477,
-0.00044525551493279636,
0.05630812048912048,
0.0022449069656431675,
-0.014879019930958748,
-0.013616470620036125,
-0.11346019804477692,
-0.07396720349788666,
-0.037717174738645554,
-0.006006223615258932,
-0.04022621735930443,
-0.013867026194930077,
-0.034338969737291336,
-0.008139105513691902,
-0.011422689072787762,
-0.036781273782253265,
0.001767924171872437,
0.0006261107046157122,
-0.04831375926733017,
-0.0150661775842309,
-0.014515172690153122,
-0.04349399358034134,
-0.012092487886548042,
0.007265816442668438,
0.00834220927208662,
-0.029700538143515587,
0.018099403008818626,
-0.013928625732660294,
0.02664969488978386,
-0.026886941865086555,
-0.019520113244652748,
-0.01357833668589592,
-0.013091016560792923,
-0.023187635466456413,
-0.017735492438077927,
-0.024502763524651527,
-0.011443381197750568,
0.01934141479432583,
-0.00038490432780236006,
-0.018711445853114128,
0.013575591146945953,
-0.024124106392264366,
0.0210857056081295,
0.0674295723438263,
0.050939515233039856,
0.09822673350572586,
-0.054057106375694275,
-0.033974405378103256,
-0.03171541914343834,
0.020047064870595932,
0.05549296364188194,
-0.04584008827805519,
0.017101937904953957,
0.08064311742782593,
-0.020501459017395973,
-0.01603340357542038,
0.04958324879407883,
-0.011955388821661472,
-0.07692795991897583,
0.006998486816883087,
-0.0009629975538700819,
0.018521001562476158,
-0.022769277915358543,
-0.008498629555106163,
0.1077856793999672,
-0.012513116002082825,
0.023016629740595818,
0.06364152580499649,
0.005440369714051485,
-0.03778379410505295,
-0.054994404315948486,
0.0037912747357040644,
0.04582493007183075,
-0.03361378610134125,
0.0013447839301079512,
0.011525647714734077,
-0.06236111372709274,
-0.0027722492814064026,
0.025697574019432068,
-0.01678592711687088,
0.009388498961925507,
-0.00022221842664293945,
0.029667489230632782,
-0.0012585936347022653,
-0.006994059309363365,
0.05747233331203461,
0.06443939357995987,
-0.04581289738416672,
0.015250146389007568,
-0.021526850759983063,
-0.01279749907553196,
-0.034156523644924164,
-0.03170408308506012,
-0.00014830620784778148,
0.004310684744268656,
-0.03535803407430649,
0.01358480378985405,
0.03392660245299339,
-0.0010258519323542714,
-0.013036616146564484,
0.03457523137331009,
-0.04266367852687836,
0.04445071145892143,
0.03148433193564415,
-0.051702067255973816,
-0.002396530006080866,
0.008188380859792233,
0.012801608070731163,
-0.02877243608236313,
-0.025498738512396812,
0.008039118722081184,
-0.023119257763028145,
-0.030083714053034782,
-0.0027712781447917223,
0.016568418592214584,
-0.05849228426814079,
0.008088672533631325,
0.028216373175382614,
0.009672435000538826,
0.040108513087034225,
0.01842077262699604,
0.029096949845552444,
-0.011149224825203419,
0.04187614843249321,
-0.019040655344724655,
-0.049479059875011444,
-0.028033487498760223,
0.0008217004360631108,
0.00690018106251955,
0.028838081285357475,
-0.07107123732566833,
0.012430894188582897,
-0.015499060973525047,
-0.04568377137184143,
-0.009088974446058273,
-0.026447607204318047,
0.009838367812335491,
-0.037661608308553696,
-0.0011456517968326807,
-0.03343413397669792,
0.042170457541942596,
0.008284769020974636,
-0.0116908373311162,
-0.03824891895055771,
0.02737423963844776,
0.009897008538246155,
0.07058660686016083,
-0.05055403336882591,
-0.01963443122804165,
-0.047321248799562454,
-0.03553001210093498,
-0.07926144450902939,
-0.0018764425767585635,
-0.05755988135933876,
-0.031749118119478226,
0.058611661195755005,
0.08009833097457886,
0.0669969916343689,
0.029483238235116005,
-0.07525278627872467,
0.00434461934491992,
-0.015065127983689308,
-0.06562492251396179,
0.005271794740110636,
0.04453248530626297,
-0.049790676683187485,
0.01897047646343708,
-0.046388790011405945,
0.040999118238687515,
0.0041177221573889256,
-0.007991076447069645,
-0.03313466161489487,
0.05127223953604698,
-0.001238602097146213,
-0.019146928563714027,
0.013160907663404942,
0.023511923849582672,
0.022287312895059586,
-0.07963135093450546,
0.03610743209719658,
-0.04467286169528961,
0.034417834132909775,
0.03484424948692322,
0.004359032493084669,
-0.027614107355475426,
-0.003615712048485875,
-0.024190137162804604,
0.011324676685035229,
-0.045428499579429626,
-0.031297717243433,
0.02159097231924534,
0.0375908799469471,
-0.02644229680299759,
-0.001875170972198248,
0.0865001529455185,
-0.02139325439929962,
0.015874246135354042,
-0.04950999096035957,
-0.0038410616107285023,
0.010591422207653522,
0.04716086760163307,
0.0025211458560079336,
0.07823583483695984,
-0.0312996581196785,
-0.014025726355612278,
-0.02061065472662449,
-0.013084223493933678,
-0.0225257258862257,
0.007185330148786306,
0.01841733790934086,
0.01964404620230198,
0.0005108400946483016,
0.09720515459775925,
-0.03182874247431755,
0.054343532770872116,
0.026813171803951263,
-0.028699390590190887,
0.03536690026521683,
-0.0020208300556987524,
0.019308822229504585,
0.03942841291427612,
-0.006107719149440527,
0.014322103001177311,
0.0711764320731163,
0.01412300206720829,
-0.04895733296871185,
0.02276352234184742,
0.0163392573595047,
-0.017137054353952408,
0.05736982077360153,
-0.014860398136079311,
-0.031077977269887924,
0.042123984545469284,
0.026679102331399918,
-0.05422553792595863,
-0.07535635679960251,
0.010705683380365372,
-0.027943693101406097,
-0.004113735165446997,
0.04338021203875542,
-0.06141528859734535,
0.003428902244195342,
0.032156310975551605,
0.0733024850487709,
0.0308397077023983,
-0.03507035970687866,
-0.003836703719571233,
-0.02616732195019722,
0.030648892745375633,
0.015385709702968597,
-0.06343770027160645,
-0.04683404788374901,
0.024627339094877243,
-0.0740288719534874,
-0.020567089319229126,
0.017336813732981682,
-0.036104533821344376,
0.023737525567412376,
-0.005504576023668051,
0.012183715589344501,
-0.056748658418655396,
-0.06325747072696686,
0.02156379260122776,
0.033213380724191666,
-0.010656303726136684,
0.006279906257987022,
-0.014827760867774487,
0.0013617827789857984,
0.03600647673010826,
-0.023616978898644447,
0.004524923395365477,
0.010924557223916054,
0.014928679913282394,
0.018446369096636772,
-0.04238617420196533,
-0.03234323114156723,
-0.0734190046787262,
0.03097611665725708,
0.061124250292778015,
-0.02336178533732891,
0.022964568808674812,
0.008666121400892735,
-0.023974617943167686,
0.04704007878899574,
0.005837117321789265,
0.007558121811598539,
-0.02899528667330742,
0.031402863562107086,
0.018447138369083405,
0.03314319998025894,
0.010914423502981663,
0.04263249412178993,
0.02626846358180046,
0.0002842575195245445,
-0.048280950635671616,
0.02199515327811241,
0.0049972194246947765,
0.022940170019865036,
0.038436468690633774,
-0.04139658436179161,
0.06741001456975937,
-0.01082360465079546,
0.006422344595193863,
-0.020192043855786324,
0.019636942073702812,
0.013311690650880337,
-0.05505353584885597,
0.08508210629224777,
0.004827822092920542,
-0.025840187445282936,
-0.010421567596495152,
0.008985599502921104
] |
<p>I would like to estimate an ordinary least squares regression of the form
$$
y = X\beta + \varepsilon, \
$$
except that, instead of minimizing the sum of squared residuals,
$$
SSR(b)=(y-Xb)'(y-Xb)
$$
I want to minimize
$$
(y-Xb)'(y-Xb)+\lambda(b-\tilde{\beta})'(b-\tilde{\beta})
$$
where $\lambda$ is some constant. Otherwise, notation above is as on <a href="http://en.wikipedia.org/wiki/Ordinary_least_squares" rel="nofollow">wikipedia</a>. All the standard assumptions are satisfied.</p>
<p>Is there some way I can modify the regression to perform the joint minimization?</p>
|
g73965
|
[
0.00992280151695013,
-0.03472227230668068,
0.00514549296349287,
-0.03882716968655586,
-0.009082222357392311,
-0.09096651524305344,
0.019765740260481834,
0.0005925422883592546,
-0.0064127217046916485,
-0.012662851251661777,
-0.03158779442310333,
0.028994139283895493,
0.01652449741959572,
0.07100661098957062,
0.04376836493611336,
0.007679638918489218,
0.018506349995732307,
-0.05364290252327919,
0.013271920382976532,
-0.033460747450590134,
-0.00400374922901392,
-0.04761985316872597,
0.06673897057771683,
0.01053878664970398,
0.014520717784762383,
-0.01817675493657589,
-0.04850010573863983,
0.06942547857761383,
-0.027791831642389297,
0.06460396200418472,
-0.03585362434387207,
-0.028787430375814438,
0.024646222591400146,
0.03731721639633179,
-0.01847880333662033,
-0.011317024938762188,
0.06191612407565117,
-0.029053939506411552,
0.000993205001577735,
-0.027856361120939255,
0.01051564421504736,
0.00523968692868948,
0.04095384106040001,
0.0503593273460865,
0.006685095839202404,
-0.026540813967585564,
0.06837063282728195,
0.008527344092726707,
0.028467606753110886,
0.021415112540125847,
0.006416083313524723,
-0.004737186711281538,
-0.04299391433596611,
-0.017765294760465622,
0.012599908746778965,
-0.03134604170918465,
0.026524772867560387,
-0.02215517871081829,
-0.028705528005957603,
-0.021319257095456123,
0.005517939105629921,
-0.06940923631191254,
-0.032676782459020615,
0.012971716932952404,
-0.003956781234592199,
-0.010199532844126225,
-0.04377681761980057,
-0.04840657860040665,
-0.03572706878185272,
0.026917289942502975,
0.03156772255897522,
0.10350893437862396,
0.011488687247037888,
-0.046398330479860306,
-0.01941775344312191,
-0.024644050747156143,
0.023091981187462807,
0.0040926747024059296,
-0.03190455585718155,
0.041387010365724564,
-0.010367409326136112,
0.025743206962943077,
0.01166585087776184,
-0.0048315273597836494,
-0.06260698288679123,
0.02822006680071354,
0.0650613084435463,
-0.02164972573518753,
0.04239710792899132,
-0.04758657142519951,
-0.002583454130217433,
-0.007158253341913223,
0.049096208065748215,
0.04400761052966118,
0.017595933750271797,
-0.04262988641858101,
-0.057261280715465546,
-0.012506690807640553,
0.030677437782287598,
0.03728114441037178,
0.01302571501582861,
0.057398390024900436,
0.036445267498493195,
-0.006413022987544537,
-0.06379472464323044,
-0.01299495529383421,
0.07607396692037582,
-0.027302436530590057,
-0.029403522610664368,
-0.05808686092495918,
-0.027188073843717575,
-0.040925655514001846,
0.04388780891895294,
-0.033482421189546585,
-0.0018168293172493577,
-0.06332380324602127,
-0.02570684626698494,
-0.03521690517663956,
-0.0404277965426445,
0.014071708545088768,
-0.017919132485985756,
-0.018041718751192093,
0.01700689271092415,
0.05278251692652702,
-0.01736142858862877,
0.0065001919865608215,
-0.052358753979206085,
0.046270355582237244,
0.03201105818152428,
-0.007990079931914806,
-0.030945487320423126,
0.010240104980766773,
0.0003724635753314942,
0.042195651680231094,
-0.00789941381663084,
0.04680068790912628,
-0.03273334354162216,
0.039460666477680206,
0.035024214535951614,
0.032701849937438965,
-0.05047082528471947,
0.022163959220051765,
0.013741182163357735,
-0.03778769448399544,
-0.029144329950213432,
-0.020740937441587448,
0.0075010634027421474,
0.004747399128973484,
-0.055274929851293564,
0.04720654711127281,
-0.007953520864248276,
-0.030289260670542717,
0.06751708686351776,
0.04091737046837807,
-0.05287550017237663,
0.0130159892141819,
0.0218388419598341,
-0.027798784896731377,
-0.026694685220718384,
-0.005829549860209227,
0.014773827977478504,
0.03524979203939438,
0.01370790135115385,
-0.009949573315680027,
-0.007268202491104603,
0.0645870566368103,
-0.0607922300696373,
-0.0063038975931704044,
-0.01179784256964922,
-0.026551278308033943,
0.0069898571819067,
-0.03526872768998146,
-0.02964247204363346,
0.021419744938611984,
0.0673113465309143,
0.0005778719787485898,
0.015677137300372124,
-0.012466085143387318,
-0.0011504017747938633,
0.0015919475117698312,
0.012273015454411507,
-0.007586286868900061,
-0.004977662116289139,
-0.04526665806770325,
-0.01023405697196722,
-0.04115522280335426,
0.004263399168848991,
0.056205037981271744,
-0.0312524251639843,
0.0019109573913738132,
0.021715737879276276,
-0.008198743686079979,
-0.009114538319408894,
-0.03907594084739685,
-0.07857663929462433,
0.08532854169607162,
0.08200820535421371,
-0.02636832930147648,
-0.008200353011488914,
0.08644826710224152,
-0.0035598929971456528,
-0.008623739704489708,
0.02396669238805771,
-0.026315461844205856,
-0.017089257016777992,
-0.01197499968111515,
-0.022780999541282654,
-0.036906834691762924,
-0.005034934729337692,
-0.020840462297201157,
-0.025497345253825188,
-0.05848676338791847,
0.012474294751882553,
-0.012529700063169003,
0.005163866560906172,
-0.022647034376859665,
0.008854309096932411,
0.02713702991604805,
-0.0046400036662817,
-0.02169492468237877,
-0.056668538600206375,
-0.013420508243143559,
0.05848163366317749,
0.024449791759252548,
0.01864182949066162,
-0.004102284088730812,
0.05934523791074753,
0.029025103896856308,
0.00899946503341198,
0.016284478828310966,
-0.03601408377289772,
-0.05640844628214836,
-0.026905467733740807,
-0.03569478169083595,
0.01469435915350914,
-0.0017820498906075954,
-0.02409566380083561,
0.010105188935995102,
0.025778237730264664,
0.06861227005720139,
0.02437862753868103,
-0.013492297381162643,
0.004908869042992592,
0.09711548686027527,
-0.002034644829109311,
0.06376684457063675,
-0.000410438486142084,
-0.03586185351014137,
-0.0067996736615896225,
0.013346003368496895,
-0.010068767704069614,
0.08615415543317795,
-0.01487954705953598,
-0.07319172471761703,
0.012864423915743828,
-0.05615363270044327,
-0.002384826773777604,
0.046327441930770874,
0.005318428855389357,
-0.06473510712385178,
-0.01849994994699955,
-0.01944565959274769,
-0.011960668489336967,
0.033447619527578354,
-0.03069005161523819,
0.03985719010233879,
-0.04442188888788223,
-0.02289591357111931,
0.050000667572021484,
-0.03016752377152443,
-0.022689344361424446,
0.02637006901204586,
-0.012526136822998524,
0.08909574151039124,
0.002623982960358262,
0.01680825464427471,
-0.022481242194771767,
0.04587626829743385,
0.014589937403798103,
0.022352397441864014,
0.01614033617079258,
-0.006760115269571543,
-0.024429695680737495,
0.017657902091741562,
-0.013277415186166763,
-0.03084915690124035,
0.016937267035245895,
-0.03275711461901665,
0.011048820801079273,
0.05811329185962677,
-0.0076258210465312,
-0.04280349239706993,
0.03506118804216385,
-0.006676314398646355,
-0.020168932154774666,
-0.004132094793021679,
0.0047208149917423725,
-0.04500008746981621,
-0.0447721853852272,
0.018720779567956924,
-0.05039145052433014,
-0.02368108183145523,
-0.002983393846079707,
0.006055282428860664,
-0.030527576804161072,
-0.036068227142095566,
-0.04670598730444908,
-0.0046681989915668964,
0.030187878757715225,
-0.02726137451827526,
0.03952053561806679,
-0.027273673564195633,
0.0031696900259703398,
0.018875854089856148,
0.008041353896260262,
0.012961635366082191,
-0.020055171102285385,
0.02478199265897274,
0.03753054514527321,
-0.008304412476718426,
0.0209877360612154,
-0.04315595701336861,
-0.019258268177509308,
0.038696177303791046,
0.019620347768068314,
0.050174836069345474,
-0.011994492262601852,
-0.011634351685643196,
-0.04043029993772507,
0.02934427373111248,
0.033981189131736755,
0.008829254657030106,
0.017708079889416695,
-0.0071868132799863815,
-0.02090531960129738,
-0.016654126346111298,
-0.0028027023654431105,
0.010465538129210472,
-0.003269229782745242,
0.010565875098109245,
0.03927353769540787,
-0.011546965688467026,
-0.019283531233668327,
0.03774536773562431,
-0.01892942376434803,
-0.019648194313049316,
-0.027793748304247856,
0.019197236746549606,
-0.013746576383709908,
0.022518839687108994,
0.024133512750267982,
-0.024355579167604446,
0.020386237651109695,
-0.04237408563494682,
0.041697658598423004,
0.022157495841383934,
0.052488040179014206,
0.05231017246842384,
0.010174788534641266,
-0.019741252064704895,
0.002147784223780036,
-0.04691607877612114,
0.012552156113088131,
0.0381595715880394,
-0.036279916763305664,
-0.022891558706760406,
0.0716354101896286,
0.031822748482227325,
-0.008538711816072464,
0.054337792098522186,
-0.03611210361123085,
0.03103686310350895,
0.06764613091945648,
0.02093338407576084,
-0.013650934211909771,
-0.012123807333409786,
0.047370795160532,
0.037837252020835876,
-0.032217949628829956,
0.03135259076952934,
0.04175577685236931,
0.013857300393283367,
-0.050723396241664886,
0.03014647774398327,
0.03305475041270256,
-0.03627572953701019,
-0.00954367034137249,
-0.056071937084198,
0.05266517400741577,
-0.008221852593123913,
-0.02427573874592781,
0.011922812089323997,
-0.019667593762278557,
0.017649127170443535,
-0.026756612583994865,
0.00710519403219223,
0.04154519364237785,
0.00790917407721281,
-0.06609272956848145,
0.023244181647896767,
0.011482623405754566,
0.021004129201173782,
0.012376122176647186,
0.059167589992284775,
-0.020372211933135986,
-0.047178965061903,
0.0047060661017894745,
0.02639460563659668,
0.01004805974662304,
-0.008987209759652615,
0.02259107306599617,
0.0025675499346107244,
-0.032235387712717056,
-0.008627100847661495,
0.035406384617090225,
-0.033706147223711014,
0.012543425895273685,
-0.052170295268297195,
-0.014871373772621155,
0.0033543638419359922,
-0.008277103304862976,
0.043711066246032715,
-0.04931226000189781,
0.019276868551969528,
0.06465329974889755,
-0.00788381788879633,
0.01803712546825409,
-0.025245429947972298,
0.058007121086120605,
-0.04242783412337303,
0.019386542961001396,
0.006022877991199493,
-0.03288806229829788,
0.034005530178546906,
0.009672077372670174,
-0.04113466292619705,
-0.0022575389593839645,
0.013561532832682133,
0.03425793722271919,
-0.009594845585525036,
-0.03134506940841675,
-0.02209652215242386,
-0.0075424364767968655,
0.01714492216706276,
-0.026878219097852707,
-0.0034129186533391476,
-0.05349523574113846,
-0.0365598127245903,
-0.04184085130691528,
-0.0009390064515173435,
-0.016066422685980797,
-0.00985772255808115,
0.037251293659210205,
0.012827188707888126,
-0.00628137169405818,
-0.030912775546312332,
-0.01809214986860752,
0.09536998718976974,
0.044997379183769226,
0.0326252244412899,
0.008164512924849987,
-0.05922139436006546,
0.00368834612891078,
-0.003832274815067649,
0.030175523832440376,
0.017626238986849785,
-0.05205845832824707,
0.017665624618530273,
0.0043657622300088406,
-0.033107563853263855,
-0.007343049626797438,
0.035167399793863297,
0.0528833270072937,
0.008434752002358437,
-0.04366891458630562,
-0.0212347824126482,
-0.021352102980017662,
0.035125985741615295,
0.01980011723935604,
0.07170836627483368,
-0.06201199069619179,
-0.04024292528629303,
-0.0054672579281032085,
-0.03510330617427826,
0.02468155138194561,
0.012615032494068146,
0.016354992985725403,
-0.08468037098646164,
0.038323529064655304,
0.02022569626569748,
-0.03791279345750809,
0.06736856698989868,
0.03802395239472389,
0.009202101267874241,
-0.04038234427571297,
0.016726547852158546,
-0.01753881387412548,
-0.030108748003840446,
-0.0052993628196418285,
0.06533829867839813,
-0.07840799540281296,
0.048051152378320694,
0.057219892740249634,
-0.03374163433909416,
0.004324247129261494,
-0.04015428572893143,
-0.01003390084952116,
0.03164750710129738,
-0.026513924822211266,
0.022863265126943588,
-0.005297388415783644,
0.021722430363297462,
0.001276001799851656,
-0.044114381074905396,
-0.06863348186016083,
0.003028684062883258,
0.0028051540721207857,
0.049211181700229645,
0.009193815290927887,
-0.07474497705698013,
0.07865981757640839,
-0.07512710243463516,
-0.013147701509296894,
0.026057200506329536,
-0.012957216240465641,
-0.03995842486619949,
-0.017007669433951378,
-0.028004519641399384,
-0.04317168891429901,
0.009864368475973606,
-0.03894305229187012,
-0.003450490068644285,
-0.058562908321619034,
-0.00964161567389965,
0.0003746224392671138,
-0.0030042314901947975,
-0.024708284065127373,
0.04759621620178223,
-0.033673133701086044,
-0.03928714618086815,
-0.003469890682026744,
-0.003565326565876603,
0.042085837572813034,
-0.0030486355535686016,
0.0024967966601252556,
-0.06043262407183647,
0.019809920340776443,
-0.07410696893930435,
0.010443544946610928,
-0.014101400971412659,
0.00716174254193902,
0.015904590487480164,
0.007416431792080402,
-0.010234616696834564,
-0.0022023736964911222,
-0.012850712984800339,
-0.0018571719992905855,
0.027526503428816795,
0.032086752355098724,
-0.0011839712969958782,
-0.0018997202860191464,
-0.08569697290658951,
-0.027430573478341103,
-0.008011575788259506,
0.0035082302056252956,
-0.03961858153343201,
0.006603873334825039,
-0.016217701137065887,
0.02677619829773903,
0.04993348568677902,
0.013401863165199757,
-0.044015347957611084,
0.012184650637209415,
0.04261668398976326,
-0.02881612256169319,
0.0342491939663887,
-0.009277552366256714,
-0.007696580607444048,
0.005438432563096285,
0.04863689839839935,
-0.033375389873981476,
-0.017966894432902336,
-0.05731085315346718,
-0.025696221739053726,
-0.01147094089537859,
0.0894535481929779,
-0.003476227866485715,
0.006924963090568781,
-0.03161318972706795,
0.031258270144462585,
-0.031784720718860626,
0.0035141226835548878,
-0.022689083591103554,
0.03299752622842789,
0.004239005967974663,
-0.01581907831132412,
0.005625422578305006,
0.07299109548330307,
0.0217975452542305,
-0.03345741704106331,
-0.011656568385660648,
-0.0820670798420906,
0.11852528154850006,
0.027262896299362183,
0.01419210247695446,
0.03438723832368851,
0.043418820947408676,
-0.0046049426309764385,
0.022045422345399857,
-0.04971025139093399,
-0.06051424518227577,
-0.006680332589894533,
0.015082104131579399,
0.07208474725484848,
-0.019120125100016594,
-0.07717007398605347,
-0.05921614542603493,
0.060990821570158005,
-0.08371444046497345,
0.0008409289293922484,
0.017609909176826477,
-0.04105229675769806,
-0.05313010886311531,
-0.018376024439930916,
-0.0038911246228963137,
-0.021897511556744576,
-0.03395211696624756,
-0.030307671055197716,
0.04204174503684044,
0.016866063699126244,
-0.00035634159576147795,
0.009172109887003899,
-0.0269418153911829,
0.02616802603006363,
-0.0480448454618454,
0.04142318665981293,
0.00796420592814684,
0.049428608268499374,
-0.033809106796979904,
0.05510887876152992,
0.011454010382294655,
0.0872376561164856,
0.02023439109325409,
0.06568323820829391,
-0.08177279680967331,
0.012455443851649761,
-0.0021258739288896322,
0.028332244604825974,
-0.041031159460544586,
-0.011833244934678078,
0.07917454838752747,
-0.035889219492673874,
0.04861348494887352,
-0.07709082961082458,
0.009575211443006992,
-0.007899326272308826,
0.03345820680260658,
0.004498241003602743,
0.04377203434705734,
0.015513400547206402,
-0.036778565496206284,
-0.004735264461487532,
-0.030166279524564743,
0.002013561548665166,
0.04590233042836189,
0.0428600050508976,
-0.03202654421329498,
0.022365691140294075,
-0.0016893683932721615,
-0.027286777272820473,
-0.008507502265274525,
-0.013845432549715042,
0.01176239550113678,
0.035303033888339996,
0.03097609058022499,
-0.02516189031302929,
0.05901554599404335,
-0.023639654740691185,
-0.024924064055085182,
0.004953322466462851,
0.06223464012145996,
-0.010738793760538101,
-0.014330915175378323,
-0.07839073240756989,
-0.01663302443921566,
0.053452104330062866,
-0.003062227973714471,
0.023754030466079712,
0.062226686626672745,
-0.018030809238553047,
-0.0514843612909317,
0.039646901190280914,
0.02456594817340374,
0.03499451279640198,
0.016598457470536232,
0.04749686270952225,
-0.05581888183951378,
0.00908726267516613,
0.013129404745995998,
0.024057459086179733,
0.004251036327332258,
0.030159367248415947,
-0.01604217290878296,
-0.021369341760873795,
0.017622970044612885,
-0.02266727387905121,
-0.0062616863287985325,
-0.07586656510829926,
0.0049996632151305676,
-0.08717063814401627,
-0.0626426562666893,
0.0181695818901062,
-0.013530450873076916,
-0.01181620080024004,
0.08047003298997879,
-0.03556034713983536,
-0.02538274973630905,
0.0011521640699356794,
-0.012474961578845978,
0.02365652099251747,
0.007173442281782627,
0.017837515100836754,
0.01309790275990963,
-0.061576925218105316,
-0.04897849261760712,
-0.03079364448785782,
-0.021658174693584442,
-0.05985023453831673,
0.04507885128259659,
0.07739360630512238,
0.011841908097267151,
-0.030093887820839882,
-0.017879463732242584,
0.060739051550626755,
-0.008216695860028267,
0.014851516112685204,
-0.059813402593135834,
0.043470535427331924,
0.03947949782013893,
0.11932851374149323,
-0.09437070786952972,
-0.052547503262758255,
-0.02757883444428444,
0.019133776426315308,
0.032317839562892914,
0.07613666355609894,
0.03363887593150139,
0.03662558272480965,
-0.010717104189097881,
-0.027936605736613274,
-0.008278099820017815,
0.006865648552775383,
-0.05563047155737877,
0.02226380817592144,
0.01690058410167694,
-0.03992415964603424,
0.004269259981811047,
-0.007043241057544947,
-0.0711001604795456,
-0.032239291816949844,
-0.05222572386264801,
-0.009973148815333843,
-0.021887868642807007,
0.07825816422700882,
0.02096150815486908,
0.007281743921339512,
0.06383242458105087,
-0.013969013467431068
] |
<p>If $\text{P}(M|D)$ is posterior, $a$ is the proportionality constant, $\text{P}(M)$ is the prior and $\text{P}(D|M)$ is the likelihood. I have the the prior distribution, and I know the function that can give the likelihood for any input parameter sample. Then the Bayes rule is:
$\text{P}(M|D)= a\times\text{P}(M)\times\text{P}(D|M)$.</p>
<p>If I want to sample from $\text{P}(M|D)$ by Gibbs, what is my full conditional distribution? is it $\text{P}(M)\times\text{P}(D|M)$?</p>
|
g73966
|
[
0.0626702532172203,
-0.04638106748461723,
-0.0008224412449635565,
-0.06938904523849487,
-0.037019114941358566,
-0.026629067957401276,
0.001995726255699992,
0.015720415860414505,
-0.008061559870839119,
-0.02258676290512085,
0.005875862203538418,
0.023068852722644806,
0.0017261967295780778,
-0.008033129386603832,
-0.021672984585165977,
-0.0200571920722723,
-0.011519446037709713,
-0.026105530560016632,
0.020723644644021988,
0.02320476621389389,
-0.07101915031671524,
-0.0063911182805895805,
0.0004757799906656146,
-0.0044466950930655,
0.04113008826971054,
-0.022616755217313766,
0.0020273160189390182,
0.04085801541805267,
-0.045464713126420975,
0.013951607048511505,
-0.010109612718224525,
-0.029837781563401222,
0.04981325939297676,
-0.0700482726097107,
-0.05607975646853447,
-0.0061779869720339775,
0.12041641771793365,
-0.048181742429733276,
0.0402679368853569,
-0.04293764755129814,
0.012025149539113045,
0.055616073310375214,
0.027799123898148537,
-0.0031725808512419462,
0.004117873962968588,
0.003875702153891325,
-0.06654243916273117,
0.021237272769212723,
-0.047205980867147446,
0.026126494631171227,
-0.0065153674222528934,
0.02519097924232483,
0.02211960405111313,
-0.07094898819923401,
-0.0009391612256877124,
-0.009301568381488323,
0.01605236530303955,
0.024256432428956032,
0.019106995314359665,
0.008477815426886082,
0.017068058252334595,
-0.04598161205649376,
-0.01000196486711502,
-0.0047196582891047,
0.028578229248523712,
0.0021216522436589003,
-0.02912653051316738,
0.07551717758178711,
-0.003635191824287176,
-0.004484988749027252,
-0.025574414059519768,
-0.0011373768793419003,
0.036180928349494934,
-0.05705916881561279,
0.013957916758954525,
-0.04507210850715637,
0.015354298055171967,
-0.006453535985201597,
0.0034569846466183662,
0.015173021703958511,
0.028470339253544807,
0.009081652387976646,
0.03341120481491089,
0.021343564614653587,
0.028004677966237068,
-0.015483614057302475,
0.05228336155414581,
-0.02838585525751114,
-0.006910539697855711,
0.03338487818837166,
-0.03776288777589798,
-0.0006915507838129997,
0.07929106801748276,
0.05807681009173393,
0.009041223675012589,
-0.03041837550699711,
-0.07096575945615768,
0.02637469582259655,
0.009720372967422009,
-0.005483063403517008,
0.007010451052337885,
-0.00845540501177311,
0.04489583894610405,
-0.05102114751935005,
-0.052973076701164246,
0.033200494945049286,
0.028201811015605927,
-0.02889866568148136,
0.0021591046825051308,
-0.0762685164809227,
-0.022553902119398117,
0.010219687595963478,
0.0067796106450259686,
0.016190528869628906,
-0.09394218772649765,
-0.03780071437358856,
0.027353981509804726,
-0.023314343765378,
0.0035021938383579254,
0.01637442782521248,
-0.053224675357341766,
0.0162067674100399,
0.019585367292165756,
0.0144142871722579,
-0.08003570884466171,
0.02737436071038246,
-0.03332902118563652,
0.051762182265520096,
0.07119239121675491,
0.0151094114407897,
-0.03467151150107384,
0.013149307109415531,
0.003089780453592539,
0.03206821158528328,
0.015737205743789673,
0.04336867481470108,
-0.0029909333679825068,
0.025915909558534622,
0.021979762241244316,
0.03651759773492813,
-0.06552185863256454,
-0.02458551898598671,
0.03889811411499977,
-0.005069158971309662,
0.024771174415946007,
0.044926755130290985,
-0.00008389390131924301,
0.022230088710784912,
-0.03595637530088425,
0.05570678040385246,
-0.016739236190915108,
0.0482432097196579,
0.05010821670293808,
0.06152058765292168,
-0.034868840128183365,
0.01767890341579914,
-0.0064065661281347275,
-0.03401223197579384,
-0.019584985449910164,
-0.01308885682374239,
0.02729407697916031,
0.0027372122276574373,
-0.05167520046234131,
0.02219237945973873,
-0.03747917711734772,
0.006101410835981369,
0.023231392726302147,
0.018136577680706978,
-0.0017172624357044697,
0.009739878587424755,
0.06345292925834656,
0.009951259940862656,
-0.011592061258852482,
-0.015028638765215874,
0.008580765686929226,
-0.033838167786598206,
0.007813875563442707,
0.013139237649738789,
0.02382827363908291,
0.0126149607822299,
-0.008447923697531223,
0.010908783413469791,
0.037451229989528656,
-0.06898590922355652,
-0.04687586426734924,
-0.006349053233861923,
-0.003907529171556234,
0.004187269601970911,
0.041124336421489716,
0.010627033188939095,
-0.02671358361840248,
-0.0342971570789814,
-0.10214293003082275,
-0.008966602385044098,
0.026915578171610832,
-0.007767593953758478,
0.039113301783800125,
-0.03262178227305412,
0.03400225192308426,
-0.016315730288624763,
-0.013439447619020939,
0.06772537529468536,
0.061677370220422745,
0.04500770941376686,
0.047736652195453644,
0.012039527297019958,
0.00601540133357048,
-0.01760219596326351,
-0.023861605674028397,
0.0715503916144371,
0.008949251845479012,
0.014316168613731861,
-0.051638077944517136,
0.03250889852643013,
0.003839666722342372,
-0.03189888969063759,
0.0008180264849215746,
0.06738448143005371,
0.002990206005051732,
-0.026956025511026382,
-0.06137247011065483,
-0.010335639119148254,
0.01480171363800764,
0.02131795324385166,
0.0054252902045845985,
0.06346040219068527,
-0.001587366103194654,
0.03774271532893181,
-0.022017084062099457,
0.08913890272378922,
-0.010531461797654629,
-0.06758838891983032,
-0.02550986222922802,
0.01606520265340805,
0.0374891459941864,
0.0102307153865695,
0.0013085809769108891,
0.015263180248439312,
0.0012926628114655614,
-0.002564482856541872,
-0.019868750125169754,
-0.031080622225999832,
0.06177772954106331,
0.05425482615828514,
0.01940910704433918,
0.007410640828311443,
-0.031133053824305534,
0.04814884439110756,
0.04661041125655174,
0.061445463448762894,
-0.004832955077290535,
0.003288913518190384,
0.036672674119472504,
0.006446320563554764,
-0.014347322285175323,
-0.03702215105295181,
0.03621602803468704,
-0.024136120453476906,
-0.06054438278079033,
-0.024272531270980835,
0.019262071698904037,
-0.006279916502535343,
0.003649566788226366,
-0.01909331977367401,
0.00016239556134678423,
-0.02777615375816822,
0.03607829660177231,
0.014761037193238735,
0.04334404692053795,
0.022799178957939148,
0.0678899735212326,
0.020589148625731468,
0.027690734714269638,
0.04572192206978798,
0.016676010563969612,
-0.021225932985544205,
-0.029220186173915863,
-0.040899608284235,
0.010908442549407482,
0.011466302908957005,
-0.04596085473895073,
-0.05199635028839111,
0.00517968600615859,
0.012453112751245499,
-0.008020235225558281,
-0.0250441562384367,
0.060617636889219284,
-0.023597223684191704,
-0.0093968091532588,
0.09735888242721558,
0.0381501279771328,
0.030754195526242256,
0.03580036014318466,
0.021571021527051926,
-0.03780059888958931,
-0.01784079521894455,
0.034978196024894714,
-0.06036987900733948,
0.04478863626718521,
0.03388144075870514,
-0.02237476222217083,
-0.019972478970885277,
-0.009597024880349636,
0.006405140273272991,
0.0034479359164834023,
0.01287924125790596,
-0.01307647954672575,
0.0023363325744867325,
-0.026290064677596092,
0.011146857403218746,
-0.001964518101885915,
-0.0399845689535141,
0.0008979733102023602,
-0.006696277763694525,
0.017938833683729172,
0.020491760224103928,
-0.0307701975107193,
-0.04406781122088432,
-0.07957557588815689,
-0.04918435588479042,
0.040775544941425323,
0.00936827715486288,
-0.0463915690779686,
0.03102363832294941,
0.05711469054222107,
0.007571827154606581,
0.013564982451498508,
0.0013134103501215577,
0.012064812704920769,
-0.013986420817673206,
0.057197801768779755,
0.008550276048481464,
-0.00263759377412498,
0.0033276902977377176,
0.04266779497265816,
-0.04299912229180336,
-0.031582772731781006,
0.02813703939318657,
-0.012604963965713978,
0.001100850524380803,
0.03710002079606056,
0.029246818274259567,
-0.043445538729429245,
0.005849129986017942,
0.002196241868659854,
-0.052125513553619385,
0.05659156292676926,
0.06445402652025223,
0.023800361901521683,
0.015525231137871742,
-0.040050625801086426,
0.03949003666639328,
-0.04209795594215393,
0.018753206357359886,
0.07050605863332748,
0.06745488941669464,
-0.004855903796851635,
0.02386951446533203,
0.028179824352264404,
0.009918499737977982,
0.05046823248267174,
-0.08878236263990402,
-0.005067865364253521,
0.04098827391862869,
0.085228830575943,
-0.0028569307178258896,
-0.0025172128807753325,
0.057001251727342606,
-0.00903321709483862,
-0.011624501086771488,
-0.00013740555732510984,
0.042292509227991104,
0.04210268706083298,
0.011118754744529724,
0.00850161537528038,
-0.053748179227113724,
0.026887645944952965,
0.03302407264709473,
-0.040160562843084335,
-0.05677548050880432,
0.00020795340242329985,
0.05319739878177643,
-0.05223909392952919,
0.04057442024350166,
0.05098767578601837,
0.03192673623561859,
-0.06857943534851074,
-0.022165797650814056,
-0.007702570408582687,
-0.02668643556535244,
0.06799270212650299,
-0.04374265298247337,
-0.08081822097301483,
0.00944918766617775,
0.013029111549258232,
0.013281702995300293,
0.03566429391503334,
0.013734927400946617,
0.013633928261697292,
-0.02568749152123928,
-0.046884629875421524,
0.018752796575427055,
0.014896178618073463,
-0.04086016118526459,
-0.000404271821025759,
0.017499038949608803,
-0.03869826719164848,
-0.02358805201947689,
-0.06113656610250473,
0.0011446939315646887,
-0.014685001224279404,
-0.06718574464321136,
-0.04538119211792946,
0.033370278775691986,
-0.015323691070079803,
0.011371439322829247,
0.05279073491692543,
-0.03389498591423035,
-0.002387115266174078,
0.059018805623054504,
0.04342688247561455,
-0.04114484041929245,
0.006084504537284374,
-0.002348638605326414,
0.03242320939898491,
0.007334085181355476,
0.07333928346633911,
-0.001991927158087492,
-0.0060839601792395115,
-0.05898376181721687,
-0.03542782738804817,
0.03759147599339485,
0.006817026995122433,
-0.053657930344343185,
-0.02425023727118969,
-0.025206053629517555,
-0.051167912781238556,
-0.03195081278681755,
-0.05364184081554413,
0.0089929373934865,
-0.0019112980226054788,
0.0045700944028794765,
0.019708506762981415,
0.05696644261479378,
0.036156635731458664,
0.02823292836546898,
0.03984764963388443,
-0.03819599747657776,
0.06906206160783768,
0.0027270549908280373,
-0.03790766000747681,
0.03135582059621811,
0.014401801861822605,
-0.015754619613289833,
0.05284750461578369,
0.023441467434167862,
-0.07230658829212189,
-0.003225743304938078,
0.020665409043431282,
-0.000040875733247958124,
0.006879750173538923,
-0.013245068490505219,
0.03506818786263466,
0.011541048064827919,
-0.026061546057462692,
-0.07303790748119354,
-0.07689438760280609,
0.01371200755238533,
0.014989175833761692,
-0.003187288995832205,
0.011375810019671917,
-0.027276083827018738,
0.015659112483263016,
-0.004538108594715595,
-0.01863330788910389,
-0.03493095561861992,
-0.024716369807720184,
-0.04294826462864876,
0.026313362643122673,
0.028184572234749794,
0.001226691878400743,
0.009740553796291351,
-0.014673201367259026,
0.012090730480849743,
-0.03264874592423439,
-0.00620608776807785,
0.014143419452011585,
-0.06924287974834442,
0.05492012947797775,
-0.054357610642910004,
-0.0639282688498497,
0.05240870639681816,
0.05242254585027695,
0.0006892700912430882,
-0.0037519987672567368,
-0.041793424636125565,
0.029013263061642647,
-0.019384996965527534,
-0.016406141221523285,
-0.020139306783676147,
-0.10352610051631927,
-0.014882833696901798,
0.016037939116358757,
0.009144037030637264,
0.016855020076036453,
0.05345911532640457,
0.014210520312190056,
-0.0293614212423563,
-0.0447990819811821,
0.04627246782183647,
0.05195096880197525,
0.001497083343565464,
-0.01278674602508545,
-0.06262005865573883,
-0.06715019047260284,
-0.07074184715747833,
0.0323784165084362,
0.01342912670224905,
-0.062177710235118866,
0.003708026371896267,
0.10252199321985245,
0.02167726494371891,
0.0017963435966521502,
-0.003917976748198271,
-0.03177086263895035,
-0.09788346290588379,
-0.03821447119116783,
-0.046140167862176895,
-0.010445586405694485,
0.02974129281938076,
-0.03727949038147926,
0.044489119201898575,
-0.0028702663257718086,
0.03492378070950508,
-0.051452506333589554,
-0.061109647154808044,
-0.07083537429571152,
-0.01210795808583498,
0.023667704313993454,
-0.06056438013911247,
-0.07818535715341568,
-0.01850758120417595,
0.016822129487991333,
-0.02740706130862236,
-0.04075634106993675,
0.027456946671009064,
0.03243587166070938,
-0.04028121381998062,
-0.0006648487178608775,
0.02860921435058117,
0.010889620520174503,
0.04671380668878555,
-0.01528123114258051,
-0.013476998545229435,
-0.007394486106932163,
0.05026624724268913,
0.005781000945717096,
0.00032530445605516434,
0.020538292825222015,
-0.02463657036423683,
0.0028645871207118034,
0.00871765986084938,
-0.03572183474898338,
-0.006434370763599873,
0.0003350447805132717,
-0.028782838955521584,
0.018391616642475128,
0.049221258610486984,
0.006321460474282503,
0.029107246547937393,
0.013978690840303898,
-0.06314591318368912,
0.015906136482954025,
0.01544211246073246,
-0.013485669158399105,
0.013487106189131737,
-0.00473843514919281,
-0.029113415628671646,
-0.008688370697200298,
-0.03012644127011299,
-0.032888300716876984,
0.002130771754309535,
-0.008607808500528336,
0.027442380785942078,
0.04790474474430084,
0.005635926965624094,
-0.02065666764974594,
-0.006136506795883179,
-0.025019614025950432,
0.03903849422931671,
-0.0026831093709915876,
-0.022165386006236076,
-0.04304296150803566,
-0.035240594297647476,
0.033853378146886826,
0.03559624031186104,
0.03475331887602806,
0.008951310999691486,
-0.05421499162912369,
0.023100310936570168,
0.034284498542547226,
-0.01703662984073162,
0.005416169296950102,
-0.11478392779827118,
0.01793435402214527,
-0.0035723368637263775,
-0.0077489763498306274,
0.03562655672430992,
0.011728782206773758,
0.03827894851565361,
-0.009662371128797531,
-0.025212805718183517,
0.03152484446763992,
-0.008935187011957169,
0.007678138092160225,
-0.023929983377456665,
-0.04405859857797623,
0.004024817142635584,
-0.018678676337003708,
0.013683067634701729,
0.028514515608549118,
0.007373556029051542,
-0.047587450593709946,
-0.0388839915394783,
0.06185167655348778,
0.0017908747540786862,
-0.020702160894870758,
-0.03603292256593704,
0.019302545115351677,
0.002530197147279978,
0.019604599103331566,
-0.048274774104356766,
-0.10053707659244537,
0.05777084454894066,
-0.017877498641610146,
0.01633968949317932,
0.028656763955950737,
0.022931788116693497,
0.022312715649604797,
0.0000600265666435007,
0.04339231923222542,
0.031309548765420914,
-0.028142057359218597,
0.04982439801096916,
-0.034367118030786514,
0.03968346118927002,
0.06617405265569687,
0.021587762981653214,
-0.06652756035327911,
0.004907708615064621,
0.042754027992486954,
0.012810438871383667,
-0.01208497304469347,
-0.010584806092083454,
-0.012141313403844833,
0.018283743411302567,
0.07531686127185822,
0.0478171743452549,
0.04224645346403122,
-0.041601624339818954,
-0.028447173535823822,
-0.050679489970207214,
-0.007557757664471865,
-0.007112788036465645,
-0.02183430641889572,
0.024563388898968697,
0.01812324859201908,
-0.04462040960788727,
-0.0021312315948307514,
-0.06545907258987427,
-0.030306795611977577,
-0.00223458930850029,
-0.015321188606321812,
0.06926515698432922,
0.04390702769160271,
0.016919923946261406,
0.04424411803483963,
0.007419193163514137,
-0.029999615624547005,
0.0048934658989310265,
0.03931088745594025,
-0.004874738864600658,
-0.04191333055496216,
-0.009849411435425282,
0.003798800054937601,
-0.06041523814201355,
-0.05569721758365631,
-0.09061409533023834,
0.04942196235060692,
-0.005302087403833866,
-0.03457071632146835,
-0.025301318615674973,
0.008136233314871788,
-0.05520090088248253,
0.018259182572364807,
-0.034274615347385406,
0.0513618104159832,
-0.0027279637288302183,
0.018938245251774788,
0.030036350712180138,
-0.01528785191476345,
0.04946960508823395,
-0.017935851588845253,
-0.015354224480688572,
0.0061434609815478325,
-0.0033011550549417734,
0.018082723021507263,
0.018823930993676186,
0.03346368297934532,
-0.04929538816213608,
0.0567137636244297,
-0.025050310418009758,
-0.007568234112113714,
-0.009114505723118782,
0.008668005466461182,
-0.05132416635751724,
-0.03369559720158577,
-0.01610655151307583,
0.04669957607984543,
-0.07791280001401901,
-0.004392893984913826,
-0.0004901400534436107,
-0.05801573023200035,
-0.016701985150575638,
0.037049561738967896,
-0.05715038627386093,
-0.05984518304467201,
0.05014387145638466,
-0.003581877565011382,
0.0408540777862072,
0.01127537153661251,
-0.03556358069181442,
-0.04105142131447792,
-0.004412760492414236,
0.04602574184536934,
-0.018055913969874382,
0.04262292757630348,
-0.025873251259326935,
0.04155820608139038,
0.004885791335254908,
-0.01509800087660551,
-0.010813647881150246,
0.043112918734550476,
-0.015456628985702991,
-0.024551905691623688,
-0.0354815274477005,
-0.07345843315124512,
0.0018242510268464684,
0.055498894304037094,
0.004003693349659443,
-0.048348214477300644,
-0.0714026466012001,
0.02098388969898224,
0.01619718410074711,
-0.01430719718337059,
-0.041128970682621,
0.054051972925662994,
0.028937898576259613,
0.034002888947725296,
0.008761292323470116,
0.01653708703815937,
-0.07312168926000595,
-0.024234239012002945,
0.03384603559970856,
-0.007964955642819405,
0.007229217793792486,
0.03926525637507439,
0.006446059327572584
] |
<p>which is the % of population with vote rights(above 18yo for example). Can u point me to some papers which talks about voting and ages?</p>
|
g73967
|
[
-0.035275742411613464,
0.019655732437968254,
-0.013240102678537369,
0.01673647202551365,
0.011840433813631535,
0.02983991615474224,
-0.051298391073942184,
0.0011695182183757424,
0.03750085458159447,
0.04433980584144592,
0.010996843688189983,
-0.018365120515227318,
-0.0005405471893027425,
0.007103115785866976,
0.018943846225738525,
-0.06812907755374908,
-0.0036127245984971523,
0.044059332460165024,
0.0039831181056797504,
0.046307843178510666,
-0.010861452668905258,
0.016328342258930206,
-0.022864200174808502,
0.011422890238463879,
-0.0202260110527277,
0.06997063755989075,
0.0009963337797671556,
-0.06334453076124191,
-0.0403004065155983,
-0.02002904750406742,
0.015117949806153774,
-0.02236863784492016,
0.0714908242225647,
-0.00474587082862854,
-0.00021535241103265435,
-0.026383697986602783,
0.041550908237695694,
-0.05467836186289787,
0.05614105239510536,
-0.015986615791916847,
0.0051255663856863976,
0.034210797399282455,
-0.007162121590226889,
0.049513690173625946,
-0.015668127685785294,
0.025960948318243027,
-0.02445465512573719,
-0.015573675744235516,
-0.0070473914965987206,
-0.010101158171892166,
-0.044813770800828934,
-0.011394871398806572,
0.029856190085411072,
0.0360083170235157,
-0.029803693294525146,
-0.008554285392165184,
-0.056719254702329636,
0.01872681826353073,
0.00878882221877575,
-0.004191272426396608,
0.016070760786533356,
-0.02976694516837597,
-0.06872866302728653,
0.04199039191007614,
0.03266371041536331,
0.04994497448205948,
-0.029832372441887856,
-0.0736687183380127,
0.04930409789085388,
-0.0007346178172156215,
-0.03777889534831047,
0.027035115286707878,
0.025506669655442238,
-0.05126629024744034,
-0.0019984773825854063,
-0.0387582927942276,
-0.028048550710082054,
0.018784554675221443,
0.05437478795647621,
0.08970608562231064,
-0.030082548037171364,
-0.003231312381103635,
-0.013447700068354607,
-0.005993264261633158,
0.0057844133116304874,
-0.022218385711312294,
0.002344392938539386,
-0.06040077283978462,
0.01897851563990116,
0.0191698856651783,
0.024941612035036087,
0.0018051593797281384,
0.009399314410984516,
-0.047438301146030426,
0.006014695391058922,
0.018198253586888313,
0.05577869713306427,
0.018717214465141296,
-0.009282703511416912,
0.040944382548332214,
-0.05037796124815941,
-0.03567211702466011,
-0.0001196558223455213,
0.019655533134937286,
-0.05527018383145332,
0.007574706804007292,
0.027764348313212395,
-0.04208030924201012,
-0.05126255005598068,
-0.00838873628526926,
-0.06352874636650085,
-0.018846755847334862,
-0.06291958689689636,
0.006205196026712656,
-0.016136150807142258,
0.007678543217480183,
0.009096924215555191,
-0.003042571945115924,
0.06293237209320068,
-0.012018764391541481,
0.10862869769334793,
0.02580414153635502,
0.03561581298708916,
0.024844372645020485,
-0.023678408935666084,
-0.006133949384093285,
-0.01560333650559187,
0.0029488406144082546,
-0.06170182675123215,
0.020240500569343567,
0.03990248590707779,
-0.009885407984256744,
0.03867137059569359,
-0.006553051993250847,
0.01949983648955822,
0.060031626373529434,
0.00894741527736187,
0.04474214091897011,
-0.011289569549262524,
0.025646919384598732,
0.024630039930343628,
0.017914554104208946,
0.04283853992819786,
0.030053121969103813,
0.03649671748280525,
0.006585175637155771,
0.03125610202550888,
0.05192900076508522,
-0.012464020401239395,
-0.008133254013955593,
-0.04520294442772865,
-0.03819795697927475,
0.04268941283226013,
-0.001923931180499494,
-0.03350790590047836,
0.015215596184134483,
-0.00908690970391035,
0.019996358081698418,
-0.014050547033548355,
0.05775919929146767,
-0.021880382671952248,
0.0026526765432208776,
-0.06279098987579346,
0.052377596497535706,
-0.03278813511133194,
-0.012195748277008533,
-0.03408069536089897,
-0.030892090871930122,
-0.04702988266944885,
0.04845330864191055,
-0.060489721596241,
-0.0066163670271635056,
0.04156707599759102,
0.02417999505996704,
0.04593281075358391,
0.004627769347280264,
0.03210645541548729,
-0.038937997072935104,
0.02032248117029667,
0.06681738793849945,
0.025141211226582527,
-0.06694662570953369,
-0.04070662334561348,
-0.020837800577282906,
0.01994994468986988,
-0.03306858241558075,
-0.0021383468993008137,
-0.019402876496315002,
-0.031990960240364075,
-0.006458373740315437,
-0.06474443525075912,
-0.012737399898469448,
0.003677745582535863,
-0.022383246570825577,
0.023730669170618057,
0.007648054510354996,
0.015299778431653976,
-0.005953395739197731,
0.007032718509435654,
0.012682287953794003,
0.0267099030315876,
-0.04050882160663605,
-0.037044670432806015,
0.011188785545527935,
-0.030361050739884377,
0.014712031930685043,
0.023424573242664337,
0.07791360467672348,
0.009240072220563889,
0.0076810820028185844,
-0.004188525024801493,
-0.024071184918284416,
-0.0035638310946524143,
0.01646949164569378,
-0.03778454288840294,
0.02714233100414276,
-0.026828741654753685,
0.04855702444911003,
0.001336773973889649,
-0.04556797072291374,
-0.005887794774025679,
-0.005849276669323444,
0.000322368141496554,
0.11241389811038971,
0.01014496199786663,
0.0136457784101367,
-0.010693578980863094,
0.06306444853544235,
0.07519622147083282,
0.033063050359487534,
-0.0416717603802681,
-0.021131977438926697,
0.011595224030315876,
-0.025939172133803368,
0.0024970239028334618,
-0.01848364621400833,
-0.022824471816420555,
-0.0015558273298665881,
0.024061240255832672,
-0.009275098331272602,
0.0379817858338356,
0.028031066060066223,
0.03572629392147064,
0.07135094702243805,
-0.00539158983156085,
0.013355093076825142,
0.007432600017637014,
-0.049439363181591034,
-0.024515019729733467,
0.03849722072482109,
-0.020541418343782425,
-0.015798810869455338,
0.0006836915272288024,
0.044246792793273926,
-0.011240850202739239,
0.02206568978726864,
-0.0224614217877388,
0.06791079044342041,
-0.03588319942355156,
0.003032629145309329,
0.01288571022450924,
0.05276457220315933,
-0.03282089903950691,
-0.052933305501937866,
-0.008206892758607864,
0.022694652900099754,
-0.0062333946116268635,
0.005584411323070526,
-0.04432622343301773,
-0.029661227017641068,
0.023140285164117813,
0.09810015559196472,
-0.06264885514974594,
0.041947681456804276,
0.016993962228298187,
-0.09808789938688278,
-0.019097473472356796,
-0.0744323879480362,
0.004230332560837269,
-0.01566266268491745,
0.013057953678071499,
-0.0022797626443207264,
0.03978927060961723,
-0.03336846083402634,
0.024959197267889977,
-0.02551356889307499,
-0.032658305019140244,
0.02633723057806492,
-0.004322918597608805,
0.024709533900022507,
-0.03148161619901657,
-0.03827816620469093,
0.028422346338629723,
0.003963364753872156,
0.040073148906230927,
0.04298972710967064,
-0.008314143866300583,
-0.04887915775179863,
-0.03140886873006821,
0.03522823750972748,
0.004300652537494898,
-0.013693194836378098,
-0.001363496296107769,
0.024354521185159683,
0.04896748811006546,
-0.03375004231929779,
0.04204334318637848,
-0.06877831369638443,
0.06309587508440018,
-0.007262548431754112,
0.02118968591094017,
-0.018860308453440666,
-0.03047257661819458,
-0.04626968130469322,
-0.0414796881377697,
-0.028400272130966187,
-0.029649652540683746,
0.036791812628507614,
0.011011781170964241,
-0.04628095403313637,
0.04646429792046547,
-0.06933574378490448,
0.04331205412745476,
0.028575235977768898,
-0.02065688744187355,
0.006239516660571098,
-0.009433466009795666,
-0.004088675137609243,
-0.030276700854301453,
0.008232763037085533,
0.07372529804706573,
0.030495960265398026,
-0.0026615853421390057,
-0.03339194133877754,
-0.06714501976966858,
-0.015714725479483604,
0.021098904311656952,
0.004645698703825474,
0.04098905622959137,
0.005714671220630407,
0.015643298625946045,
0.015586001798510551,
-0.04167092218995094,
0.050368212163448334,
-0.04484746605157852,
-0.044216323643922806,
0.04777829349040985,
-0.029803071171045303,
0.00400941027328372,
0.017299069091677666,
-0.03683970496058464,
-0.03088277019560337,
0.0021628967951983213,
-0.04441239684820175,
0.02588653564453125,
0.024885060265660286,
0.05123152956366539,
-0.02475825883448124,
0.02694539912045002,
0.042294543236494064,
-0.05770393833518028,
0.03174223005771637,
-0.0013964539393782616,
0.0005664865020662546,
0.014052892103791237,
0.009043431840837002,
-0.010899857617914677,
-0.018958723172545433,
0.00441170297563076,
0.001667471369728446,
-0.054432958364486694,
-0.01083232369273901,
-0.009605593979358673,
0.030682792887091637,
-0.07780542224645615,
-0.021208440884947777,
-0.048840612173080444,
0.044249068945646286,
0.021735500544309616,
-0.020123763009905815,
0.036541491746902466,
-0.012228322215378284,
0.04849822446703911,
-0.025961022824048996,
-0.0009240533108823001,
-0.051876313984394073,
0.021755602210760117,
-0.03704238310456276,
-0.006296468432992697,
-0.06333400309085846,
0.08244463801383972,
-0.02904702164232731,
-0.02049982361495495,
0.003947775345295668,
-0.04120219126343727,
-0.03959600254893303,
-0.006121239624917507,
0.013259117491543293,
0.03688747063279152,
0.03081611357629299,
-0.04496359825134277,
0.052285753190517426,
-0.02154918573796749,
0.07925353199243546,
0.045268625020980835,
0.07622205466032028,
-0.04756493493914604,
0.001349634025245905,
-0.005445777904242277,
-0.012895749881863594,
-0.024638883769512177,
0.05517035350203514,
-0.04368819296360016,
-0.03203727304935455,
0.041110169142484665,
0.03648051247000694,
0.0011586376931518316,
-0.03851228207349777,
-0.01813715323805809,
0.022990457713603973,
-0.005790213588625193,
0.03905300796031952,
-0.04602771997451782,
-0.0013996801571920514,
0.00004669599002227187,
0.0051625752821564674,
0.050374872982501984,
0.010312207974493504,
0.05140362307429314,
0.03943865746259689,
-0.02601860836148262,
-0.009273102506995201,
0.01410484965890646,
0.007431723643094301,
-0.03614222630858421,
-0.02104436233639717,
0.03232962265610695,
-0.022021707147359848,
-0.036640189588069916,
-0.06200619414448738,
0.05586256831884384,
-0.013154284097254276,
-0.015830257907509804,
-0.005674900021404028,
-0.06398244202136993,
0.10519982129335403,
-0.028944136574864388,
0.025298159569501877,
-0.036797408014535904,
0.012478718534111977,
-0.0035655915271490812,
-0.018706217408180237,
-0.027111146599054337,
-0.021335793659090996,
-0.015214699320495129,
-0.028387442231178284,
-0.04859029874205589,
-0.044238168746232986,
0.02002197690308094,
-0.020273203030228615,
0.02519373968243599,
-0.08768045157194138,
0.03583230823278427,
-0.03291292488574982,
-0.023422764614224434,
0.019801806658506393,
-0.02407689020037651,
-0.006200768519192934,
0.03239595144987106,
0.019378427416086197,
-0.011544805020093918,
-0.02846372313797474,
-0.013067090883851051,
-0.015258807688951492,
-0.09877172857522964,
0.027353942394256592,
0.047371260821819305,
0.017599742859601974,
-0.023437587544322014,
-0.00018237828044220805,
-0.027203332632780075,
0.041489675641059875,
0.01570883020758629,
0.017817940562963486,
-0.026917459443211555,
-0.008990587666630745,
-0.053448788821697235,
0.03996844217181206,
0.02655353769659996,
-0.1279360055923462,
-0.01200087834149599,
0.05473017692565918,
-0.003565442282706499,
-0.03148648142814636,
-0.03625364974141121,
-0.0384286493062973,
-0.013546549715101719,
-0.03145081177353859,
0.05000744387507439,
0.033329807221889496,
0.03341717645525932,
-0.012715613469481468,
0.010272521525621414,
0.011585721746087074,
0.018467165529727936,
-0.0021609191317111254,
0.029806822538375854,
-0.038338590413331985,
-0.022525198757648468,
0.027165358886122704,
0.03986828029155731,
0.0032495346385985613,
0.018193300813436508,
-0.014892417006194592,
-0.04272591322660446,
0.01414311584085226,
-0.03798026591539383,
0.017639582976698875,
0.014564014039933681,
0.08664046227931976,
0.10167156159877777,
-0.016288891434669495,
0.05766532942652702,
0.03698722645640373,
-0.05971900746226311,
-0.026917004957795143,
-0.03649536520242691,
-0.050505440682172775,
0.03157881274819374,
-0.033392444252967834,
-0.024783547967672348,
-0.06487976014614105,
-0.010599704459309578,
-0.038073185831308365,
-0.031729135662317276,
0.008411902002990246,
-0.033774055540561676,
-0.02091916836798191,
0.10135985165834427,
0.025774333626031876,
0.033244241029024124,
-0.03343129903078079,
-0.0007181474938988686,
0.0011472114128991961,
-0.008787459693849087,
0.04382116347551346,
-0.02014623023569584,
-0.024608004838228226,
-0.01831579953432083,
-0.001144998474046588,
0.041849151253700256,
-0.015160002745687962,
0.026216449216008186,
-0.007313587702810764,
-0.08393757790327072,
0.017969530075788498,
0.06316343694925308,
-0.02609805203974247,
0.026828043162822723,
0.08779806643724442,
0.014215067960321903,
-0.009088216349482536,
0.010142550803720951,
-0.020788084715604782,
-0.003782515414059162,
0.0003106490767095238,
-0.06498298048973083,
-0.05033731833100319,
-0.026684407144784927,
-0.017849480733275414,
-0.0016777230193838477,
-0.0035428667906671762,
0.00026741178589873016,
0.015152964740991592,
-0.03868251293897629,
-0.00035466442932374775,
-0.029774395748972893,
-0.04600031301379204,
-0.003908894490450621,
-0.02600971981883049,
0.01075239758938551,
-0.004381348844617605,
-0.04240162670612335,
0.015053371898829937,
-0.008273101411759853,
0.028869839385151863,
0.014544802717864513,
-0.0011868014698848128,
-0.04420707747340202,
0.01514490507543087,
-0.023881910368800163,
-0.0014581282157450914,
-0.03648979589343071,
-0.019231270998716354,
0.009244523011147976,
0.05227159708738327,
0.06223023682832718,
-0.03272576257586479,
-0.008968023583292961,
-0.010970145463943481,
-0.0360100120306015,
-0.042714960873126984,
-0.012461384758353233,
-0.032136451452970505,
-0.011778190732002258,
-0.01857369765639305,
0.024990055710077286,
-0.072059266269207,
0.041060127317905426,
-0.022430462762713432,
-0.08203687518835068,
-0.035789623856544495,
0.017098791897296906,
-0.03225685656070709,
-0.00566145172342658,
-0.043154358863830566,
-0.06351319700479507,
0.01649070344865322,
-0.029849208891391754,
-0.04356570169329643,
0.04504285752773285,
0.0009496614802628756,
0.04257474094629288,
-0.00856246892362833,
0.015028305351734161,
0.11317496001720428,
-0.02575336955487728,
0.007897770032286644,
-0.02045588195323944,
0.05647779256105423,
0.01634615659713745,
0.025331547483801842,
0.05165627598762512,
-0.0010387562215328217,
0.03919780254364014,
0.03202178701758385,
-0.015636630356311798,
0.02586532197892666,
-0.017586514353752136,
-0.001239704666659236,
0.04175399988889694,
0.0009739961824379861,
0.05626508966088295,
0.07761204987764359,
0.0780232846736908,
-0.015919998288154602,
-0.020321056246757507,
0.0007622211705893278,
-0.06653513014316559,
-0.026636071503162384,
0.07063721865415573,
0.006671563722193241,
-0.04503814876079559,
-0.016640549525618553,
-0.004676087759435177,
0.04874282702803612,
0.04171357676386833,
-0.02333645522594452,
0.032749615609645844,
0.019928716123104095,
-0.02885577641427517,
-0.000604605651460588,
0.001619669608771801,
0.009165952913463116,
-0.0749487578868866,
0.06574106216430664,
0.04163092002272606,
0.03201039507985115,
0.02550436183810234,
-0.018088987097144127,
-0.02375934273004532,
-0.0372222475707531,
-0.011273319832980633,
-0.015634289011359215,
-0.06831224262714386,
0.002332928590476513,
0.002676605712622404,
-0.0038351404946297407,
0.031634069979190826,
-0.011522078886628151,
-0.02366861142218113,
-0.02180076763033867,
-0.018936730921268463,
-0.01479106955230236,
-0.0203472301363945,
-0.032693371176719666,
-0.030532939359545708,
-0.07568196952342987,
0.07035648077726364,
0.05339238420128822,
-0.010214418172836304,
-0.04610385745763779,
0.0034303274005651474,
-0.05948803201317787,
0.005456851329654455,
-0.03529512509703636,
-0.02934475988149643,
0.04261045157909393,
0.017836833372712135,
0.021503066644072533,
0.05235324054956436,
-0.009778501465916634,
0.019367951899766922,
-0.000546579307410866,
-0.007229121867567301,
0.008374441415071487,
-0.04694672301411629,
0.002611061092466116,
-0.032156310975551605,
-0.050048090517520905,
0.012272506020963192,
0.039482735097408295,
0.050759781152009964,
0.019500456750392914,
0.08905068784952164,
-0.05236484482884407,
-0.014502664096653461,
-0.03881596773862839,
0.023143712431192398,
-0.0035435359459370375,
0.04754277318716049,
0.012425032444298267,
0.029698766767978668,
-0.08145205676555634,
-0.03909476473927498,
0.006608910858631134,
0.005465638358145952,
0.024681346490979195,
0.001592479762621224,
0.04821426793932915,
-0.022191224619746208,
-0.017658302560448647,
-0.010128275491297245,
0.08079496771097183,
-0.044439107179641724,
0.06733710318803787,
0.008368474431335926,
0.014779902994632721,
0.012738006189465523,
0.07725861668586731,
-0.0004052718577440828,
0.04040948301553726,
0.05077378451824188,
0.06920190900564194,
-0.008155979216098785,
0.009730827063322067,
-0.017120080068707466,
0.023318633437156677,
0.029383555054664612,
-0.03739045187830925,
-0.01888306625187397,
0.05801064521074295,
-0.033749982714653015,
0.04158995300531387,
0.009400459937751293,
-0.008019777946174145,
0.06641120463609695,
0.006883149966597557,
0.01151871308684349,
-0.02379653975367546,
-0.01713103987276554,
-0.009296098724007607,
0.02371731959283352,
-0.02400970458984375,
-0.03381708636879921,
0.014334375038743019,
-0.027776846662163734,
-0.043153874576091766
] |
<p>Here's an <a href="http://stats.stackexchange.com/a/66358/27996">answer</a> from one of the questions in the newsletter. I'm not trying to suggest that it's incorrect, I just don't understand why it's an acceptable practice. I know that simplifying assumptions are made all the time, but why is this useful?</p>
<p>\begin{equation}
\begin{split}
p(\theta|y) &= \frac{p(y|\theta)p(\theta)}{p(y)} \\
&\propto\frac{\Gamma(\alpha)\Gamma(\beta)}{\Gamma(\alpha+\beta)}\theta^{\alpha-1}(1-\theta)^{\beta-1}*\binom{n}{y}\theta^y(1-\theta)^{n-y} \\
&\propto\theta^{\alpha-1}(1-\theta)^{\beta-1}*\theta^y(1-\theta)^{n-y} \\
&\propto\theta^{\alpha+y-1}(1-\theta)^{\beta+n-y-1} \\
&=\frac{\Gamma(\alpha+y-1)\Gamma(\beta+n-y-1)}{\Gamma(\alpha+\beta+n-1)}\theta^{\alpha+y-1}(1-\theta)^{\beta+n-y-1}
\end{split}
\end{equation}</p>
<p>My issue is that we go from "proportional-to" to "equals", which is fine, but what exactly is this saying? As in, I understand how we go from each line to the line following it, but I don't understand what this tells us. Sure, we eventually get back to a Beta distribution, but only after removing a ton of values. Are these values not important? Does it mean anything profound that a Beta prior with a binomial likelihood has the property of conjugacy? It can make calculations simpler, sure, but is this useful in practice, if so why? </p>
<p><strong>EDIT 1:</strong><br>
So are these constants actually thrown out, or accounted for later? I understand that constants don't matter with respect to proportionality and integration, but throwing them out completely just seems counter-intuitive to me. Sure, if you're multiplying/dividing a bunch of numbers by an expression with a constant, and all you care about is the relationship of those numbers to each other, then you can throw out constants and the relationship remains the same. Is that what's going on here?</p>
<p><strong>EDIT 2:</strong><br>
From what I can tell, we get rid of constants, simplify, and then take the integral and normalize that integral. By virtue of the normalization, we're inherently accounting for the constants that we removed before. Is this correct? I think I understand now, for whatever reason, I kept thinking of the original equation as a scalar value rather than a probability distribution.</p>
|
g73968
|
[
0.08070369809865952,
-0.024564167484641075,
-0.013860196806490421,
-0.02157006785273552,
0.007228776812553406,
-0.002959349425509572,
0.08769527077674866,
0.06447364389896393,
-0.0417691208422184,
-0.04536231607198715,
-0.030446065589785576,
-0.005917991977185011,
0.011749215424060822,
0.024396497756242752,
0.01384398527443409,
-0.03770978003740311,
0.05690787360072136,
-0.016626525670289993,
0.032096002250909805,
-0.014937866479158401,
-0.048679232597351074,
-0.035845741629600525,
0.011485534720122814,
-0.0721738338470459,
-0.0018332302570343018,
0.006870979443192482,
-0.013482590205967426,
0.024519754573702812,
-0.009065840393304825,
-0.03652026504278183,
0.00562700442969799,
0.0021206550300121307,
0.06548471748828888,
-0.020846746861934662,
-0.04089750349521637,
-0.011504166759550571,
0.03037603199481964,
0.0007431580452248454,
0.0233030803501606,
-0.061796218156814575,
0.030152887105941772,
0.03021242283284664,
0.008639823645353317,
0.005094672087579966,
-0.047217465937137604,
0.019848374649882317,
0.0170780960470438,
0.004915847908705473,
0.018646320328116417,
-0.057440947741270065,
0.02076558955013752,
-0.003215637058019638,
-0.008348530158400536,
0.039147086441516876,
0.02365846373140812,
0.07348175346851349,
0.08424005657434464,
-0.06911466270685196,
0.019167356193065643,
0.00004231974162394181,
0.03279520571231842,
-0.07387406378984451,
-0.019717613235116005,
0.009201662614941597,
0.02815081737935543,
-0.010874878615140915,
-0.0026343173813074827,
-0.008414073847234249,
-0.03983721137046814,
0.05617465451359749,
-0.011331089772284031,
-0.002293194178491831,
0.024281173944473267,
-0.07480506598949432,
-0.04953464865684509,
-0.005667292047291994,
0.041307613253593445,
-0.0030469163320958614,
-0.002569999545812607,
0.014885594137012959,
0.005025307182222605,
-0.01966182142496109,
0.030779514461755753,
0.0912550538778305,
-0.011325356550514698,
-0.034934721887111664,
0.07148537784814835,
-0.035497844219207764,
-0.01992916129529476,
-0.00261123338714242,
0.02962607331573963,
-0.028331197798252106,
0.002405681647360325,
0.0032228336203843355,
-0.03142796829342842,
-0.06136171519756317,
-0.04224786162376404,
0.02063615433871746,
-0.013027026318013668,
-0.04535766690969467,
0.04434845596551895,
0.03431890904903412,
0.020573027431964874,
-0.012344208545982838,
-0.05889073759317398,
0.04392385110259056,
0.07047214359045029,
0.010445349849760532,
0.023536939173936844,
-0.05794532597064972,
-0.046574391424655914,
0.049994613975286484,
-0.02483952045440674,
-0.08262817561626434,
-0.04553896561264992,
-0.016565781086683273,
0.040899284183979034,
-0.06681356579065323,
0.008588388562202454,
0.020961618050932884,
-0.03763004019856453,
0.0053933607414364815,
0.05616188049316406,
0.06517729163169861,
-0.06227369233965874,
-0.028710419312119484,
-0.025026919320225716,
0.05172152444720268,
0.019942836835980415,
-0.054909367114305496,
0.017094099894165993,
-0.029272006824612617,
0.017302656546235085,
0.05476677045226097,
0.007007110398262739,
0.03177473694086075,
0.00479275593534112,
-0.01324546243995428,
-0.007901722565293312,
0.03267228603363037,
-0.05211435258388519,
0.01157168485224247,
0.003181858453899622,
-0.010373757220804691,
-0.0007716364925727248,
0.056076325476169586,
-0.06867249310016632,
-0.025101175531744957,
0.014316217973828316,
0.024665968492627144,
0.02319270744919777,
0.02039305493235588,
0.012098237872123718,
0.04563960060477257,
-0.04565535858273506,
0.013253377750515938,
0.005214391741901636,
0.017873644828796387,
-0.008309142664074898,
0.0030265601817518473,
0.055086586624383926,
-0.030101319774985313,
-0.07529709488153458,
0.00263455999083817,
-0.05727287381887436,
0.05025589093565941,
0.036645542830228806,
-0.06762399524450302,
-0.027936818078160286,
-0.021533824503421783,
0.03850622847676277,
0.06305598467588425,
0.0043160077184438705,
-0.018266262486577034,
0.0025122237857431173,
0.02857838198542595,
0.05142704397439957,
0.03941905498504639,
-0.0035716183483600616,
0.02965131215751171,
-0.009601295925676823,
0.05950534716248512,
0.031064387410879135,
-0.08110988140106201,
-0.0136703010648489,
-0.06782075017690659,
0.02449864335358143,
0.029518714174628258,
0.013879412785172462,
0.011764222756028175,
0.03420335426926613,
0.03463100269436836,
-0.011719136498868465,
0.050026535987854004,
-0.02768959291279316,
-0.03036370500922203,
-0.012311833910644054,
-0.023042526096105576,
-0.01567995734512806,
0.017897389829158783,
-0.019603891298174858,
0.019048845395445824,
0.022823236882686615,
0.002160309348255396,
0.02577243000268936,
0.021242748945951462,
0.01722075790166855,
-0.0033266334794461727,
-0.0286486204713583,
-0.006061628460884094,
-0.0443052239716053,
-0.07474581897258759,
-0.012341524474322796,
0.031694959849119186,
0.01949211210012436,
-0.0824093222618103,
0.017951877787709236,
0.01427625771611929,
-0.020228078588843346,
0.03307032212615013,
-0.02997996285557747,
-0.08763431757688522,
0.06095948442816734,
-0.028188947588205338,
-0.01832669787108898,
0.0067288498394191265,
0.01497060339897871,
-0.003037615679204464,
-0.015707535669207573,
-0.005145723931491375,
-0.029385553672909737,
0.008116057142615318,
-0.044677700847387314,
0.00185336172580719,
0.032726991921663284,
0.023256467655301094,
0.0014531860360875726,
-0.017667856067419052,
-0.006303868722170591,
0.06381929665803909,
0.03589991480112076,
-0.029382189735770226,
0.001771926530636847,
0.05887802317738533,
0.028596358373761177,
0.012762942351400852,
0.020464276894927025,
-0.07783600687980652,
-0.005185962654650211,
0.0012415413511916995,
-0.031437356024980545,
-0.0007089264108799398,
-0.012154918164014816,
0.03458854556083679,
-0.011685876175761223,
-0.03623566776514053,
0.031451381742954254,
-0.01895192638039589,
-0.06631173938512802,
0.03882592171430588,
-0.013554656878113747,
-0.025772949680685997,
-0.0056119924411177635,
0.004113219678401947,
-0.00535023445263505,
-0.03790220245718956,
-0.0064809368923306465,
0.013921188190579414,
0.025276413187384605,
-0.024990638718008995,
0.04424082860350609,
0.045840729027986526,
0.0079049626365304,
0.06831324100494385,
-0.006350019481033087,
0.005364738404750824,
0.04090314358472824,
-0.02327664941549301,
0.05865655466914177,
0.03244680538773537,
-0.010127600282430649,
-0.04418079927563667,
-0.05832237750291824,
0.007568378001451492,
0.00035593571374192834,
-0.0019613117910921574,
0.05287782847881317,
-0.023284556344151497,
0.006619074381887913,
0.07788213342428207,
-0.011064904741942883,
-0.015294563956558704,
0.004397681914269924,
-0.02472146786749363,
0.050327904522418976,
-0.017139865085482597,
0.008488486520946026,
-0.07886472344398499,
0.015128004364669323,
-0.027240458875894547,
-0.0356605090200901,
0.02368149906396866,
0.0054690539836883545,
-0.020565487444400787,
0.007250167895108461,
0.008854406885802746,
-0.03444850817322731,
-0.017503345385193825,
-0.06940124928951263,
0.01801511086523533,
0.043277207762002945,
-0.012949680909514427,
0.0010125135304406285,
-0.019662193953990936,
0.006132548674941063,
-0.006524423137307167,
0.002540773479267955,
-0.041674595326185226,
0.0007059432100504637,
-0.030154196545481682,
-0.018388014286756516,
-0.05116499215364456,
-0.02249654196202755,
-0.005071844905614853,
0.0056618922390043736,
0.005500476807355881,
-0.03358352556824684,
0.001301513402722776,
-0.051902465522289276,
-0.03391965106129646,
0.06669460237026215,
-0.016299374401569366,
0.005470361560583115,
0.037056900560855865,
-0.08013724535703659,
-0.0779268741607666,
-0.015514904633164406,
0.02601228468120098,
0.022457962855696678,
-0.011517430655658245,
-0.025575274601578712,
-0.03417113795876503,
-0.06970313936471939,
0.0307377427816391,
0.02354494482278824,
-0.07387185841798782,
0.020670650526881218,
0.03686904534697533,
0.029311977326869965,
-0.005058755166828632,
0.010130640119314194,
0.06057066470384598,
0.0032521598041057587,
-0.0739767774939537,
-0.01012076623737812,
0.046919211745262146,
0.04363357648253441,
0.011273774318397045,
0.04610418155789375,
0.01784719154238701,
0.09277507662773132,
0.002420535311102867,
0.021700827404856682,
0.06414911150932312,
-0.01843208819627762,
-0.029069775715470314,
0.000528695760294795,
0.10652566701173782,
0.0010145138949155807,
-0.0169234499335289,
0.014843931421637535,
0.022719142958521843,
0.0096689248457551,
0.08161813765764236,
-0.009804793633520603,
-0.015874408185482025,
0.0358632430434227,
0.07252143323421478,
0.02436842955648899,
0.04989251866936684,
0.1247582882642746,
-0.005579956341534853,
0.0033229466062039137,
0.015429843217134476,
0.02957356534898281,
-0.033940330147743225,
-0.0009058872819878161,
0.014771392568945885,
0.01857711188495159,
-0.04243616759777069,
0.05489404499530792,
-0.013750401325523853,
-0.036447081714868546,
-0.018248049542307854,
0.017777353525161743,
-0.04962198808789253,
-0.04213494434952736,
-0.028261728584766388,
-0.0022480161860585213,
0.033533740788698196,
-0.06020507961511612,
-0.005514360498636961,
0.028869282454252243,
0.027881739661097527,
0.007296725641936064,
0.01604546047747135,
-0.024442706257104874,
-0.03939029201865196,
-0.004896350670605898,
-0.036621272563934326,
-0.008891308680176735,
-0.00397217832505703,
0.021273652091622353,
-0.07404813170433044,
0.024779673665761948,
0.0019133304012939334,
0.006185983307659626,
-0.026619305834174156,
0.023606060072779655,
-0.03770580142736435,
0.0076345885172486305,
0.010627233423292637,
-0.050906844437122345,
-0.015215680003166199,
0.02938203141093254,
0.0836925208568573,
0.06267260760068893,
0.002193593420088291,
0.008071360178291798,
-0.07306935638189316,
-0.011464716866612434,
0.030802041292190552,
0.02450859360396862,
-0.03523094952106476,
-0.04207868501543999,
0.03751588240265846,
-0.09934581071138382,
0.032966043800115585,
-0.06443919241428375,
0.02155168727040291,
0.011670775711536407,
-0.031497713178396225,
0.03984404727816582,
-0.02155659720301628,
0.05862639471888542,
-0.016471752896904945,
-0.06691181659698486,
-0.019165245816111565,
0.025051744654774666,
-0.004171386826783419,
-0.04999184608459473,
0.05925793945789337,
0.026793496683239937,
-0.0397905558347702,
0.0017242853064090014,
-0.012980449944734573,
0.012277400121092796,
-0.0014688370283693075,
0.0067144278436899185,
0.02240714617073536,
-0.03948451206088066,
0.01140675414353609,
0.025149540975689888,
-0.04275643453001976,
0.023536531254649162,
0.0018344977870583534,
-0.08158646523952484,
-0.02368561550974846,
0.07198324054479599,
0.008863084949553013,
-0.021616453304886818,
0.0039931247010827065,
0.02029244787991047,
-0.0530889593064785,
-0.07676495611667633,
-0.015323062427341938,
-0.01485468354076147,
0.040656521916389465,
-0.011368382722139359,
0.011726835742592812,
-0.03853265568614006,
0.010870559141039848,
0.005215524695813656,
0.017877716571092606,
-0.049112580716609955,
0.027242200449109077,
0.0060061379335820675,
-0.05856194347143173,
0.04171842709183693,
0.004109449218958616,
0.008184932172298431,
0.0384698323905468,
0.07102558016777039,
-0.024473469704389572,
-0.013859695754945278,
-0.03328172117471695,
0.07930637896060944,
0.011236180551350117,
-0.007913278415799141,
-0.010385217145085335,
-0.051473792642354965,
0.06071138754487038,
0.008839043788611889,
-0.005743424873799086,
-0.0010865842923521996,
0.05240831524133682,
0.042572036385536194,
-0.001680705463513732,
-0.02032688818871975,
0.058437779545784,
0.09730777889490128,
-0.025379328057169914,
0.018281178548932076,
-0.030992142856121063,
-0.034853991121053696,
-0.051123883575201035,
0.024143964052200317,
-0.0380512997508049,
-0.01653052307665348,
-0.025023020803928375,
0.0253070667386055,
0.011975904926657677,
0.010332071222364902,
-0.02655724249780178,
0.023734519258141518,
-0.04752201959490776,
-0.0599871389567852,
-0.02765176072716713,
-0.016985546797513962,
0.01646120473742485,
-0.03581605851650238,
0.00847626943141222,
-0.0538124181330204,
0.026047244668006897,
-0.006261472124606371,
0.002327547874301672,
-0.061610978096723557,
-0.02038179710507393,
0.046359915286302567,
-0.007018700707703829,
-0.03144523873925209,
0.029879605397582054,
-0.04270339384675026,
0.060445379465818405,
-0.06894395500421524,
-0.03661322221159935,
0.017281511798501015,
-0.025659412145614624,
0.01576961576938629,
-0.011563525535166264,
0.0358024500310421,
0.00186548987403512,
-0.0012087445938959718,
-0.008531417697668076,
0.003307744860649109,
0.020818037912249565,
0.028205212205648422,
0.016572071239352226,
-0.0009974328568205237,
-0.0010831768158823252,
-0.044492289423942566,
-0.04986470937728882,
0.008823104202747345,
-0.009885163977742195,
0.043641962110996246,
-0.049922116100788116,
0.02525661699473858,
-0.04534383490681648,
-0.060064684599637985,
0.029334086924791336,
0.022550608962774277,
-0.001966187497600913,
0.04164639115333557,
0.019803758710622787,
-0.005400191061198711,
0.047067996114492416,
-0.057817794382572174,
-0.020524056628346443,
-0.00024351787578780204,
-0.024604281410574913,
-0.0033647515811026096,
-0.037790048867464066,
-0.01669732667505741,
-0.006799706723541021,
-0.044610366225242615,
0.014696935191750526,
-0.06363342702388763,
-0.007749276701360941,
0.014607193879783154,
-0.0603303462266922,
0.024120356887578964,
-0.014969035051763058,
0.006283759139478207,
-0.017366480082273483,
0.0027834118809551,
-0.02574893832206726,
0.06141142547130585,
0.0005589473876170814,
-0.012258020229637623,
-0.06704231351613998,
0.03742554038763046,
0.0209262166172266,
0.02685658261179924,
-0.04886242374777794,
0.06136196851730347,
-0.0022383856121450663,
-0.00045144956675358117,
-0.0086817666888237,
0.01643071323633194,
0.03433503583073616,
0.020100997760891914,
0.013025888241827488,
-0.031016360968351364,
0.04943085089325905,
0.038950733840465546,
-0.025007696822285652,
-0.063169926404953,
-0.0015996902948245406,
-0.006009394768625498,
-0.006204805802553892,
0.03321235626935959,
0.006807603407651186,
0.039419934153556824,
0.060612354427576065,
0.09105335175991058,
0.02582601271569729,
0.02596677653491497,
-0.01946207880973816,
0.0053883884102106094,
0.0037769332993775606,
0.021536285057663918,
0.03583628684282303,
-0.048555903136730194,
0.02747228927910328,
-0.03411942720413208,
0.03393296152353287,
-0.010704356245696545,
0.04474009573459625,
-0.017771881073713303,
0.03668355196714401,
-0.0005359505885280669,
0.01400567777454853,
0.057265378534793854,
0.022142963483929634,
-0.0392330065369606,
0.017217712476849556,
0.05192387104034424,
0.05047272890806198,
-0.09702092409133911,
0.02378932200372219,
0.033994100987911224,
0.02347751520574093,
-0.07102879136800766,
0.023425590246915817,
-0.00644637132063508,
-0.009326436556875706,
-0.012786349281668663,
0.054263483732938766,
0.022866113111376762,
-0.007866442203521729,
-0.047481898218393326,
-0.043052129447460175,
-0.016420889645814896,
0.006396519485861063,
-0.006109666544944048,
0.0006573194987140596,
0.04144381731748581,
-0.02938280627131462,
-0.024656446650624275,
-0.025546884164214134,
-0.0018546765204519033,
-0.03669220209121704,
-0.007183515466749668,
-0.0010435893200337887,
0.04020611569285393,
-0.03056935966014862,
0.04540231078863144,
-0.02667263150215149,
-0.036835551261901855,
-0.006086169276386499,
-0.004228448960930109,
0.04447459802031517,
-0.0060170674696564674,
-0.015045767650008202,
0.02733076550066471,
0.026979003101587296,
-0.05611333250999451,
-0.00248720427043736,
0.00799283105880022,
0.04305168241262436,
0.0017518295207992196,
-0.03716877102851868,
0.06800176203250885,
0.05739833042025566,
-0.0024363056290894747,
0.002262032125145197,
0.025641493499279022,
0.017912235110998154,
0.05051398649811745,
0.05158025026321411,
0.0015867408365011215,
-0.049967266619205475,
0.0018231767462566495,
-0.05774011090397835,
0.049652550369501114,
0.042651306837797165,
-0.005077839829027653,
-0.022151311859488487,
0.02603733167052269,
-0.06174279749393463,
0.004343252629041672,
-0.02125825174152851,
0.020205378532409668,
-0.011031236499547958,
-0.011915316805243492,
-0.007440799381583929,
0.005728420335799456,
-0.03603872284293175,
-0.0046292804181575775,
-0.019599586725234985,
-0.038046419620513916,
-0.026366164907813072,
0.020106155425310135,
-0.0006751344772055745,
-0.0006372405332513154,
0.017515553161501884,
-0.030560771003365517,
-0.01104099489748478,
-0.0367114320397377,
0.04743831977248192,
-0.062392860651016235,
-0.038461264222860336,
-0.04191335290670395,
0.10005499422550201,
-0.022690167650580406,
0.007184810936450958,
0.03744446858763695,
0.00937769003212452,
-0.048859335482120514,
0.005613046232610941,
0.04837732017040253,
-0.03315164893865585,
0.002085999120026827,
0.002122848527505994,
-0.01912757009267807,
-0.024453630670905113,
-0.03795245289802551,
0.05736270919442177,
0.02277510240674019,
-0.025524728000164032,
-0.006480427458882332,
0.018713373690843582,
-0.03593060001730919,
0.06051213666796684,
0.04515978693962097,
-0.03935463726520538,
0.036664292216300964,
-0.037570226937532425,
0.04126301035284996,
-0.01257017906755209,
-0.01430615596473217,
-0.0178028866648674,
-0.015379372984170914,
0.059525564312934875,
-0.007566316053271294,
-0.04999246820807457,
-0.02198147587478161,
0.032217953354120255
] |
<p>I am designing a questionnaire to compare user experience of usage of a two prototypes of a software - prototype A and B. Users will rate prototype A for a task and then prototype B for performing the same task based on a 5 point Likert scale. The questionnaire will contain 5 questions related to the various measures of user experience and contain ratings for each measure. How can i compare the Likert ratings for the two prototypes using statistical tests?</p>
|
g73969
|
[
0.0009037100244313478,
-0.02091154083609581,
0.0007668516482226551,
-0.03707035258412361,
0.03232947364449501,
-0.010509212501347065,
-0.014730929397046566,
-0.03740314766764641,
-0.04232656955718994,
0.021151430904865265,
0.004069684073328972,
0.026770811527967453,
0.028495607897639275,
0.03142932802438736,
-0.04601554945111275,
0.00787682831287384,
0.04955695942044258,
-0.051347922533750534,
0.003264379221946001,
0.0033983620814979076,
0.015434793196618557,
-0.02482420578598976,
0.04711613804101944,
-0.028519419953227043,
-0.05199407413601875,
-0.06327413767576218,
-0.04371654614806175,
0.06144825369119644,
-0.07263106107711792,
-0.023437650874257088,
-0.004111496731638908,
0.018779773265123367,
0.04640397056937218,
0.0002046441222773865,
-0.02769874967634678,
-0.0463581457734108,
-0.0013765045441687107,
0.03970278427004814,
-0.03346799686551094,
-0.016964340582489967,
0.00413832813501358,
0.039029400795698166,
0.06904997676610947,
-0.03582577407360077,
0.0836222693324089,
-0.04303621128201485,
0.005248913075774908,
0.029378723353147507,
0.056691162288188934,
0.05465897172689438,
0.0033625357318669558,
0.04504809528589249,
0.029729623347520828,
0.03215248882770538,
0.001164393499493599,
0.017699996009469032,
0.014847500249743462,
0.0742935761809349,
0.0037288253661245108,
-0.012131410650908947,
-0.051920127123594284,
-0.0015768732409924269,
-0.01384800672531128,
0.05480251461267471,
0.03948482125997543,
0.01528734527528286,
0.04833689332008362,
-0.0004976629861630499,
-0.001728441915474832,
0.0037970859557390213,
-0.025048894807696342,
0.015053857117891312,
-0.027638735249638557,
0.019441192969679832,
-0.040823183953762054,
-0.015549002215266228,
0.008819548413157463,
-0.020335495471954346,
0.0025032907724380493,
0.0819026306271553,
-0.007551795337349176,
0.013202267698943615,
0.03399750590324402,
0.05256732925772667,
0.07795537263154984,
-0.049811117351055145,
-0.03252742066979408,
-0.07020198553800583,
-0.057362090796232224,
0.02041097916662693,
0.013791306875646114,
0.007822089828550816,
0.008834926411509514,
0.07967948168516159,
-0.022306054830551147,
-0.03986583277583122,
-0.01441173069179058,
0.016745980829000473,
0.08409318327903748,
0.015620796009898186,
0.013185146264731884,
-0.006024712696671486,
-0.01205174159258604,
-0.01813281700015068,
-0.01636805757880211,
0.049946703016757965,
-0.0004799764137715101,
0.07521781325340271,
-0.06565187871456146,
0.00452435715124011,
-0.016032639890909195,
0.0013542263768613338,
-0.04185521602630615,
-0.0020043961703777313,
-0.022554881870746613,
-0.026974277570843697,
0.034427933394908905,
-0.044681157916784286,
-0.04095566272735596,
0.014121191576123238,
0.010118615813553333,
0.012197200208902359,
-0.009609020315110683,
0.030936699360609055,
0.035023316740989685,
0.015959562733769417,
-0.018086174502968788,
0.00014653637481387705,
-0.017739921808242798,
0.006640153471380472,
0.059546392410993576,
-0.03444516286253929,
-0.0034831964876502752,
-0.05209578946232796,
-0.012229870073497295,
0.03187255561351776,
0.027043676003813744,
0.05683935433626175,
-0.025989115238189697,
0.03754737600684166,
-0.01970573700964451,
0.006143205799162388,
-0.05943170189857483,
0.06733806431293488,
-0.005936424247920513,
0.012142358347773552,
-0.01750989630818367,
0.041296228766441345,
-0.03720908984541893,
-0.013339188881218433,
0.014175135642290115,
-0.011904084123671055,
0.029187260195612907,
-0.012376808561384678,
-0.05386096611618996,
-0.013777663931250572,
-0.08543634414672852,
0.05073556303977966,
0.007626812439411879,
-0.038640618324279785,
0.01377752237021923,
0.007730577141046524,
0.06377803534269333,
0.02145940624177456,
0.03187448903918266,
-0.04198099672794342,
0.0028009386733174324,
-0.05143657326698303,
0.056682102382183075,
-0.007078156340867281,
0.025473549962043762,
-0.0180949866771698,
0.02562429942190647,
0.05604083091020584,
0.024927260354161263,
-0.011247875168919563,
0.03264777734875679,
0.024704210460186005,
0.01133662462234497,
-0.01337746437638998,
-0.004067705478519201,
-0.004896748345345259,
0.010643056593835354,
-0.014798460528254509,
-0.01698903739452362,
-0.019601626321673393,
0.04026753082871437,
-0.03379097580909729,
-0.011352681554853916,
0.0027806907892227173,
0.03520370274782181,
-0.10273218154907227,
-0.042849864810705185,
-0.011352411471307278,
-0.01800590567290783,
-0.03335658460855484,
0.04066777974367142,
-0.005412915255874395,
0.04263943433761597,
-0.03427547216415405,
0.02395511046051979,
0.02652493305504322,
-0.017466075718402863,
0.048493094742298126,
-0.06119753047823906,
0.011872392147779465,
-0.03677878528833389,
-0.02048843540251255,
-0.0029591091442853212,
-0.01780516654253006,
-0.009055144153535366,
0.014875194057822227,
0.020217258483171463,
-0.005354258697479963,
-0.03373606503009796,
0.05136517062783241,
-0.001621835632249713,
0.026789456605911255,
-0.008020997978746891,
0.04057979956269264,
-0.04300519824028015,
-0.0525292232632637,
0.0193761195987463,
-0.015180837363004684,
0.011745071038603783,
-0.01153750903904438,
-0.004310996271669865,
0.022321464493870735,
0.0299041960388422,
-0.015705348923802376,
-0.026647353544831276,
-0.04583507403731346,
0.0636674165725708,
-0.026326818391680717,
-0.01901214011013508,
0.04015364870429039,
-0.011523897759616375,
0.030979707837104797,
-0.02758333832025528,
-0.003339384449645877,
-0.009218370541930199,
0.025218365713953972,
0.01187826506793499,
0.046400729566812515,
-0.014932713471353054,
-0.05065818503499031,
-0.008423365652561188,
0.038534294813871384,
0.07892577350139618,
0.07482932507991791,
-0.027551043778657913,
0.04174936190247536,
0.020557260140776634,
0.020141256973147392,
0.015831757336854935,
-0.024433687329292297,
0.08919871598482132,
-0.03067401610314846,
0.01800256222486496,
-0.002104874700307846,
-0.022878557443618774,
-0.0039446172304451466,
-0.036180734634399414,
0.048994358628988266,
0.050358012318611145,
-0.026161326095461845,
0.013671326451003551,
-0.013274801895022392,
0.02120499685406685,
-0.0076333279721438885,
0.011523467488586903,
0.022532431408762932,
0.03688637539744377,
0.0913095623254776,
0.02408219873905182,
-0.013249833136796951,
0.018526125699281693,
0.0010035742307081819,
0.030346406623721123,
-0.014313453808426857,
0.07419126480817795,
-0.014323010109364986,
-0.06215457245707512,
0.05932660400867462,
0.07747288048267365,
0.03879523277282715,
0.0235013235360384,
-0.005680684931576252,
-0.020511331036686897,
-0.011029892601072788,
-0.05352562665939331,
-0.02605125866830349,
0.0060398089699447155,
-0.008056096732616425,
-0.016446687281131744,
-0.0009932334069162607,
0.013974537141621113,
-0.05543858930468559,
-0.020951006561517715,
-0.0313991978764534,
-0.03884880244731903,
-0.002869985532015562,
0.05149634927511215,
0.07817668467760086,
-0.026621028780937195,
-0.0068338410928845406,
0.009534037671983242,
0.05074509605765343,
-0.032622385770082474,
0.023320553824305534,
-0.08083412796258926,
-0.034130070358514786,
-0.041552599519491196,
-0.06400253623723984,
0.018093811348080635,
-0.0036594043485820293,
0.0148251848295331,
0.03769383206963539,
-0.004826374817639589,
-0.04192117974162102,
-0.0006038742139935493,
-0.025170648470520973,
0.009767855517566204,
0.06040731817483902,
-0.02088906615972519,
0.028974108397960663,
0.015896853059530258,
0.03730884939432144,
-0.07116899639368057,
0.03395024314522743,
0.012471277266740799,
0.0957658663392067,
-0.009113695472478867,
-0.034694839268922806,
0.046312395483255386,
-0.015079298987984657,
-0.01923459768295288,
-0.04517122730612755,
-0.022887876257300377,
0.02865767851471901,
0.01637674868106842,
0.004612485412508249,
-0.044838275760412216,
-0.0347541905939579,
-0.016739746555685997,
-0.012934327125549316,
0.06817315518856049,
0.025675838813185692,
0.042565181851387024,
-0.03614513948559761,
-0.023851579055190086,
0.013435359112918377,
-0.00803732592612505,
-0.021020477637648582,
0.026439104229211807,
-0.04000868275761604,
0.04071269929409027,
-0.011748005636036396,
0.012388390488922596,
-0.03118617832660675,
0.042913928627967834,
0.0407792292535305,
0.013728786259889603,
-0.009104251861572266,
-0.01708083786070347,
0.027105111628770828,
0.052284859120845795,
0.010399230755865574,
0.007022742182016373,
0.020658627152442932,
0.03997715935111046,
-0.009675681591033936,
0.04281998053193092,
-0.03948713466525078,
0.025990955531597137,
-0.03556925803422928,
0.04111994802951813,
0.02857819013297558,
0.0005164704052731395,
0.049861203879117966,
0.021159647032618523,
0.03125164285302162,
-0.0022582539822906256,
-0.0007501833606511354,
0.030413039028644562,
-0.0559757836163044,
0.0061300029046833515,
-0.06547491997480392,
0.052382104098796844,
-0.04512999951839447,
-0.0006291192257776856,
-0.045352645218372345,
-0.06500639766454697,
0.07178633660078049,
0.014691563323140144,
-0.00869022123515606,
0.02863139845430851,
0.06358494609594345,
0.034000545740127563,
0.03230049088597298,
-0.016351113095879555,
0.044385287910699844,
-0.009134757332503796,
0.020516160875558853,
-0.04934729263186455,
-0.08844325691461563,
-0.005011741071939468,
-0.039598699659109116,
-0.05861993134021759,
-0.022901352494955063,
-0.030892115086317062,
-0.03237709403038025,
0.0142764737829566,
-0.023068001493811607,
-0.05850042775273323,
-0.04054751247167587,
0.03683372214436531,
-0.02994125336408615,
-0.029362086206674576,
0.02051202580332756,
-0.07995180785655975,
-0.018282735720276833,
-0.013038301840424538,
-0.033174630254507065,
-0.011167189106345177,
-0.021241245791316032,
0.024106139317154884,
0.0417054183781147,
0.04377908632159233,
-0.04603695496916771,
0.027325138449668884,
0.01597438007593155,
-0.014860531315207481,
0.06873072683811188,
-0.014189370907843113,
0.0008212957181967795,
0.0336298868060112,
-0.02186610922217369,
-0.017379816621541977,
-0.07071325927972794,
-0.07414063811302185,
0.018923921510577202,
-0.03872904181480408,
0.0427873320877552,
-0.07135720551013947,
0.092551589012146,
-0.0536913238465786,
-0.018416080623865128,
-0.045692432671785355,
0.009033099748194218,
-0.08148791640996933,
-0.01163280475884676,
-0.02272740937769413,
-0.04792795330286026,
-0.05497467517852783,
0.021646475419402122,
0.10235469043254852,
-0.010411764495074749,
-0.034916140139102936,
0.011977266520261765,
-0.023657139390707016,
-0.0820271447300911,
0.019488289952278137,
-0.06774955987930298,
-0.03072356805205345,
0.047170333564281464,
-0.06169192120432854,
0.010465657338500023,
-0.04965062439441681,
-0.022226063534617424,
0.0018121657194569707,
-0.06223880127072334,
0.028047027066349983,
0.03874240443110466,
-0.023234819993376732,
0.00783354789018631,
0.00998232327401638,
-0.008117352612316608,
0.013505169190466404,
0.02664547972381115,
-0.0078272745013237,
0.012673494406044483,
0.012157205492258072,
-0.01812625117599964,
0.039663150906562805,
-0.05741492658853531,
-0.0013860880862921476,
-0.013337675482034683,
-0.0061835977248847485,
-0.014292514882981777,
-0.024993812665343285,
0.010227910242974758,
-0.0014614141546189785,
0.03634176030755043,
0.011229249648749828,
0.017694102600216866,
-0.01138046570122242,
0.044004157185554504,
0.04787471517920494,
0.02137238346040249,
0.007739031687378883,
0.021589010953903198,
-0.012951699085533619,
0.013339836150407791,
0.006379969883710146,
-0.011526531539857388,
0.006018424406647682,
-0.012874120846390724,
-0.0095581179484725,
0.04293398931622505,
-0.013414007611572742,
0.01381258200854063,
-0.021690571680665016,
0.06016428768634796,
-0.0486338771879673,
0.03741209954023361,
0.006037438753992319,
0.02631198801100254,
0.028312666341662407,
-0.007438356988132,
0.00959037896245718,
0.027078699320554733,
-0.005536488723009825,
-0.03298948332667351,
-0.03667595237493515,
-0.017181163653731346,
0.02550305612385273,
-0.048563458025455475,
0.06027147173881531,
0.002980058314278722,
-0.0007536024786531925,
0.08029047399759293,
-0.04426838457584381,
0.012044218368828297,
-0.02557903528213501,
-0.02523712068796158,
-0.00947579089552164,
-0.020384665578603745,
-0.013257243670523167,
0.014814327470958233,
-0.033010732382535934,
0.007212589494884014,
-0.03298218175768852,
-0.044005103409290314,
0.01318267360329628,
-0.0207204706966877,
-0.037930574268102646,
-0.031181681901216507,
0.04623505845665932,
0.0015021383296698332,
-0.03345419839024544,
0.03682298585772514,
-0.014114268124103546,
0.014053311198949814,
0.0012233133893460035,
0.004331930540502071,
0.05690595507621765,
-0.03462500497698784,
0.029377704486250877,
-0.044508740305900574,
0.030625542625784874,
-0.10578613728284836,
-0.028554486110806465,
0.02369617111980915,
-0.02652082033455372,
-0.040927283465862274,
-0.061093080788850784,
0.0204227976500988,
0.007130398880690336,
-0.023200208321213722,
0.03581607714295387,
-0.005012775771319866,
0.046880804002285004,
-0.010554452426731586,
-0.013054660521447659,
-0.012064426206052303,
0.03787136450409889,
0.007686958648264408,
0.013787325471639633,
-0.003899684874340892,
-0.001982723595574498,
0.009861932136118412,
0.011049972847104073,
0.031670134514570236,
-0.014924492686986923,
0.04523921385407448,
0.04243732988834381,
-0.0027277739718556404,
-0.04106081649661064,
-0.01580945774912834,
-0.017152801156044006,
-0.036606498062610626,
0.011408952064812183,
-0.06389158219099045,
0.03025245852768421,
0.017227567732334137,
0.0076744817197322845,
-0.022814126685261726,
-0.025117909535765648,
0.03451075777411461,
-0.019303560256958008,
-0.04156852141022682,
-0.029823802411556244,
-0.03285140544176102,
0.012188563123345375,
0.02551993727684021,
-0.012822762131690979,
-0.008767431601881981,
0.04505008086562157,
-0.05228593572974205,
-0.03817923367023468,
0.04159853234887123,
0.03323308005928993,
0.05462349206209183,
0.015495998784899712,
-0.023928996175527573,
0.0034886905923485756,
-0.02433707006275654,
0.02025732770562172,
0.031140480190515518,
0.02272910252213478,
-0.04246947914361954,
0.03440805897116661,
-0.005588497966527939,
-0.009661617688834667,
-0.00878187920898199,
-0.04831894859671593,
0.05343968793749809,
0.06548075377941132,
-0.008864515461027622,
-0.06873361021280289,
-0.0002563445596024394,
0.04642592370510101,
0.003047280479222536,
-0.09730351716279984,
0.03061717189848423,
-0.03760819882154465,
0.0011648439103737473,
0.029498660936951637,
0.022123444825410843,
0.02516908384859562,
0.04966284707188606,
-0.037189286202192307,
0.010376962833106518,
0.022688191384077072,
-0.012420804239809513,
0.07838480174541473,
-0.01678750105202198,
0.02117837779223919,
0.00853764172643423,
0.04740939661860466,
0.020331131294369698,
0.04165166616439819,
-0.09635164588689804,
0.020820261910557747,
0.05556062236428261,
0.039425332099199295,
0.009909035637974739,
0.08884859830141068,
-0.03308594226837158,
0.005220318213105202,
-0.013169243931770325,
-0.05993214622139931,
0.030502909794449806,
-0.016236962750554085,
0.10098405182361603,
0.019502777606248856,
0.03136768937110901,
0.045851025730371475,
-0.0716610699892044,
0.014048048295080662,
0.007613253314048052,
-0.03139631822705269,
0.010586708784103394,
0.016567019745707512,
0.004444552585482597,
-0.035702794790267944,
0.001499155885539949,
0.0007187737501226366,
0.007231719791889191,
-0.01957237347960472,
-0.03677833825349808,
-0.00042110367212444544,
-0.025374287739396095,
0.014341870322823524,
0.02004837803542614,
-0.0405149832367897,
-0.03358063846826553,
0.11106491833925247,
-0.03262944519519806,
-0.06249800696969032,
-0.03659216687083244,
-0.03575240820646286,
0.012893622741103172,
-0.006925450637936592,
-0.03342906013131142,
-0.008334092795848846,
-0.03132585063576698,
-0.00479698833078146,
0.019353743642568588,
0.016446759924292564,
0.0351133719086647,
0.046901460736989975,
0.06317726522684097,
-0.033370885998010635,
0.003449141513556242,
-0.00562277901917696,
-0.021434424445033073,
-0.07244173437356949,
-0.09153074026107788,
-0.02789965271949768,
-0.011580731719732285,
-0.03635172173380852,
-0.03346097096800804,
-0.0650964081287384,
-0.006000779569149017,
-0.04472577944397926,
-0.03455659747123718,
0.017970306798815727,
-0.017595993354916573,
-0.012261289171874523,
0.0014807136030867696,
0.01621721312403679,
-0.0398651547729969,
0.005770563147962093,
0.013775079511106014,
0.02406247705221176,
-0.005843007937073708,
0.004466887563467026,
-0.02377605065703392,
-0.03841422125697136,
0.008461451157927513,
-0.0820009708404541,
0.06362044811248779,
-0.02265678346157074,
0.024707049131393433,
0.01920888014137745,
0.017496025189757347,
-0.04334298148751259,
0.016674883663654327,
-0.012992032803595066,
0.023968810215592384,
-0.01267932914197445,
0.003993308171629906,
-0.005903229583054781,
0.010253872722387314,
-0.02342946268618107,
0.06427429616451263,
-0.03704645484685898,
-0.06742653250694275,
-0.013437874615192413,
-0.04865889623761177,
-0.07551547139883041,
0.0324510894715786,
0.005701289512217045,
0.022449053823947906,
0.01462961919605732,
0.06926655769348145,
0.02104330062866211,
0.030816547572612762,
-0.027035530656576157,
0.016183974221348763,
-0.04757414013147354,
-0.031561315059661865,
-0.05225115641951561,
0.02954028733074665,
0.04600542038679123,
0.01503541599959135
] |
<p>I'm currently working on a logistic regression problem with case-control response variable and SNP genotype as regressor. Can I treat 0, 1, 2 as continuous instead of factor? </p>
|
g36564
|
[
0.02566682919859886,
-0.044609569013118744,
-0.0014650964876636863,
-0.009981976822018623,
0.007862769067287445,
-0.028864199295639992,
0.008637572638690472,
0.04382633790373802,
-0.0061349282041192055,
-0.049167659133672714,
0.00991915725171566,
0.016064461320638657,
0.0035944718401879072,
-0.010134920477867126,
0.006647501606494188,
-0.01456514187157154,
0.009786054491996765,
-0.008982032537460327,
-0.04675426706671715,
-0.052340149879455566,
-0.02928891032934189,
-0.0566546656191349,
0.06260732561349869,
0.01851191744208336,
0.06310326606035233,
-0.027563706040382385,
-0.018607933074235916,
0.032172635197639465,
-0.02602524124085903,
-0.05928328260779381,
-0.02592635527253151,
0.04845369979739189,
0.022339433431625366,
0.0058740125969052315,
0.01095700915902853,
-0.0073837111704051495,
0.009930569678544998,
0.0039375051856040955,
-0.01190023124217987,
-0.008593241684138775,
0.04552490636706352,
-0.020453589037060738,
0.029038801789283752,
0.040438104420900345,
-0.0006119187455624342,
0.022849909961223602,
-0.008535739034414291,
0.0011731259291991591,
0.04197248816490173,
0.016630567610263824,
0.03553907200694084,
-0.027701975777745247,
-0.01744140312075615,
-0.03650100156664848,
0.04257896915078163,
-0.04173719137907028,
-0.034226421266794205,
0.05034441500902176,
-0.10186996310949326,
0.0172014981508255,
0.018188798800110817,
-0.007546032313257456,
0.013020798563957214,
-0.022937163710594177,
0.01648584008216858,
0.02152651734650135,
-0.027572618797421455,
0.008030363358557224,
-0.05587910860776901,
0.02836543694138527,
-0.018733058124780655,
0.005685122683644295,
0.000396705319872126,
0.013027830980718136,
0.01977309212088585,
-0.04938078299164772,
-0.041133321821689606,
-0.009696445427834988,
-0.004731159657239914,
0.029939157888293266,
0.05253537744283676,
0.018792036920785904,
0.028254948556423187,
0.01841009221971035,
0.009072511456906796,
0.022101765498518944,
-0.0032046411652117968,
-0.04410836473107338,
0.02353730797767639,
-0.06259484589099884,
0.043408624827861786,
0.040932606905698776,
0.004186335951089859,
0.031130433082580566,
0.06957557052373886,
0.030226370319724083,
-0.00898637343198061,
-0.007710938807576895,
-0.0036382749676704407,
0.039360515773296356,
-0.016537820920348167,
0.0507824532687664,
0.0007560699596069753,
0.009670106694102287,
-0.07659073173999786,
0.030351007357239723,
0.051873985677957535,
0.036506641656160355,
-0.05191577970981598,
-0.06074266508221626,
-0.03639541566371918,
0.02982346899807453,
-0.047561053186655045,
-0.0017369863344356418,
-0.03512582555413246,
-0.04550844803452492,
0.02986762672662735,
-0.0160281490534544,
0.02108832076191902,
-0.017701560631394386,
-0.03424971550703049,
0.017971264198422432,
0.07699376344680786,
0.055635593831539154,
0.01812075451016426,
-0.009248110465705395,
-0.07721008360385895,
0.10690193623304367,
0.06413739919662476,
-0.04092095419764519,
-0.008945222944021225,
0.05076757073402405,
0.02198701724410057,
0.0023680967278778553,
0.0006394509109668434,
0.018481420353055,
-0.05920237675309181,
0.03895173594355583,
0.027300287038087845,
0.024557549506425858,
-0.025041887536644936,
0.0009452963713556528,
-0.0014228759100660682,
0.05226360633969307,
0.009328147396445274,
0.06347378343343735,
0.01035852637141943,
0.007998988032341003,
-0.04066529870033264,
-0.011718139052391052,
0.004019390791654587,
-0.0360279306769371,
-0.04205286130309105,
0.008785189129412174,
-0.034456416964530945,
0.02093062549829483,
0.02460126020014286,
-0.013054877519607544,
0.003957680892199278,
0.03823560103774071,
-0.0010724997846409678,
-0.035553228110075,
-0.05566876009106636,
0.005619420204311609,
0.01082250289618969,
0.0035065212287008762,
-0.015625890344381332,
0.012260294519364834,
-0.02596994675695896,
-0.013013230636715889,
0.0029291301034390926,
0.004519757814705372,
0.02863890677690506,
-0.0002056530793197453,
0.05914733186364174,
0.0032328939996659756,
0.032363612204790115,
-0.015588920563459396,
0.02806626819074154,
-0.04023582115769386,
-0.02515638805925846,
0.006245596334338188,
-0.04647647961974144,
-0.03890072554349899,
0.021839991211891174,
0.034623757004737854,
-0.04966225102543831,
0.043664488941431046,
-0.08451230823993683,
-0.0042741321958601475,
0.029719747602939606,
-0.0384892076253891,
-0.03469276800751686,
0.02876739762723446,
-0.048926860094070435,
-0.02123093232512474,
-0.025827784091234207,
-0.07171958684921265,
-0.011770032346248627,
-0.00580157246440649,
-0.01947866752743721,
0.03925362601876259,
-0.013402260839939117,
0.027812428772449493,
0.004818321205675602,
-0.04425251483917236,
0.031056974083185196,
-0.021750768646597862,
0.020011065527796745,
-0.03850838541984558,
0.027192682027816772,
-0.040709830820560455,
-0.08662326633930206,
0.050430260598659515,
-0.04729398339986801,
-0.06875836104154587,
-0.008339854888617992,
0.01131341140717268,
-0.03139948844909668,
-0.028030620887875557,
-0.0373191311955452,
0.005242751445621252,
0.025532161816954613,
0.08566555380821228,
-0.023020803928375244,
0.03261173516511917,
0.021316630765795708,
-0.0022344074677675962,
0.02411004900932312,
-0.016729241237044334,
0.0021799239329993725,
-0.017160972580313683,
0.027527589350938797,
-0.07209887355566025,
0.0025363985914736986,
0.010477041825652122,
0.001971876947209239,
0.011041399091482162,
-0.06577605754137039,
0.017751041799783707,
-0.00634269742295146,
0.018640680238604546,
0.005811365321278572,
0.014140739105641842,
0.04828961193561554,
-0.045412518084049225,
-0.048357248306274414,
0.023382294923067093,
0.05294194445014,
0.05615979805588722,
-0.07977023720741272,
0.06972740590572357,
0.038831330835819244,
-0.020721720531582832,
-0.03271385282278061,
-0.03550078347325325,
0.025176841765642166,
0.048990681767463684,
0.005415480118244886,
0.011353539302945137,
-0.007653126958757639,
-0.029364297166466713,
0.055953484028577805,
-0.013567530550062656,
-0.0011868674773722887,
-0.035745419561862946,
-0.011113403365015984,
-0.029475487768650055,
-0.0079920943826437,
0.04239320755004883,
-0.05948536470532417,
-0.045479536056518555,
-0.01545428391546011,
0.024100542068481445,
0.011369827203452587,
0.008307796902954578,
0.006599934305995703,
0.009027267806231976,
-0.025151770561933517,
-0.020707063376903534,
0.04086761549115181,
-0.012889658100903034,
-0.0010062555084004998,
-0.01018949132412672,
0.017225172370672226,
0.021098850294947624,
0.04287601262331009,
0.016336873173713684,
-0.013320515863597393,
0.044890936464071274,
0.009810063056647778,
0.036000873893499374,
0.005714811850339174,
0.0020536661613732576,
0.048647839576005936,
0.011652353219687939,
-0.007457205094397068,
-0.07268867641687393,
0.009433471597731113,
0.06952359527349472,
0.007863156497478485,
0.004910601768642664,
0.06992268562316895,
-0.02500253915786743,
0.025668976828455925,
-0.10642825812101364,
-0.05739904195070267,
0.011517399922013283,
0.028245888650417328,
-0.025755800306797028,
-0.021498896181583405,
0.05871451273560524,
0.003245481988415122,
0.015715012326836586,
0.001272146007977426,
-0.021885741502046585,
0.006712597794830799,
-0.04657203331589699,
0.020400337874889374,
-0.034209225326776505,
-0.0033985269255936146,
-0.05154137685894966,
-0.0075318762101233006,
0.06281770765781403,
-0.0032382893841713667,
0.05050249770283699,
-0.008223353885114193,
0.04343044012784958,
-0.011804811656475067,
0.0016813712427392602,
0.060627080500125885,
0.03419576585292816,
-0.00393291050568223,
-0.010919266380369663,
0.06429115682840347,
0.042662113904953,
0.010275419801473618,
0.008174506016075611,
0.00038558212690986693,
-0.003988343756645918,
-0.010248207487165928,
-0.024871643632650375,
0.03263702243566513,
0.042254284024238586,
0.000815226580016315,
0.0012142559280619025,
0.0021024791058152914,
0.04022207483649254,
-0.05509710684418678,
0.018309615552425385,
-0.009184889495372772,
-0.04093782976269722,
0.043692175298929214,
0.017386725172400475,
0.018703188747167587,
-0.029554324224591255,
-0.007368369027972221,
0.01420097891241312,
-0.055435460060834885,
0.016636982560157776,
0.000018321799871046096,
-0.020133987069129944,
0.02658662758767605,
0.0858067199587822,
0.03087764047086239,
0.011178932152688503,
0.029567740857601166,
0.0916246846318245,
0.01978149078786373,
0.03869182989001274,
0.012774428352713585,
-0.006697392091155052,
0.05592041835188866,
0.03727338835597038,
0.015839839354157448,
-0.021461887285113335,
-0.05415995419025421,
0.039992477744817734,
-0.025006046518683434,
0.04978964477777481,
0.04091838747262955,
0.002285679802298546,
0.017352396622300148,
0.007337532471865416,
-0.029404347762465477,
-0.03128811717033386,
-0.0023587120231240988,
-0.009497416205704212,
0.02145080268383026,
0.04656163603067398,
0.009468627162277699,
-0.008667504414916039,
0.013406787067651749,
0.03630999103188515,
0.01786620356142521,
0.04848527908325195,
-0.02585352025926113,
0.0039530592039227486,
0.013751649297773838,
0.045998815447092056,
-0.026226207613945007,
-0.00822649709880352,
0.037113796919584274,
0.036924973130226135,
0.029217153787612915,
0.02041119895875454,
0.015894649550318718,
-0.023456500843167305,
-0.07336105406284332,
0.03159543499350548,
-0.04549657180905342,
-0.013660365715622902,
-0.0018011621432378888,
-0.05180557072162628,
0.06270718574523926,
-0.02635917440056801,
0.06517572700977325,
-0.02240907773375511,
-0.016654113307595253,
-0.014606631360948086,
0.031572382897138596,
0.015359828248620033,
-0.06779517978429794,
-0.035271190106868744,
0.007060991134494543,
-0.03314168006181717,
-0.020598357543349266,
-0.03639066591858864,
-0.028951378539204597,
-0.005071619991213083,
0.05218087136745453,
0.09736960381269455,
0.04691256955265999,
0.008803256787359715,
0.024873511865735054,
0.035638824105262756,
-0.027208104729652405,
-0.05160747841000557,
0.046727895736694336,
0.008764185011386871,
0.004004999995231628,
-0.058242108672857285,
-0.030274422839283943,
0.047132719308137894,
-0.01431193109601736,
0.036433544009923935,
-0.02484218031167984,
-0.036884550005197525,
0.017360176891088486,
0.01699226349592209,
-0.0010463899234309793,
-0.004685652907937765,
-0.023707378655672073,
-0.03320331126451492,
0.016433298587799072,
-0.025088006630539894,
-0.027863679453730583,
0.0015037267003208399,
0.00592948030680418,
0.009367009624838829,
0.031018655747175217,
-0.0436694398522377,
-0.011129133403301239,
-0.010565130971372128,
0.06687948107719421,
-0.0009719099034555256,
-0.03695302456617355,
0.005888323299586773,
-0.011091423220932484,
0.01940351352095604,
-0.04318676143884659,
-0.07176804542541504,
0.03421690687537193,
-0.0034235066268593073,
0.006582264322787523,
-0.00341319409199059,
-0.021370284259319305,
-0.013382891193032265,
0.0034049300011247396,
-0.006782433483749628,
-0.015047846361994743,
-0.01546123530715704,
-0.0071997991763055325,
-0.048285339027643204,
0.026799583807587624,
-0.041132912039756775,
-0.03804520145058632,
0.0019688699394464493,
0.039007775485515594,
-0.05268609896302223,
0.006765563972294331,
0.007217050064355135,
0.05916562303900719,
0.0673704445362091,
0.027196336537599564,
0.004637785255908966,
0.003151591867208481,
-0.05734263360500336,
0.0061034527607262135,
-0.006445979233831167,
-0.02750636637210846,
-0.019640229642391205,
0.022080043330788612,
0.02373088337481022,
0.002801145426928997,
0.04527623951435089,
0.01496839802712202,
0.01635427586734295,
-0.034491900354623795,
-0.005964329931885004,
-0.01046240795403719,
0.027731124311685562,
0.0840180292725563,
0.002348707988858223,
0.01101731974631548,
0.024080609902739525,
-0.014949784614145756,
0.00013092310109641403,
-0.027911361306905746,
-0.0038751624524593353,
0.03669547662138939,
0.013993185944855213,
-0.0244583897292614,
0.009707468561828136,
-0.009974021464586258,
-0.031885869801044464,
-0.04012291505932808,
-0.0727342814207077,
-0.02068745717406273,
-0.029712898656725883,
0.010954187251627445,
0.018818235024809837,
0.042905084788799286,
-0.032272983342409134,
-0.02835969813168049,
-0.013874199241399765,
-0.054972343146800995,
-0.009775085374712944,
-0.05136239901185036,
-0.029148368164896965,
-0.05864821374416351,
-0.0102259311825037,
0.021779170259833336,
-0.07455538958311081,
-0.004593207500874996,
0.006965270731598139,
0.022948572412133217,
-0.03513824939727783,
-0.02227208763360977,
-0.058236200362443924,
-0.01784345507621765,
-0.05327454209327698,
0.010449359193444252,
-0.029715321958065033,
0.03432796522974968,
-0.019513197243213654,
0.015395896509289742,
0.03190791979432106,
0.007185925729572773,
0.010950956493616104,
-0.07925380766391754,
-0.005172539036720991,
0.002520790323615074,
-0.03016345202922821,
0.03521427512168884,
-0.08219800144433975,
-0.018485981971025467,
-0.011977983638644218,
0.00645934883505106,
0.005428438540548086,
0.025618121027946472,
-0.0770319253206253,
0.015198343433439732,
0.06622705608606339,
-0.07702971994876862,
-0.05302908271551132,
-0.010822332464158535,
-0.03361682593822479,
0.041099488735198975,
-0.00019188248552381992,
-0.004119389690458775,
-0.014707228168845177,
-0.08894321322441101,
0.010283231735229492,
-0.0061314646154642105,
0.025126557797193527,
0.00784343108534813,
0.006605636794120073,
0.015763133764266968,
0.11732908338308334,
0.0035879493225365877,
-0.00802647229284048,
0.025846004486083984,
0.0113114258274436,
-0.024560168385505676,
0.002860891167074442,
-0.008672632277011871,
0.02678605727851391,
-0.0018846194725483656,
-0.0016285328892990947,
0.006670570466667414,
0.03766334429383278,
0.03750036656856537,
-0.0021588746458292007,
-0.01023840345442295,
-0.010923029854893684,
-0.037093501538038254,
-0.022522181272506714,
0.08076565712690353,
0.0002575491671450436,
-0.03571265935897827,
-0.0468270517885685,
-0.01568787917494774,
-0.007895211689174175,
0.03555923327803612,
-0.034202005714178085,
-0.06261975318193436,
-0.019762888550758362,
0.029634766280651093,
0.006237547844648361,
0.05431805178523064,
-0.03916095942258835,
-0.026470832526683807,
-0.019236894324421883,
0.006559314206242561,
0.07071276754140854,
-0.008167083375155926,
0.005171072669327259,
0.04711468145251274,
0.014170839451253414,
-0.012886027805507183,
0.035154975950717926,
-0.07211858034133911,
-0.018936118111014366,
-0.04391664266586304,
0.0508481040596962,
-0.016212766990065575,
0.0523969791829586,
0.005150903016328812,
0.008582282811403275,
0.006798412185162306,
0.06389176845550537,
-0.06560897082090378,
0.00873446837067604,
0.019887525588274002,
0.01197904348373413,
0.07972551882266998,
0.07297268509864807,
-0.0629970133304596,
0.077174611389637,
0.09026110917329788,
0.030730903148651123,
-0.005108370911329985,
-0.02913179248571396,
-0.002290792064741254,
0.026905886828899384,
0.015663661062717438,
0.0195297971367836,
-0.027738286182284355,
0.043463993817567825,
-0.029516182839870453,
-0.02150430530309677,
-0.08179197460412979,
-0.06298607587814331,
-0.031132154166698456,
0.0904228463768959,
-0.021680427715182304,
-0.044688817113637924,
0.023866940289735794,
-0.049742743372917175,
0.005444050766527653,
-0.0870961919426918,
0.030200591310858727,
0.02788126841187477,
0.02960730716586113,
-0.056840069591999054,
0.005344499368220568,
0.004581196699291468,
-0.009139128029346466,
0.030365198850631714,
0.08752547204494476,
-0.002917286241427064,
-0.010519439354538918,
-0.03157052397727966,
0.04862615838646889,
-0.004319183062762022,
-0.03297474607825279,
-0.01495190616697073,
0.057704806327819824,
0.01391487754881382,
-0.06296226382255554,
0.020056700333952904,
-0.025795063003897667,
-0.008337456732988358,
-0.04185153543949127,
0.010713254101574421,
-0.05116116255521774,
0.061204031109809875,
-0.028306884691119194,
0.04022806137800217,
0.052585627883672714,
-0.014908237382769585,
-0.05318736657500267,
-0.04206005111336708,
0.06929989159107208,
-0.033388394862413406,
-0.015595615841448307,
-0.05641395226120949,
-0.0512174554169178,
-0.06595610082149506,
-0.03505679592490196,
0.03964864835143089,
-0.01937558315694332,
0.055966004729270935,
0.038984883576631546,
-0.018931373953819275,
0.02276291325688362,
-0.036453258246183395,
0.05566883832216263,
0.06414764374494553,
-0.08081477135419846,
-0.01887592114508152,
-0.0007848872919566929,
0.026201359927654266,
-0.020321808755397797,
-0.05134863033890724,
-0.0802220031619072,
-0.00028988884878344834,
-0.04183254763484001,
0.03918549418449402,
-0.029111163690686226,
-0.024978606030344963,
-0.060669537633657455,
-0.0035042662639170885,
0.04356103762984276,
-0.03119834139943123,
0.01301260944455862,
-0.008312885649502277,
-0.03485623747110367,
0.08206355571746826,
-0.09528215229511261,
0.018294557929039,
0.019583553075790405,
0.011179083958268166,
0.047442689538002014,
0.022269101813435555,
-0.0019004830392077565,
-0.005968398414552212,
0.012222965247929096,
0.013012256473302841,
0.005720687564462423,
0.02240011654794216,
-0.06901341676712036,
0.02375701069831848,
0.018658900633454323,
-0.04324397072196007,
-0.03208169341087341,
0.041644949465990067,
0.011749441735446453,
-0.03700544685125351,
-0.0018332769395783544,
0.051026102155447006,
-0.041947141289711,
0.054195042699575424,
-0.04899050295352936,
0.01445285975933075,
-0.014628360979259014,
0.024834290146827698
] |
<p>I have this confusion related to two methods to add gaussian white noise to data. </p>
<p>Suppose I have a bivariate gaussian distribution with mean vector and covariance matrix
$$
\mu = \begin{pmatrix} 0 \\ 0 \end{pmatrix}, \quad
\Sigma = \begin{pmatrix}1 & 0.5 \\0.5 & 1 \end{pmatrix}.
$$
Now suppose I want to add a gaussian white noise. I want to know what is the difference between the following methods.</p>
<p><strong>Method A</strong><br>
Generate samples from the bivariate Gaussian distribution with mean $\mu$ and covariance matrix $\Sigma$, and then adding noise with zero mean and unit variance like </p>
<p>for each i</p>
<p>data(i,1) = data(i,1) + $\epsilon_1$</p>
<p>data(i,2) = data(i,2) + $\epsilon_2$</p>
<p>where $\epsilon_1$ & $\epsilon_2$ is noise ~ N(0,1)</p>
<p><strong>Method B</strong><br>
Generate samples from a Gaussian distribution distribution with mean $\mu$ and covariance matrix $\Sigma + \sigma^2I$, where $I$ denotes the identity matrix</p>
<p>and $\sigma^2$ is the noise variance set to 1
Are these methods equivalent?</p>
|
g73970
|
[
0.03845766931772232,
-0.04666430875658989,
0.023796960711479187,
-0.04658173397183418,
0.04344617575407028,
0.0194579865783453,
-0.010216201655566692,
-0.0032803716603666544,
-0.03846067190170288,
-0.01446144375950098,
-0.004015201237052679,
0.010945240966975689,
0.004052957985550165,
0.011630403809249401,
-0.04763329029083252,
-0.012367966584861279,
0.03866015374660492,
0.015146618708968163,
0.006040540989488363,
-0.010447531007230282,
-0.043147578835487366,
0.00703764520585537,
0.005660204216837883,
0.03800608962774277,
0.018316445872187614,
-0.06323479115962982,
-0.03223669156432152,
0.05278287082910538,
-0.025170663371682167,
0.009183937683701515,
0.005674286279827356,
0.006993510294705629,
0.1256045550107956,
-0.018501561135053635,
0.05332300439476967,
0.03605962172150612,
0.04104234650731087,
0.005410317797213793,
0.0003579401527531445,
-0.04209497943520546,
0.02512996457517147,
-0.006204575765877962,
0.08413001894950867,
-0.018443835899233818,
-0.05263861268758774,
0.04888173192739487,
-0.04916808754205704,
-0.01544837187975645,
0.03118189238011837,
0.0026071721222251654,
0.010816809721291065,
-0.01944187842309475,
0.03723282366991043,
0.024801364168524742,
0.008705384097993374,
0.031972046941518784,
0.010276655666530132,
-0.007223436608910561,
0.0063439044170081615,
0.04931175336241722,
0.00876475591212511,
-0.026527423411607742,
-0.04113905504345894,
-0.0003618100890889764,
-0.043163493275642395,
0.06974674016237259,
-0.010282842442393303,
0.006098846904933453,
0.007331548724323511,
0.028723984956741333,
-0.015838101506233215,
-0.01565113291144371,
0.05379486083984375,
-0.05898914113640785,
0.011165200732648373,
-0.0469655804336071,
0.03880254551768303,
-0.007020736113190651,
0.015330237336456776,
0.026583274826407433,
-0.006678401492536068,
-0.048109881579875946,
-0.0004656371020246297,
0.007735243067145348,
0.04579109326004982,
-0.039616942405700684,
0.012437261641025543,
0.07643385231494904,
0.04840764403343201,
0.038492050021886826,
-0.00996397901326418,
-0.04135653004050255,
0.003632728708907962,
0.11854973435401917,
-0.00804976001381874,
-0.021832048892974854,
-0.0693483054637909,
0.017219597473740578,
0.00554519472643733,
-0.01658249832689762,
-0.032212451100349426,
0.007928888313472271,
0.023998791351914406,
-0.020291615277528763,
-0.04744046553969383,
-0.0020894932094961405,
0.03348721191287041,
-0.019389765337109566,
-0.02342749387025833,
-0.018935710191726685,
-0.03997349739074707,
0.012979618273675442,
0.009864432737231255,
-0.016193576157093048,
-0.03362736478447914,
-0.012859447859227657,
0.04230412095785141,
-0.029745545238256454,
0.031682174652814865,
-0.0057195257395505905,
0.016602326184511185,
0.028323711827397346,
-0.0051446701399981976,
0.03555350378155708,
-0.0241496954113245,
0.0074030617251992226,
0.02365908771753311,
0.020828448235988617,
0.02196166105568409,
-0.053367581218481064,
-0.0278963353484869,
-0.07126270979642868,
-0.014210854656994343,
0.04180671274662018,
0.05799184367060661,
-0.015910455957055092,
-0.005126571748405695,
0.04001627489924431,
-0.0007363138138316572,
0.045024413615465164,
-0.029434390366077423,
-0.03478064388036728,
0.02391829341650009,
-0.04722144827246666,
-0.03849061578512192,
0.03169790655374527,
0.038668885827064514,
-0.05067198723554611,
0.024347007274627686,
0.0365365594625473,
0.022760111838579178,
0.06435026973485947,
-0.05955928564071655,
0.0012614552397280931,
-0.04132009297609329,
0.0175692867487669,
-0.028277279809117317,
0.04604512080550194,
0.03214690834283829,
0.016592761501669884,
0.07447406649589539,
-0.07590983062982559,
0.04996289685368538,
0.04156368970870972,
0.027295134961605072,
0.011644833721220493,
0.002480018651112914,
-0.06359443068504333,
-0.01636561192572117,
-0.012477956712245941,
0.05715500935912132,
-0.06207743287086487,
-0.00653337687253952,
-0.025715425610542297,
-0.031179316341876984,
0.011506284587085247,
0.02143205516040325,
-0.03646006062626839,
0.06567513942718506,
0.04252830147743225,
-0.03922280669212341,
0.01176655013114214,
-0.02935817651450634,
-0.06487154960632324,
-0.02341577224433422,
-0.03979280963540077,
-0.04583613947033882,
-0.05174557864665985,
-0.0646447241306305,
0.030100876465439796,
-0.07454603165388107,
0.02689581736922264,
-0.02295539900660515,
0.03792661428451538,
-0.010634412989020348,
0.03657504916191101,
0.04117830470204353,
-0.030207419767975807,
0.0038870074786245823,
0.033374983817338943,
0.002754267305135727,
0.059377554804086685,
-0.0007122820243239403,
-0.000833597092423588,
-0.0006379556143656373,
0.06666412204504013,
0.023561572656035423,
-0.04314107447862625,
-0.011310306377708912,
0.04509035497903824,
-0.04668973758816719,
0.009252699092030525,
-0.0038686059415340424,
0.04053858295083046,
0.045082367956638336,
-0.00021788202866446227,
-0.003418394597247243,
-0.009993079118430614,
-0.021961230784654617,
-0.012052502483129501,
-0.004499283153563738,
-0.023873742669820786,
0.029500944539904594,
0.006168663501739502,
0.028106745332479477,
0.015456236898899078,
-0.04254984110593796,
0.017663903534412384,
0.0028266184963285923,
0.030925018712878227,
-0.026908408850431442,
-0.034524496644735336,
-0.004882182460278273,
-0.016247231513261795,
-0.01077625434845686,
0.06134415045380592,
0.01753646694123745,
0.02805548720061779,
0.013537183403968811,
0.03841792792081833,
-0.026214012876152992,
-0.05652599781751633,
0.024090351536870003,
0.00434428546577692,
-0.0156008992344141,
-0.020792754366993904,
-0.010103513486683369,
-0.05896332114934921,
-0.009396820329129696,
-0.016820000484585762,
-0.06976639479398727,
0.027466323226690292,
-0.024714883416891098,
-0.08215315639972687,
0.0317675918340683,
0.010198337957262993,
0.035390108823776245,
0.022015737369656563,
-0.005622704979032278,
0.06025032699108124,
0.01345832645893097,
-0.03988669812679291,
0.002511417493224144,
0.03516947478055954,
0.015051804482936859,
0.07916155457496643,
-0.049996715039014816,
-0.010529641062021255,
0.010844890028238297,
-0.02946864627301693,
-0.06108969449996948,
0.03538336977362633,
0.02767276205122471,
-0.011292120441794395,
0.03483495116233826,
0.008454089052975178,
0.017211269587278366,
0.04927518963813782,
-0.0025932705029845238,
0.0092795854434371,
-0.057446226477622986,
-0.004378292243927717,
-0.04935123026371002,
-0.014980464242398739,
0.030394772067666054,
-0.010010738857090473,
0.09654944390058517,
-0.03578703850507736,
0.009976479224860668,
-0.0006807496538385749,
0.02590680867433548,
0.03851979970932007,
0.019122714176774025,
-0.030341913923621178,
-0.0013245497830212116,
0.03898747265338898,
-0.00830688513815403,
-0.06385917216539383,
0.027158815413713455,
-0.0021996928844600916,
-0.04007710516452789,
-0.03404751047492027,
-0.03095821663737297,
0.030314967036247253,
0.06948370486497879,
-0.007188776973634958,
-0.0048291622661054134,
-0.028232820332050323,
-0.0743764340877533,
0.038214389234781265,
-0.044648051261901855,
-0.023061998188495636,
-0.02159847877919674,
-0.03665747120976448,
0.0359068401157856,
-0.04303480684757233,
-0.06350111216306686,
-0.038451798260211945,
-0.0011962107382714748,
-0.021201131865382195,
-0.013565581291913986,
-0.006042080465704203,
0.020979849621653557,
-0.023415323346853256,
-0.01031789556145668,
0.0019078799523413181,
0.0004256606043782085,
0.012275579385459423,
-0.028556575998663902,
-0.010908757336437702,
-0.0005943177966400981,
0.05133455991744995,
-0.029411744326353073,
-0.012952600605785847,
0.010003695264458656,
-0.04058857634663582,
-0.0048067402094602585,
-0.048295874148607254,
0.032034434378147125,
0.05191238969564438,
0.00003653567546280101,
-0.009700600057840347,
-0.038009561598300934,
-0.01950693130493164,
-0.04316925257444382,
-0.0473661795258522,
0.09303935617208481,
-0.015646174550056458,
-0.04401311278343201,
-0.018634803593158722,
0.02900071069598198,
0.08580514788627625,
-0.019610969349741936,
-0.022795647382736206,
-0.07019136101007462,
-0.001232267590239644,
-0.0011154046515002847,
0.022856226190924644,
0.03668839856982231,
-0.021972091868519783,
0.033779241144657135,
-0.016871200874447823,
-0.018032459542155266,
0.032222945243120193,
-0.01203911006450653,
-0.017245128750801086,
0.03456948325037956,
0.006012000609189272,
-0.014851854182779789,
-0.022325364872813225,
0.008486933074891567,
0.00625067763030529,
-0.000010590588317427319,
-0.022804727777838707,
-0.02134719118475914,
-0.024221617728471756,
0.015989545732736588,
0.02238531969487667,
-0.03009556047618389,
0.058067601174116135,
0.05248037725687027,
-0.02032560296356678,
0.05849669873714447,
0.03722726181149483,
-0.01005382277071476,
-0.0821605771780014,
-0.06480450928211212,
0.013773402199149132,
-0.005629682447761297,
-0.0974276140332222,
0.01590076833963394,
-0.021996617317199707,
-0.031915079802274704,
0.02001715824007988,
-0.031313780695199966,
-0.03367181494832039,
-0.01818002574145794,
0.09844084084033966,
-0.023371562361717224,
0.04124518856406212,
0.02080259658396244,
0.05494655296206474,
-0.006555791944265366,
0.03899223357439041,
0.0032569183968007565,
-0.05894085392355919,
-0.05547013506293297,
-0.042493849992752075,
-0.02402942255139351,
0.01762464828789234,
-0.020448865368962288,
-0.07600638270378113,
-0.02525218203663826,
-0.05260174348950386,
0.07046085596084595,
-0.005630146246403456,
0.001544574392028153,
0.039706990122795105,
-0.028839629143476486,
0.0013689196202903986,
-0.004207750782370567,
0.004587956238538027,
0.023028628900647163,
-0.03588712215423584,
0.006193031556904316,
0.041291188448667526,
0.025182850658893585,
-0.01231800764799118,
0.06264206022024155,
-0.04650186002254486,
0.03720027580857277,
0.056040696799755096,
0.005488037597388029,
-0.022811325266957283,
0.016002915799617767,
0.062196578830480576,
-0.0069490959867835045,
0.007434647064656019,
0.0490327924489975,
-0.026288438588380814,
0.03633830323815346,
-0.018655793741345406,
0.09123408794403076,
-0.027099106460809708,
0.013326285406947136,
-0.014421295374631882,
-0.022971324622631073,
-0.02295198291540146,
0.06570223718881607,
0.02372361533343792,
-0.041546571999788284,
0.028286881744861603,
0.06105061247944832,
-0.03752017766237259,
0.031656354665756226,
-0.0032858385238796473,
0.021569110453128815,
0.043306365609169006,
-0.03624732047319412,
0.010334202088415623,
-0.02889499068260193,
-0.010493610054254532,
0.01177503727376461,
0.013307100161910057,
-0.038892485201358795,
0.010143726132810116,
-0.1489967405796051,
-0.01727377064526081,
0.006153914611786604,
-0.009533453732728958,
0.012996203266084194,
-0.025725804269313812,
-0.0004936892655678093,
0.028800761327147484,
-0.011650471948087215,
0.01603267900645733,
-0.013984989374876022,
0.01685076579451561,
0.057177215814590454,
-0.008053399622440338,
-0.005115710198879242,
-0.056980058550834656,
0.006770930252969265,
0.0004288957279641181,
0.04759074002504349,
0.00444770697504282,
-0.0024870182387530804,
-0.046577733010053635,
0.06494753807783127,
-0.08450502157211304,
-0.023307720199227333,
0.01991533488035202,
0.04322143271565437,
0.019274113699793816,
-0.013474883511662483,
-0.0005878210649825633,
-0.007768170442432165,
-0.06411933153867722,
-0.05747551843523979,
-0.0374816358089447,
-0.01604096218943596,
0.02452770434319973,
-0.046535078436136246,
0.02819163165986538,
0.056168150156736374,
-0.018929384648799896,
0.055395472794771194,
0.03384093940258026,
0.03604240342974663,
0.05456935986876488,
0.017587775364518166,
-0.006309802178293467,
0.010763325728476048,
-0.01990431919693947,
-0.02777637355029583,
0.038290780037641525,
0.003726761555299163,
0.01631874591112137,
-0.009450685232877731,
-0.05346938967704773,
0.037428706884384155,
-0.03910796344280243,
0.014594596810638905,
-0.016773495823144913,
0.006844034884124994,
-0.052330922335386276,
0.015510630793869495,
-0.013391921296715736,
0.032808538526296616,
-0.0063946139998734,
-0.05105893313884735,
-0.01639270782470703,
0.04520433768630028,
-0.008984311483800411,
-0.037366095930337906,
-0.05633910745382309,
-0.05050056055188179,
0.0303618386387825,
-0.03940149396657944,
-0.0019074548035860062,
-0.027762990444898605,
0.005877403076738119,
0.025210170075297356,
0.05937177687883377,
0.00503902742639184,
-0.03363404422998428,
0.03876489773392677,
-0.04325161129236221,
0.022528523579239845,
0.004482608754187822,
-0.06959296017885208,
0.015693502500653267,
-0.018778368830680847,
0.013657351024448872,
-0.036765433847904205,
0.013019868172705173,
-0.04735683649778366,
-0.019058695062994957,
0.049280907958745956,
0.03143223002552986,
-0.011856082826852798,
-0.037970270961523056,
-0.033160291612148285,
-0.02821340039372444,
0.05424909666180611,
0.017741309478878975,
-0.010814359411597252,
-0.03132983669638634,
-0.032823700457811356,
0.06992440670728683,
0.0013221874833106995,
0.007293141447007656,
0.01232568733394146,
0.04822069779038429,
0.03513641282916069,
0.0017917631193995476,
0.034935060888528824,
0.007662421092391014,
-0.013345813378691673,
-0.01567528210580349,
-0.07876213639974594,
-0.026502089574933052,
-0.012734855525195599,
0.046991992741823196,
0.014165857806801796,
0.012122804298996925,
-0.010888400487601757,
-0.01630466990172863,
0.03513815253973007,
-0.017363421618938446,
-0.03261946141719818,
-0.013127363286912441,
-0.010550184175372124,
-0.01935667358338833,
-0.03472209349274635,
-0.02220696024596691,
-0.0381508395075798,
0.04803385213017464,
-0.0030000312253832817,
-0.008716166019439697,
-0.020094553008675575,
-0.016734397038817406,
0.02044001966714859,
0.03225523605942726,
0.012573329731822014,
-0.04580735042691231,
-0.040133874863386154,
0.0005655495915561914,
0.030373189598321915,
0.0410163588821888,
-0.0189894400537014,
0.013623264618217945,
0.031444206833839417,
0.019543001428246498,
0.03213462233543396,
0.010032037273049355,
-0.08032292127609253,
-0.06269470602273941,
0.029269767925143242,
0.017967941239476204,
-0.006734984926879406,
0.025272270664572716,
0.05318384990096092,
0.02621229737997055,
0.09047831594944,
0.04707394540309906,
0.01428541261702776,
0.012005713768303394,
0.058717794716358185,
0.02896736189723015,
-0.027802683413028717,
0.037847552448511124,
-0.028969906270503998,
0.055923331528902054,
-0.054391443729400635,
0.010197109542787075,
0.014932357706129551,
0.03743421286344528,
0.021866822615265846,
0.07142477482557297,
0.00046763598220422864,
0.04709715023636818,
0.007596240844577551,
0.004339720122516155,
-0.03799668326973915,
0.056408289819955826,
0.011913014575839043,
-0.02566744014620781,
-0.028791239485144615,
0.02321549318730831,
-0.02213636413216591,
0.017195628955960274,
0.017018353566527367,
-0.08046610653400421,
-0.01761464960873127,
0.03993501886725426,
0.07223905622959137,
0.04405015707015991,
0.02790762111544609,
0.02122223936021328,
0.005770987831056118,
0.02749316394329071,
-0.054287537932395935,
0.014650832861661911,
0.03823786601424217,
0.04201963543891907,
-0.025526313111186028,
0.020552517846226692,
-0.0705556720495224,
-0.02188355103135109,
0.009977995418012142,
-0.054639820009469986,
-0.03216322138905525,
0.0377274714410305,
0.020586838945746422,
-0.07054980844259262,
0.015736093744635582,
0.056122492998838425,
-0.08220570534467697,
-0.0308828242123127,
0.01116629783064127,
0.0038754772394895554,
-0.034273505210876465,
0.056893277913331985,
0.021328138187527657,
-0.0005222203908488154,
0.04113231226801872,
-0.031089510768651962,
-0.022531982511281967,
-0.08545625954866409,
-0.004137568175792694,
-0.02402302622795105,
0.006444074213504791,
0.01087670773267746,
-0.03650160878896713,
0.014909346587955952,
-0.04582544043660164,
0.039416950196027756,
0.007803210522979498,
0.04198014736175537,
0.01368516031652689,
-0.024425413459539413,
-0.04975704848766327,
0.004386591725051403,
0.003871135413646698,
-0.011078732088208199,
0.01513244491070509,
0.01822836883366108,
0.01013798639178276,
-0.08089438825845718,
-0.012808569706976414,
0.006988883949816227,
0.005607069469988346,
-0.006835766136646271,
-0.031447652727365494,
-0.004356744699180126,
-0.02386431396007538,
0.026596007868647575,
0.019957300275564194,
0.027531033381819725,
-0.009899916127324104,
-0.035226866602897644,
-0.05773797631263733,
-0.03789474442601204,
0.01884947344660759,
-0.0329398587346077,
-0.0052618901245296,
0.0617794431746006,
0.003967964556068182,
0.003047850914299488,
-0.06015321984887123,
-0.06635545194149017,
-0.04529745504260063,
0.024396957829594612,
-0.020045634359121323,
-0.017065731808543205,
0.06429675221443176,
0.05505800619721413,
-0.006514258217066526,
0.056053243577480316,
-0.022564619779586792,
0.020480096340179443,
0.006707318592816591,
0.03252972289919853,
-0.04806771129369736,
0.015968700870871544,
-0.030186986550688744,
0.06808663159608841,
0.00003802077117143199,
-0.0539884977042675,
-0.0328231081366539,
0.01450413279235363,
-0.025989241898059845,
0.05932503566145897,
0.024984002113342285,
0.026651723310351372,
0.017794886603951454,
-0.02327539585530758,
0.07811916619539261,
-0.02931349165737629,
0.017990857362747192,
-0.039688438177108765,
-0.059104274958372116,
0.047798823565244675,
-0.01634569838643074,
-0.004254519008100033,
0.009288335219025612,
-0.05885995924472809
] |
<p>I have been trying to quantify the heterogeneity of a given variable. I'd like to say that the distribution in calcite concentrations, for example, is more heterogeneous in one rock formation than another. </p>
<p>So far I've graphed and compared the variable distributions with overlain histograms and box plots for multiple variables, and by and large this is fine, but it takes time on the part of the reader to interpret the plots. I've been looking for more direct comparisons, say bar charts comparing an appropriate measure of sample variability in a formation e.g. the standard deviation, interquartile range, coefficient of variation, mean or median absolute deviation etc. But for various reasons I'm not satisfied with these approaches.</p>
<p>I can't help but think there must be a neater, succinct way of quantifying heterogeneity/variability</p>
<p><em>Reply To Comments:</em></p>
<p>I'm investigating the residual error between some predicted and observed values. The residual errors for rock A are tightly distributed and for rock B they are widely non-normally distributed. </p>
<p>I'm trying to tie the variability observed in the error, with variability observed in other rock properties. Both rocks A and B are variable in different respects, and I’m trying to highlight the variability that might matter. </p>
<p>So I’ve been looking at ways of characterising the variability with a single value, say plotting all the IQR’s for each variable next to each other on a bar chart for example, where one might infer that rock A is generally more variable than rock B. </p>
<p>My problems is this: variables like porosity are generally always normally and tightly distributed. Permeability by contrast is always non-normal, heavily skewed, varies over 6 or 7 orders of magnitude and typically follows a power trend. For permeability I’m not happy that an IQR really captures the variability, and secondly IQRs for different variables don’t graph well next to each other given the difference in magnitude of the parent unit. I’ve looked at normalised measures of variability, but these fudge the values with mean or medians that I don’t feel reflect the data.</p>
<p>Perhaps there is no ideal solution for such varied distribution styles and I should just present their distributions….?</p>
|
g73971
|
[
0.018505966290831566,
-0.01938767172396183,
-0.016709549352526665,
-0.04525866359472275,
-0.017497818917036057,
0.00046173404552973807,
0.058473143726587296,
-0.06410614401102066,
-0.03936419263482094,
-0.008387183770537376,
0.059451017528772354,
0.0019130682339891791,
0.0056649805046617985,
0.025288691744208336,
0.002862324705347419,
-0.010436072945594788,
0.05166839808225632,
-0.013732489198446274,
0.04084320738911629,
0.005830282811075449,
-0.045539490878582,
0.0103135472163558,
0.06707946956157684,
0.014376475475728512,
-0.03787003457546234,
-0.023430408909916878,
-0.02772633545100689,
-0.006566887721419334,
-0.05042039602994919,
0.040683433413505554,
-0.022681226953864098,
-0.0058142137713730335,
0.04157762974500656,
-0.010881389491260052,
-0.007560329511761665,
0.010164638981223106,
-0.019324563443660736,
0.012620944529771805,
0.03888417407870293,
0.055999755859375,
-0.03825792670249939,
-0.04163005203008652,
0.01157284528017044,
-0.022780587896704674,
-0.02667834237217903,
-0.039645515382289886,
-0.05801171436905861,
0.006907455623149872,
0.0009309734450653195,
-0.0012312891194596887,
-0.018129179254174232,
0.023546267300844193,
0.0589420385658741,
-0.012788355350494385,
0.10344288498163223,
0.029931150376796722,
0.03370927274227142,
0.005888616666197777,
0.025222327560186386,
-0.03734443336725235,
0.043249133974313736,
-0.011096983216702938,
0.015186852775514126,
-0.0010996264172717929,
0.002375225070863962,
0.03454506769776344,
-0.08301499485969543,
0.002916602184996009,
0.015026381239295006,
-0.06270487606525421,
-0.047079578042030334,
-0.04780898615717888,
0.05130605772137642,
-0.02552703768014908,
-0.08203306049108505,
-0.0310345645993948,
0.009997744113206863,
0.031224709004163742,
0.029888369143009186,
0.0026774080470204353,
-0.015032108873128891,
0.06509647518396378,
-0.013618389144539833,
0.02517830580472946,
0.04740961641073227,
-0.0033996794372797012,
0.08309488743543625,
0.009730014950037003,
-0.0006359852268360555,
-0.013229870237410069,
0.03526296839118004,
-0.005643405951559544,
0.025601662695407867,
0.05042742192745209,
-0.06405375152826309,
-0.01939282938838005,
-0.047361161559820175,
0.02475006878376007,
-0.08241204172372818,
0.013220103457570076,
-0.018370235338807106,
0.019617103040218353,
0.013647975400090218,
0.02618047036230564,
-0.03393565118312836,
0.012482177466154099,
0.008338980376720428,
0.030374644324183464,
0.002720827469602227,
0.011528700590133667,
0.012800554744899273,
0.008542882278561592,
-0.022096071392297745,
-0.05837918817996979,
-0.03924700990319252,
-0.020771844312548637,
0.010449456982314587,
0.03602195531129837,
-0.06102568283677101,
-0.005575606599450111,
0.04470829665660858,
0.01087226439267397,
0.037056807428598404,
-0.005987535696476698,
-0.04980698600411415,
0.049393121153116226,
0.004430754575878382,
-0.021546103060245514,
0.02601984329521656,
0.04568267613649368,
-0.018240857869386673,
-0.024608943611383438,
0.009185712784528732,
-0.02022625505924225,
-0.047153595834970474,
0.040161341428756714,
0.011072150431573391,
0.004643172957003117,
-0.01894550584256649,
0.025367340072989464,
-0.008166949264705181,
-0.01235216949135065,
-0.04073230177164078,
0.015517583116889,
0.018232032656669617,
-0.048801131546497345,
0.029935449361801147,
-0.021221403032541275,
-0.004851445555686951,
-0.06201236695051193,
0.04024437442421913,
0.021371906623244286,
0.02250235714018345,
0.023028099909424782,
-0.026832615956664085,
0.0223174337297678,
0.005909910425543785,
0.012134730815887451,
-0.0012610952835530043,
-0.026539795100688934,
-0.020665353164076805,
-0.03470176085829735,
0.02622928097844124,
-0.033603109419345856,
-0.013471751473844051,
-0.027705969288945198,
0.061025477945804596,
-0.025981221348047256,
0.001053369021974504,
0.013959886506199837,
0.012904570437967777,
-0.0061802673153579235,
0.020558185875415802,
-0.06295386701822281,
0.013328981585800648,
0.00982263870537281,
0.09915123879909515,
-0.04943090304732323,
0.03423759341239929,
0.06308222562074661,
0.019020065665245056,
0.06050700321793556,
-0.01872377283871174,
-0.08952006697654724,
0.013517840765416622,
0.008086065761744976,
0.03970329836010933,
-0.08368883281946182,
-0.01619286835193634,
-0.04954851418733597,
0.03503405302762985,
-0.08553434163331985,
-0.004235109779983759,
-0.03427984565496445,
-0.04175925627350807,
0.013590930961072445,
0.05416646972298622,
-0.01346432976424694,
-0.036112308502197266,
0.01796770468354225,
-0.032985031604766846,
0.014777575619518757,
0.034244026988744736,
0.06487691402435303,
-0.027010606601834297,
0.042618028819561005,
-0.03623262047767639,
0.027648963034152985,
0.016739819198846817,
0.005948375910520554,
-0.015081834979355335,
-0.013166272081434727,
-0.011842355132102966,
0.020012112334370613,
0.006577947176992893,
0.0016701370477676392,
0.05750642716884613,
-0.012626688927412033,
0.020655764266848564,
-0.00539977615699172,
-0.0480736680328846,
0.033357881009578705,
0.02305329404771328,
-0.019525712355971336,
0.009840963408350945,
0.025102604180574417,
0.056481119245290756,
0.007494588382542133,
0.004419595934450626,
-0.022045789286494255,
0.009364115074276924,
0.01892651803791523,
-0.015453622676432133,
-0.03608464077115059,
-0.01277447585016489,
0.0401957742869854,
0.01730603538453579,
-0.0028563181404024363,
-0.030067039653658867,
-0.020655464380979538,
0.03829323500394821,
-0.04502386972308159,
0.01371844857931137,
-0.018781468272209167,
0.03354354947805405,
-0.034792955964803696,
0.03705614432692528,
0.012536224909126759,
0.03380386158823967,
0.06485644727945328,
-0.027323774993419647,
0.030771011486649513,
-0.006285819225013256,
-0.046421051025390625,
-0.00806537177413702,
-0.011191758327186108,
0.013581328094005585,
0.019001737236976624,
0.032999735325574875,
-0.0056294328533113,
-0.048292841762304306,
-0.06274057179689407,
-0.0013295960379764438,
0.0053412532433867455,
-0.032357651740312576,
-0.0015546210343018174,
0.03241247311234474,
0.03049994632601738,
-0.0313277505338192,
-0.07293716818094254,
-0.05778586119413376,
0.008807359263300896,
0.0476144477725029,
0.028962934389710426,
0.006958994083106518,
0.022417856380343437,
-0.04964686930179596,
-0.008651756681501865,
-0.015624331310391426,
-0.04113278165459633,
0.030710527673363686,
-0.04394801706075668,
0.007981854490935802,
0.005671038292348385,
0.022802677005529404,
0.051357563585042953,
0.12892262637615204,
-0.019139904528856277,
-0.02631049044430256,
0.03614666685461998,
-0.0009612668654881418,
-0.005358417052775621,
0.013407732360064983,
0.0611061155796051,
-0.045474808663129807,
-0.04277278855443001,
-0.025460347533226013,
-0.04329216852784157,
0.03613259270787239,
-0.00862729363143444,
0.0074136522598564625,
0.026618164032697678,
-0.031269147992134094,
0.04059804603457451,
0.018221398815512657,
-0.023062655702233315,
-0.027800315991044044,
-0.02629973366856575,
-0.018047917634248734,
-0.017017988488078117,
0.017290107905864716,
-0.03788380324840546,
-0.01623152568936348,
-0.016039393842220306,
-0.004629968665540218,
-0.007824420928955078,
0.02391521818935871,
0.045790523290634155,
0.055267274379730225,
-0.01796768605709076,
-0.05316220596432686,
-0.006936120335012674,
0.043093957006931305,
0.0716409757733345,
-0.035592660307884216,
0.001887504942715168,
-0.03899769112467766,
0.025372764095664024,
-0.07795196771621704,
0.039626866579055786,
-0.0002116874820785597,
0.03609830513596535,
-0.03753761202096939,
-0.02419774979352951,
-0.01993323676288128,
-0.06040600687265396,
0.0021100910380482674,
-0.02242645062506199,
-0.010681846179068089,
-0.0026080147363245487,
-0.015313033945858479,
0.019355813041329384,
-0.06096269562840462,
-0.007594476453959942,
-0.052307698875665665,
-0.030567502602934837,
-0.004685173276811838,
0.02287302166223526,
-0.051087744534015656,
0.04419003054499626,
-0.0024675633758306503,
-0.0201046671718359,
0.01549747958779335,
-0.0341840460896492,
-0.0073849232867360115,
0.01832331344485283,
0.011615543626248837,
-0.009909630753099918,
-0.013726876117289066,
0.009181683883070946,
0.002571397926658392,
-0.041086215525865555,
0.05821032449603081,
-0.011272943578660488,
-0.03005741909146309,
0.051627855747938156,
0.040089141577482224,
0.01449644472450018,
0.029726486653089523,
0.017551545053720474,
0.04967571049928665,
0.06821293383836746,
0.04416879639029503,
-0.014571545645594597,
-0.003575287526473403,
-0.0647747740149498,
0.041796743869781494,
-0.018383046612143517,
-0.012834285385906696,
0.018799597397446632,
-0.009687695652246475,
0.0026239040307700634,
0.036269739270210266,
-0.006723764818161726,
-0.032208509743213654,
0.006290555465966463,
-0.03128771111369133,
0.01895998790860176,
-0.012458428740501404,
-0.024657871574163437,
-0.0011148534249514341,
-0.040554244071245193,
-0.12283764779567719,
0.08758141845464706,
-0.004792291671037674,
-0.0443112775683403,
0.032580628991127014,
0.002982483711093664,
0.03770891949534416,
0.03536642715334892,
-0.039280083030462265,
-0.07333460450172424,
0.030945440754294395,
0.007857988588511944,
-0.02005062997341156,
-0.04834409058094025,
-0.016663439571857452,
-0.025654075667262077,
-0.050878629088401794,
-0.05498705431818962,
-0.01023927889764309,
-0.004389875568449497,
0.030225608497858047,
-0.031755223870277405,
0.04491535574197769,
-0.03272305428981781,
0.0029679324943572283,
-0.026040025055408478,
0.001250422210432589,
0.025023113936185837,
-0.016118451952934265,
0.07691750675439835,
0.007353750988841057,
-0.014423050917685032,
0.10064368695020676,
-0.06882861256599426,
0.015592506155371666,
-0.0025551998987793922,
-0.004019087180495262,
-0.038000646978616714,
0.011413242667913437,
0.0279178898781538,
0.04209083691239357,
0.025415899232029915,
0.008687024936079979,
-0.039481889456510544,
-0.01859157718718052,
-0.0013403897173702717,
0.01137298159301281,
-0.0185010377317667,
-0.03388853371143341,
0.002103010192513466,
-0.01266888901591301,
0.04268753156065941,
-0.06027521938085556,
0.05702485144138336,
0.011071155779063702,
0.06687170267105103,
0.013002468273043633,
0.010806160047650337,
-0.02010950818657875,
0.011064114980399609,
-0.045224498957395554,
-0.02940104901790619,
0.006964037660509348,
-0.040007371455430984,
0.045891210436820984,
0.021183786913752556,
0.0481172651052475,
-0.048029739409685135,
-0.01503346674144268,
0.04070626199245453,
-0.06617609411478043,
-0.005909067578613758,
-0.06260420382022858,
-0.05340754985809326,
-0.08748741447925568,
-0.007065886631608009,
0.012385744601488113,
-0.010199299082159996,
-0.015129389241337776,
0.01529504731297493,
0.0552796870470047,
-0.036163847893476486,
0.021064333617687225,
0.018955698236823082,
0.0023478642106056213,
-0.026320135220885277,
-0.03147371485829353,
-0.02081385627388954,
-0.051338087767362595,
0.05317878723144531,
0.023391198366880417,
0.05018245801329613,
-0.006025533191859722,
0.007422271650284529,
-0.049844082444906235,
-0.08175987005233765,
-0.002658532001078129,
0.04889826104044914,
0.08756785094738007,
0.029458697885274887,
0.02044406719505787,
0.012251751497387886,
0.03758247569203377,
-0.06986811757087708,
0.07291774451732635,
0.024062026292085648,
0.031873781234025955,
0.00172141392249614,
0.023706337437033653,
0.07462957501411438,
-0.07001980394124985,
-0.016707150265574455,
0.028167109936475754,
0.01920272409915924,
0.0728658065199852,
-0.03344640135765076,
0.030436845496296883,
0.034743282943964005,
-0.003412618301808834,
-0.026037100702524185,
0.01748701184988022,
-0.0240256916731596,
-0.018089905381202698,
0.02175098843872547,
0.0026767440140247345,
0.030966775491833687,
-0.0031024364288896322,
-0.05702448636293411,
-0.003918354399502277,
-0.0061129117384552956,
0.05183170735836029,
0.015804244205355644,
0.06225642189383507,
-0.01829935982823372,
-0.09525862336158752,
-0.06381216645240784,
0.002942602150142193,
-0.08124209195375443,
-0.017255503684282303,
0.0410597138106823,
-0.013457412831485271,
-0.014047948643565178,
-0.0036749213468283415,
0.006379256024956703,
-0.0430515892803669,
0.021973377093672752,
0.03360017016530037,
-0.008389946073293686,
-0.03583041951060295,
0.004277433734387159,
0.008021807298064232,
0.005572634283453226,
0.04927970468997955,
-0.04370399937033653,
-0.0003521543985698372,
0.0007831911789253354,
0.031771425157785416,
-0.004494856111705303,
0.058443278074264526,
0.02449377253651619,
0.03670669347047806,
-0.007368355058133602,
-0.047972824424505234,
0.0020501096732914448,
0.025553464889526367,
-0.01691538095474243,
0.03349747136235237,
0.02926289290189743,
-0.0014640764566138387,
-0.029142141342163086,
-0.02466883324086666,
0.002807989716529846,
-0.0058380961418151855,
-0.03312664106488228,
0.022259144112467766,
-0.041465874761343,
-0.039773352444171906,
0.06324389576911926,
0.02198587916791439,
0.015387224033474922,
0.01887180656194687,
0.043345220386981964,
0.003751621348783374,
-0.03126798942685127,
-0.02220112457871437,
-0.017294954508543015,
0.03600339964032173,
-0.002540546003729105,
0.04237629845738411,
-0.03796933963894844,
-0.023348364979028702,
0.012188230641186237,
-0.01107798796147108,
0.04676695540547371,
0.0014056680956855416,
0.04117874056100845,
-0.09260383993387222,
-0.06623901426792145,
0.02095557376742363,
0.0368005745112896,
0.02795468084514141,
0.01344984956085682,
0.006599802058190107,
-0.01764025166630745,
0.00641385093331337,
0.03445598855614662,
-0.035710807889699936,
-0.033496297895908356,
-0.041093066334724426,
-0.008627418428659439,
0.04850024729967117,
-0.007428455166518688,
0.015243380330502987,
-0.0596621111035347,
0.03336233273148537,
0.029454214498400688,
-0.068524070084095,
-0.009197892621159554,
-0.015976088121533394,
0.040522679686546326,
0.015551726333796978,
0.029191909357905388,
-0.016941340640187263,
-0.023437106981873512,
-0.05728987231850624,
0.0041868602856993675,
-0.020201466977596283,
-0.041589099913835526,
0.016541406512260437,
-0.015646861866116524,
0.020898552611470222,
-0.01234125904738903,
0.036440618336200714,
0.02147604525089264,
0.030711742118000984,
0.02083035558462143,
-0.024321233853697777,
-0.05612223967909813,
0.016781892627477646,
0.036846693605184555,
0.00882661435753107,
-0.009454866871237755,
-0.02023128978908062,
0.03158455342054367,
-0.024992378428578377,
0.049944423139095306,
0.019400227814912796,
-0.004768319893628359,
-0.02747969701886177,
-0.0083151338621974,
0.06243022531270981,
0.011827278882265091,
0.012493425980210304,
0.002432015957310796,
0.006565973628312349,
0.024126557633280754,
-0.029892487451434135,
0.04124869406223297,
0.06269142031669617,
0.019635453820228577,
0.017934247851371765,
-0.0008617239072918892,
0.07411890476942062,
0.12943607568740845,
0.023274805396795273,
0.02046331763267517,
0.07439173758029938,
-0.022289108484983444,
-0.04925676807761192,
0.034400999546051025,
-0.0383288711309433,
-0.03636375442147255,
0.02355971373617649,
0.06947744637727737,
-0.03994681313633919,
-0.029943697154521942,
-0.03776243329048157,
-0.036799270659685135,
0.053272902965545654,
0.006047987844794989,
0.05089729279279709,
0.0616295263171196,
0.0391714833676815,
-0.027324847877025604,
-0.0421481691300869,
0.03417959809303284,
0.030124258249998093,
0.013430172577500343,
0.01738075725734234,
-0.029727471992373466,
-0.011767971329391003,
-0.007368791848421097,
0.016682157292962074,
0.03981691971421242,
-0.02948174625635147,
-0.03719400241971016,
-0.03622199594974518,
0.006640202831476927,
-0.07331641763448715,
-0.05058124661445618,
-0.008871685713529587,
-0.027217870578169823,
-0.0009718549554236233,
0.006069635972380638,
0.008492637425661087,
0.010053295642137527,
0.0438397191464901,
-0.015268467366695404,
0.06236159801483154,
0.029809068888425827,
-0.029707418754696846,
-0.041458092629909515,
0.018978849053382874,
-0.0445418544113636,
0.029659627005457878,
-0.012536159716546535,
-0.03128662705421448,
-0.03638793155550957,
-0.007127862889319658,
0.021069172769784927,
0.02345750294625759,
0.0020654164254665375,
-0.06326495856046677,
0.003750406438484788,
-0.06831344962120056,
-0.06245977431535721,
-0.023842759430408478,
-0.018538013100624084,
-0.10043315589427948,
-0.0012174685252830386,
0.041856057941913605,
-0.04146821051836014,
0.052405960857868195,
-0.03139244392514229,
0.00704919220879674,
-0.038433872163295746,
0.015466083772480488,
0.03560442849993706,
-0.005181192886084318,
-0.012798828072845936,
-0.03107348456978798,
0.03841133415699005,
-0.02766699716448784,
0.010827861726284027,
0.04701514169573784,
0.06351281702518463,
-0.035102829337120056,
-0.016640491783618927,
-0.02551327832043171,
0.04851511865854263,
-0.06373638659715652,
-0.0013060210039839149,
0.02734781615436077,
0.053965140134096146,
-0.014688117429614067,
0.03053865022957325,
-0.029221482574939728,
-0.07226875424385071,
-0.04459741711616516,
0.038889285176992416,
0.02339663915336132,
0.04647823050618172,
0.033415600657463074,
-0.024080784991383553,
0.027545291930437088,
0.021152306348085403,
0.014095542952418327,
0.004012817982584238,
-0.03973923251032829,
-0.0046853055246174335,
-0.06269204616546631,
0.02103554643690586,
-0.05879785120487213,
0.06293577700853348,
-0.04207398369908333,
0.019888248294591904
] |
<p>I am reading Klein and Manning's <a href="http://www.cs.berkeley.edu/~klein/papers/maxent-tutorial-slides.pdf" rel="nofollow">notes</a> on Maximum Entropy for Natural Language Processing. On slide 22, they have an equation saying,
$P(C|D,\lambda) = \Pi _{(c,d)\in (C,D)} P(c|d,\lambda)$. I am not sure how they obtain this or what it really means. In the coursera video on this topic, Manning says that this follows because the random variables are independent and identically distributed. However, I thought, Maximum Entropy methods are prefered over Naive Bayes because they don't make the "naive" independence assumptions. If someone has a reference for this equation, that will be great.</p>
|
g73972
|
[
0.029297826811671257,
-0.051619477570056915,
0.00022004054335411638,
-0.06608705222606659,
-0.004382989834994078,
-0.05219510197639465,
-0.07700780779123306,
0.05119933560490608,
-0.08290969580411911,
-0.0031978823244571686,
-0.03755918890237808,
-0.050658032298088074,
0.036818936467170715,
0.007190178148448467,
-0.013648436404764652,
-0.016397152096033096,
0.022311782464385033,
0.01244643796235323,
0.003813358023762703,
0.009202029556035995,
-0.02583731710910797,
0.01828310824930668,
0.01880044862627983,
-0.06058470159769058,
0.06615665555000305,
-0.052146606147289276,
0.0006685223197564483,
-0.01466814149171114,
-0.04499541595578194,
0.006724564358592033,
-0.03859042748808861,
0.03994790092110634,
0.053322065621614456,
-0.08440272510051727,
-0.09059639275074005,
0.030021533370018005,
0.06115075200796127,
-0.020690221339464188,
-0.011782385408878326,
-0.03597242757678032,
-0.03312497213482857,
0.030708979815244675,
0.01678287796676159,
-0.001253730384632945,
0.01383887603878975,
0.04265308752655983,
0.0004693994123954326,
0.02802055887877941,
-0.030631713569164276,
-0.031695883721113205,
0.0008320125052705407,
0.04451938346028328,
0.052842628210783005,
-0.009803012944757938,
-0.009207657538354397,
0.04300709068775177,
0.008945360779762268,
-0.0585574246942997,
0.022407162934541702,
0.021384578198194504,
0.07022588700056076,
-0.027839653193950653,
-0.09454307705163956,
0.018785608932375908,
-0.0267623383551836,
0.024542957544326782,
0.0028967757243663073,
-0.042841024696826935,
0.015351258218288422,
0.024855367839336395,
-0.051071736961603165,
-0.007575127761811018,
0.0406469851732254,
-0.033952683210372925,
0.026522260159254074,
-0.04349476844072342,
0.030676262453198433,
-0.020551025867462158,
-0.0294034443795681,
0.01326357014477253,
-0.007605795282870531,
-0.017922358587384224,
0.06773431599140167,
-0.03595477342605591,
0.04548795893788338,
-0.0074900235049426556,
0.03007069230079651,
-0.03545854613184929,
-0.018840724602341652,
0.05637110024690628,
-0.005625004880130291,
-0.02802942879498005,
0.05055106431245804,
-0.0023267376236617565,
-0.024646949023008347,
0.024261295795440674,
-0.05259444937109947,
-0.026810716837644577,
0.019385769963264465,
-0.03158234804868698,
-0.020382754504680634,
-0.015071729198098183,
0.03349661827087402,
-0.04370257258415222,
-0.024428142234683037,
-0.0050029936246573925,
0.04820087552070618,
-0.009839283302426338,
-0.05956723168492317,
0.030248261988162994,
-0.03214322775602341,
0.015360240824520588,
-0.04839452728629112,
-0.00019993699970655143,
-0.043011393398046494,
-0.021501686424016953,
0.04022786021232605,
0.04208926856517792,
0.06597115844488144,
0.029201766476035118,
0.005960857030004263,
0.03750552982091904,
-0.0027585451025515795,
0.05761837586760521,
0.001081686932593584,
0.04429638385772705,
0.03831988945603371,
-0.009460525587201118,
0.02558266371488571,
-0.0659051388502121,
0.009276900440454483,
0.01122237928211689,
-0.000012666825568885542,
0.013859469443559647,
-0.006224780809134245,
0.016604462638497353,
-0.07084538042545319,
0.022290360182523727,
0.015008458867669106,
0.008084136992692947,
-0.05322333797812462,
0.01850455068051815,
0.001740159816108644,
-0.017009690403938293,
-0.022285370156168938,
0.014552827924489975,
-0.029527215287089348,
-0.0325918048620224,
-0.02875261753797531,
0.005784991197288036,
0.011405534110963345,
0.04855680093169212,
0.005001168232411146,
-0.006909319199621677,
0.009322433732450008,
0.07358504831790924,
0.03374853357672691,
-0.01449827291071415,
-0.005757160019129515,
-0.004963052924722433,
0.05010509118437767,
-0.017213385552167892,
0.054290857166051865,
-0.011249497532844543,
-0.057977255433797836,
-0.0024385973811149597,
0.07724139094352722,
-0.04569079354405403,
-0.05305005609989166,
-0.07139910757541656,
-0.052049893885850906,
-0.0011018472723662853,
0.026262588798999786,
0.010625628754496574,
-0.0025856993161141872,
0.02985580824315548,
-0.04794543236494064,
-0.005912975408136845,
0.003168171737343073,
-0.0014969718176871538,
-0.01573103666305542,
0.01055012084543705,
0.057513896375894547,
-0.038862213492393494,
0.01623423770070076,
0.01505202241241932,
-0.0355028472840786,
0.027902523055672646,
-0.009987584315240383,
-0.023497359827160835,
-0.020623303949832916,
0.03755650669336319,
0.019032733514904976,
0.03757574036717415,
0.017305471003055573,
0.0690833106637001,
0.0016063684597611427,
-0.10863048583269119,
0.025446809828281403,
0.0009507174254395068,
-0.012389681302011013,
0.016144027933478355,
0.010848542675375938,
-0.019272206351161003,
-0.04734284430742264,
0.06282627582550049,
0.04814114794135094,
0.009683521464467049,
0.015731586143374443,
0.03565549850463867,
0.0018297344213351607,
-0.02569517493247986,
-0.07349000871181488,
0.031051764264702797,
0.04583916813135147,
-0.024193279445171356,
-0.01344104204326868,
0.008902100846171379,
0.017715800553560257,
-0.030633121728897095,
-0.010635271668434143,
-0.0512244775891304,
0.03321171551942825,
0.08074391633272171,
-0.009495910257101059,
0.051281388849020004,
-0.040453873574733734,
-0.02234196849167347,
0.03221853822469711,
0.025266900658607483,
-0.06519587337970734,
0.02072100341320038,
-0.006607762537896633,
0.022229449823498726,
0.03042711317539215,
0.061060238629579544,
0.007456919178366661,
0.05955236777663231,
-0.00617334945127368,
0.016929635778069496,
0.0046215420588850975,
-0.03459963947534561,
-0.002808189485222101,
0.053134735673666,
-0.04474267736077309,
0.016196077689528465,
0.0286980289965868,
0.003815561532974243,
-0.06768885254859924,
0.06352724134922028,
-0.04262311011552811,
0.01533500012010336,
0.00557645782828331,
-0.01200845930725336,
0.018973322585225105,
0.0474371537566185,
0.014615786261856556,
-0.020545896142721176,
-0.037299059331417084,
0.005537261720746756,
-0.02179701440036297,
-0.07232829183340073,
-0.0010989706497639418,
-0.02894715406000614,
0.017048100009560585,
0.0116806635633111,
0.008555538021028042,
0.0004777533176820725,
-0.007121839094907045,
-0.011436610482633114,
-0.012204964645206928,
0.08440908044576645,
0.023210914805531502,
0.058639563620090485,
0.0108198756352067,
-0.021086806431412697,
0.0200271625071764,
0.029326310381293297,
-0.009659104980528355,
0.035371407866477966,
-0.018050501123070717,
-0.025008153170347214,
-0.02511928603053093,
-0.022862860932946205,
0.07748681306838989,
-0.05975383520126343,
0.010561452247202396,
0.015502762980759144,
0.02408345229923725,
0.046018484979867935,
0.03978336229920387,
-0.002197075868025422,
-0.04132441058754921,
0.013224578462541103,
-0.05965706706047058,
0.013030359521508217,
-0.018260791897773743,
-0.006840911693871021,
0.03669924661517143,
0.008059543557465076,
-0.04466579854488373,
0.012144788168370724,
0.026323137804865837,
-0.004427703563123941,
0.003911176230758429,
0.01663726568222046,
-0.028382007032632828,
-0.08118662238121033,
0.020277587696909904,
0.020655104890465736,
-0.07843765616416931,
-0.020699717104434967,
0.021390745416283607,
-0.02776792086660862,
-0.04810953885316849,
0.061944637447595596,
-0.009593182243406773,
-0.04689167067408562,
-0.01638047955930233,
-0.05297929048538208,
-0.0062147206626832485,
-0.07376234978437424,
-0.0035413841251283884,
-0.005341873504221439,
0.032403066754341125,
-0.038501299917697906,
-0.024155525490641594,
-0.007050748914480209,
-0.04096069559454918,
-0.0026100960094481707,
0.039539650082588196,
0.03828943520784378,
0.03564438596367836,
0.016509581357240677,
-0.0271155945956707,
-0.09614963829517365,
-0.03998797386884689,
0.022664077579975128,
0.02854022942483425,
0.0005887599545530975,
0.05359753593802452,
-0.037286292761564255,
-0.039471883326768875,
0.019229309633374214,
-0.030028317123651505,
0.02820109948515892,
0.04212665185332298,
0.02592814341187477,
0.027074351906776428,
-0.000543220667168498,
0.00935436598956585,
0.04794049263000488,
-0.026280611753463745,
-0.029326289892196655,
0.030685847625136375,
-0.008067484013736248,
0.004279977176338434,
-0.009780819527804852,
-0.017642896622419357,
0.003715049009770155,
0.041329409927129745,
-0.028911028057336807,
0.008277618326246738,
0.020000092685222626,
-0.04011962190270424,
-0.04308895021677017,
0.03239898756146431,
0.04571790248155594,
0.03159892186522484,
-0.03983030468225479,
-0.007609441410750151,
0.009382539428770542,
0.017098333686590195,
-0.04565262421965599,
-0.004129347391426563,
-0.019706565886735916,
0.021375559270381927,
0.01604062132537365,
-0.02205970697104931,
0.0028066595550626516,
0.015178844332695007,
-0.05061899125576019,
-0.023531729355454445,
-0.014459020458161831,
0.017403755336999893,
-0.025946319103240967,
-0.040618475526571274,
0.0075380257330834866,
0.035134777426719666,
-0.0635901391506195,
-0.02014630101621151,
-0.009813121519982815,
-0.030742941424250603,
0.048552531749010086,
0.031532708555459976,
-0.016569046303629875,
0.04947309195995331,
0.058190103620290756,
-0.027137598022818565,
0.019127100706100464,
-0.004319951869547367,
-0.0310190599411726,
0.028441743925213814,
0.001708983676508069,
0.00793408416211605,
0.014255299232900143,
0.0030448969919234514,
-0.0056558577343821526,
-0.023637205362319946,
0.028804577887058258,
-0.01785166561603546,
-0.043745990842580795,
-0.020992707461118698,
-0.025765061378479004,
0.03112577088177204,
-0.01962820068001747,
0.018240412697196007,
-0.08255176991224289,
-0.04341355338692665,
0.07240563631057739,
0.024285098537802696,
-0.08456471562385559,
-0.07485097646713257,
0.047251857817173004,
0.015324369072914124,
-0.007403275929391384,
0.09899041056632996,
0.05173803120851517,
0.022258728742599487,
-0.06350979208946228,
0.003942158073186874,
0.017366841435432434,
-0.006856254767626524,
0.06526051461696625,
-0.016010891646146774,
0.03865888714790344,
0.002561421599239111,
0.038109056651592255,
0.003695388790220022,
-0.04063314199447632,
-0.0007239310652948916,
0.005512201692909002,
0.027207151055336,
-0.031891897320747375,
0.035293545573949814,
0.0015028361231088638,
0.009549634531140327,
0.009456836618483067,
-0.0402870699763298,
-0.055879440158605576,
-0.027697769924998283,
-0.015455611981451511,
0.02026151865720749,
-0.016376417130231857,
0.08183173090219498,
0.019469227641820908,
-0.038473185151815414,
0.06899381428956985,
0.022025104612112045,
0.010941984131932259,
-0.0035353554412722588,
-0.044571757316589355,
-0.025054482743144035,
0.03672445937991142,
0.032467152923345566,
0.030099516734480858,
-0.06559257209300995,
-0.004873413592576981,
0.011720577254891396,
0.02101355791091919,
0.03161492198705673,
0.03628324717283249,
0.02598441392183304,
-0.008158841170370579,
-0.014254252426326275,
0.012341403402388096,
0.01214559655636549,
0.02260809950530529,
0.00399507861584425,
-0.032373759895563126,
-0.04015738144516945,
-0.05587368458509445,
-0.04511435329914093,
0.07663457840681076,
0.015539070591330528,
0.029508208855986595,
-0.031081097200512886,
-0.03320236876606941,
-0.004814073443412781,
-0.03123828023672104,
-0.006015135906636715,
0.08847903460264206,
0.028343960642814636,
-0.0016908260295167565,
-0.07761997729539871,
-0.0677696019411087,
-0.007343186065554619,
-0.017609557136893272,
0.003180754603818059,
0.0037029709201306105,
-0.08564051240682602,
0.00890203844755888,
-0.0007451358251273632,
0.023784330114722252,
-0.023257367312908173,
0.04591311141848564,
0.08825507760047913,
0.054345306009054184,
-0.03638957813382149,
0.08068787306547165,
0.08495433628559113,
0.022239845246076584,
-0.020525692030787468,
0.030376411974430084,
-0.03550857678055763,
-0.015126039274036884,
-0.01880505494773388,
0.024728184565901756,
-0.02958860620856285,
-0.031787656247615814,
0.09115340560674667,
-0.013449400663375854,
0.033692311495542526,
0.03520362079143524,
-0.0017581407446414232,
-0.0004803103511221707,
-0.0576949380338192,
-0.022857995703816414,
-0.008414778858423233,
0.017528681084513664,
-0.027052078396081924,
-0.005159370135515928,
-0.017416782677173615,
-0.009217564016580582,
0.010371127165853977,
-0.02331589348614216,
-0.018290212377905846,
0.03696436062455177,
-0.008817041292786598,
0.0033337895292788744,
0.020901620388031006,
-0.05957954004406929,
-0.003163345856592059,
0.06206729635596275,
-0.05445956438779831,
0.003537833923473954,
-0.00035000097705051303,
-0.04442306235432625,
0.006266570650041103,
-0.003608944360166788,
0.0015890754293650389,
-0.04951711371541023,
0.0445297509431839,
0.02285849116742611,
0.07173582166433334,
-0.00037417165003716946,
0.05792568624019623,
-0.03665623441338539,
-0.057982832193374634,
0.007934174500405788,
-0.008219582960009575,
0.002575823338702321,
0.015638960525393486,
0.006752004846930504,
0.017913658171892166,
-0.04018346592783928,
0.02802027203142643,
-0.039728932082653046,
-0.04951541870832443,
0.06302648037672043,
0.016182253137230873,
0.0005479268729686737,
0.034402187913656235,
0.030519090592861176,
0.032685041427612305,
-0.028992848470807076,
0.004349491558969021,
-0.021190857514739037,
-0.041428327560424805,
-0.038058143109083176,
-0.003035246627405286,
-0.0020137690007686615,
0.06934164464473724,
-0.023633472621440887,
0.04056503623723984,
0.0301169753074646,
-0.04224269837141037,
0.055130355060100555,
0.00463000126183033,
0.043116357177495956,
-0.016149256378412247,
-0.01790708489716053,
-0.04469141364097595,
-0.022635184228420258,
0.004742633085697889,
0.02399825118482113,
-0.03110409341752529,
-0.041869331151247025,
0.024889592081308365,
-0.044867031276226044,
-0.030341723933815956,
0.017872504889965057,
-0.000007322492365346989,
-0.019736021757125854,
0.04099006950855255,
0.0547187365591526,
-0.002780007664114237,
0.010224961675703526,
-0.055985499173402786,
0.009992633946239948,
-0.037919215857982635,
0.037644416093826294,
0.05248422920703888,
0.008510224521160126,
0.010759029537439346,
-0.03431820496916771,
-0.06244925037026405,
0.007731536403298378,
-0.018144823610782623,
0.014661945402622223,
0.040657222270965576,
-0.05880964919924736,
0.034227218478918076,
-0.04432550072669983,
0.005568384192883968,
0.09941641241312027,
-0.036437757313251495,
-0.07382776588201523,
0.014747606590390205,
0.04149159789085388,
0.03262168914079666,
-0.007225729990750551,
0.0756559818983078,
0.024736717343330383,
-0.000277127226581797,
-0.01636868342757225,
-0.07590296119451523,
0.04279520735144615,
0.050458747893571854,
0.08190742880105972,
-0.009435421787202358,
0.028153756633400917,
0.01793944463133812,
-0.0029822371434420347,
0.005080490373075008,
-0.006001857575029135,
0.063331738114357,
0.02825447916984558,
-0.088346928358078,
-0.032607320696115494,
0.012618699111044407,
0.03427353501319885,
-0.002048610942438245,
-0.03481266647577286,
0.004592674784362316,
0.0490574836730957,
-0.0018251058645546436,
0.02284371107816696,
0.0074287173338234425,
-0.007955566979944706,
0.029025916010141373,
0.004635970573872328,
0.001398548949509859,
0.012283305637538433,
0.0696888193488121,
0.05593753233551979,
0.0030777263455092907,
-0.0003235703334212303,
0.009615466929972172,
-0.01997945085167885,
-0.010352849960327148,
-0.008169661276042461,
0.04512331634759903,
0.00773627357557416,
-0.023123567923903465,
0.01456722617149353,
0.006207887548953295,
-0.010081582702696323,
-0.013474730774760246,
0.0207444466650486,
0.009009392000734806,
-0.009646407328546047,
-0.022768497467041016,
-0.06962386518716812,
-0.02982083521783352,
0.03279196470975876,
-0.02661704085767269,
0.04613785445690155,
-0.026740431785583496,
-0.01348044816404581,
-0.06643805652856827,
-0.007396503817290068,
0.031699419021606445,
-0.01806250400841236,
-0.05216609686613083,
0.04885217919945717,
-0.007813403382897377,
0.0385483019053936,
0.08113127946853638,
0.015204102732241154,
0.03508085012435913,
-0.05158364027738571,
-0.06106995791196823,
0.0461420975625515,
0.05929196625947952,
0.006936666555702686,
-0.0027356145437806845,
-0.02509114518761635,
0.013520506210625172,
-0.004232638515532017,
-0.034563835710287094,
-0.025516094639897346,
-0.027139678597450256,
-0.005303068086504936,
0.002489923033863306,
-0.035385094583034515,
-0.033348340541124344,
0.04375002533197403,
-0.0001314246910624206,
0.027466461062431335,
0.03301794454455376,
0.020150432363152504,
-0.04157550260424614,
0.009826047345995903,
-0.03130650520324707,
-0.062440432608127594,
-0.06944379210472107,
0.008543356321752071,
0.011235051788389683,
0.021746020764112473,
-0.030993256717920303,
-0.047360651195049286,
-0.010648276656866074,
0.02260349504649639,
0.008230340667068958,
0.04708634316921234,
0.02622184529900551,
-0.0135493827983737,
0.03754507377743721,
0.01639464870095253,
-0.0007795503479428589,
-0.006852101068943739,
-0.003139754058793187,
-0.013312808237969875,
-0.008777526207268238,
-0.07322856038808823,
-0.050253402441740036,
0.005110670812427998,
0.029662346467375755,
-0.06444496661424637,
0.02222440391778946,
-0.024169236421585083,
-0.03620433062314987,
-0.01932492107152939,
0.0010925201931968331,
-0.018201949074864388,
0.029088987037539482,
0.03509462624788284,
0.06825276464223862,
0.0012224175734445453,
-0.026243967935442924,
-0.10319334268569946,
-0.038589950650930405,
0.028098290786147118,
-0.004481940064579248,
0.003975368104875088,
-0.02609870582818985,
0.011995617300271988
] |
<p>Does anyone know if adaptIntegrate accepts a vectorized integrand?</p>
<p>for e.g.</p>
<p>alpha<-c(1,2)</p>
<p>f <- function(z){
(z[1]+z[2])*alpha
}</p>
<p>adaptIntegrate(f,lower=c(1, 3), upper=c(2, 4),tol=0.01) ##does not work</p>
<p>Is what I want possible with adaptIntegrate? </p>
<p>Thanks in advance.</p>
|
g36566
|
[
0.018948638811707497,
-0.03213424235582352,
-0.013049185276031494,
-0.03750409185886383,
-0.034117553383111954,
-0.08561652898788452,
0.0020582806318998337,
0.03556611388921738,
-0.056453436613082886,
-0.0028742216527462006,
-0.026306042447686195,
0.004739495925605297,
-0.04028182104229927,
0.038038045167922974,
-0.034429989755153656,
0.0533008836209774,
0.052276622503995895,
0.017161574214696884,
0.003593635046854615,
-0.02994368225336075,
0.051267266273498535,
0.05428139492869377,
0.011940552853047848,
-0.0072424509562551975,
0.02071794494986534,
-0.03471534699201584,
-0.006443284451961517,
0.0012888571945950389,
-0.04753437638282776,
0.06738095730543137,
-0.032897792756557465,
-0.01051479484885931,
0.04134954884648323,
-0.010742191225290298,
0.037166159600019455,
0.07197634130716324,
0.024928169324994087,
-0.022713730111718178,
0.07061925530433655,
-0.030408430844545364,
-0.06573321670293808,
0.015017032623291016,
0.0348726287484169,
-0.0029602223075926304,
0.031106701120734215,
-0.03011290170252323,
0.022281154990196228,
0.017467781901359558,
-0.010002083145081997,
0.016123449429869652,
0.0040873694233596325,
-0.009427920915186405,
0.003783969674259424,
-0.00617156783118844,
0.023837003856897354,
0.035739000886678696,
0.011902895756065845,
-0.030335543677210808,
0.000533232931047678,
0.04956821724772453,
0.0003948854573536664,
-0.037365734577178955,
0.030712110921740532,
-0.0551251545548439,
0.05056735500693321,
0.014868319034576416,
-0.009327487088739872,
-0.007231088820844889,
-0.015815749764442444,
-0.015401194803416729,
0.07845952361822128,
0.04387805983424187,
0.004094230942428112,
0.034618865698575974,
0.0269334614276886,
-0.03853307291865349,
0.024566421285271645,
-0.044889673590660095,
0.053315695375204086,
0.01994604989886284,
-0.034948624670505524,
0.023661457002162933,
-0.01872439682483673,
-0.0058004772290587425,
-0.0017963610589504242,
-0.048393961042165756,
0.02697436325252056,
0.0076585435308516026,
-0.007526829373091459,
-0.04653855040669441,
-0.006158492527902126,
0.0274092685431242,
0.03446846455335617,
0.010987303219735622,
-0.016892489045858383,
-0.06809485703706741,
-0.044620029628276825,
0.06842667609453201,
-0.006528663448989391,
-0.05663928762078285,
0.07404541224241257,
0.06515796482563019,
0.026095455512404442,
-0.023004459217190742,
-0.07739640772342682,
0.031822483986616135,
0.0702500194311142,
-0.03137212619185448,
0.018249481916427612,
-0.06188642606139183,
-0.010897539556026459,
-0.03511104732751846,
-0.015629934147000313,
-0.046452898532152176,
-0.03951041400432587,
0.017004523426294327,
0.012835759669542313,
-0.03478037565946579,
0.026077881455421448,
-0.030656149610877037,
0.061506565660238266,
-0.05484801158308983,
0.08568733185529709,
0.04928857088088989,
0.014671278186142445,
0.004278541076928377,
-0.0422290563583374,
0.00615842966362834,
0.013371392153203487,
-0.03101089783012867,
-0.011896714568138123,
-0.05425920709967613,
0.04335183650255203,
-0.01718359999358654,
-0.003676073858514428,
-0.020459478721022606,
-0.006285928189754486,
-0.004567338619381189,
-0.013164814561605453,
0.056176625192165375,
-0.003611092921346426,
-0.03516043722629547,
0.035651061683893204,
0.027970952913165092,
0.05420844256877899,
-0.03287656232714653,
-0.03769133985042572,
-0.02847408689558506,
0.014923888258635998,
-0.019331464543938637,
0.01579253561794758,
0.04937225207686424,
-0.010168798267841339,
-0.008522492833435535,
-0.006836730055510998,
0.040034111589193344,
0.04976886138319969,
0.017636708915233612,
0.02997838333249092,
0.003044556826353073,
0.07872911542654037,
0.033097971230745316,
0.04617166891694069,
-0.04276203736662865,
-0.032278116792440414,
0.025603249669075012,
0.02044418267905712,
-0.0023904419504106045,
-0.07485376298427582,
-0.0020216521807014942,
-0.00890700425952673,
0.04130586236715317,
0.02154785394668579,
0.01230060588568449,
0.043307289481163025,
0.0012202569050714374,
-0.02473391965031624,
0.010658644139766693,
0.01984398439526558,
-0.03572620823979378,
-0.06168435886502266,
-0.003990421537309885,
-0.036550071090459824,
-0.05023709312081337,
-0.01317408587783575,
-0.037060029804706573,
0.02196442522108555,
0.04810091480612755,
-0.07685630023479462,
-0.03396071493625641,
0.003985107876360416,
-0.011054703034460545,
0.00519217923283577,
-0.047216519713401794,
-0.037907861173152924,
0.012653335928916931,
0.04765436425805092,
-0.06377234309911728,
-0.063461534678936,
0.01685800775885582,
0.0585293248295784,
0.013239014893770218,
0.02780105173587799,
-0.006434925831854343,
0.003412892110645771,
-0.061195258051157,
0.021510062739253044,
-0.05689553543925285,
-0.014466422609984875,
0.028385665267705917,
0.05264538526535034,
-0.0341670848429203,
0.011506219394505024,
0.061231449246406555,
0.024883119389414787,
-0.011834532953798771,
0.03945721685886383,
0.035779524594545364,
-0.03028598241508007,
0.0092869121581316,
0.015562708489596844,
-0.03585583716630936,
-0.01075670961290598,
0.022242464125156403,
-0.04975922778248787,
0.01774454303085804,
0.012717447243630886,
0.015153935179114342,
0.03987954184412956,
0.01248781755566597,
0.021984508261084557,
0.01352675911039114,
-0.02566014789044857,
-0.005100979935377836,
0.016173310577869415,
0.059401340782642365,
-0.0576142780482769,
0.019739732146263123,
0.01658841408789158,
0.037114981561899185,
0.03246171399950981,
0.005857747979462147,
0.008361401036381721,
-0.010657514445483685,
-0.0001264290331164375,
-0.018852120265364647,
-0.007396386936306953,
0.026665301993489265,
-0.02249053306877613,
0.017482953146100044,
-0.05902380496263504,
-0.011902417056262493,
0.011549675837159157,
-0.0036340486258268356,
-0.044383734464645386,
-0.019110986962914467,
-0.022288719192147255,
-0.03596625477075577,
-0.013670170679688454,
-0.02575174905359745,
0.03643688187003136,
-0.0023396320175379515,
0.040417104959487915,
-0.02472889982163906,
-0.07571499794721603,
0.023218175396323204,
0.0719289556145668,
-0.006841094233095646,
0.09073302894830704,
-0.01948065124452114,
-0.05879655107855797,
0.06363074481487274,
0.017882347106933594,
0.04521684721112251,
-0.0006479213479906321,
-0.04969162493944168,
-0.05994342267513275,
-0.030536573380231857,
-0.03165317326784134,
-0.012760301120579243,
0.00910093542188406,
-0.010635599493980408,
-0.0535479374229908,
0.037741519510746,
0.0013072785222902894,
0.015371912159025669,
0.001195901888422668,
0.0067964838817715645,
-0.043695610016584396,
0.020725533366203308,
-0.06266799569129944,
-0.07353740185499191,
-0.003450287040323019,
-0.02823873981833458,
0.027324456721544266,
-0.08285455405712128,
0.045714132487773895,
-0.01802259497344494,
-0.014251096174120903,
0.10661262273788452,
0.009376895613968372,
0.002818336943164468,
0.027164453640580177,
-0.022592594847083092,
-0.02148706652224064,
0.035493094474077225,
-0.01482523325830698,
0.05160219967365265,
0.05565577745437622,
0.03927488625049591,
-0.06323517113924026,
0.020840439945459366,
-0.03779953718185425,
-0.07149792462587357,
-0.010943262837827206,
-0.015293112024664879,
0.03949297219514847,
-0.01826038397848606,
-0.012214046902954578,
-0.03541736304759979,
-0.030574340373277664,
-0.03531265631318092,
0.03235793858766556,
0.014820151962339878,
-0.007775289937853813,
-0.0063055153004825115,
0.00736505351960659,
-0.010311583988368511,
0.006034223362803459,
-0.02301153354346752,
-0.014897583983838558,
0.018472854048013687,
0.056740935891866684,
0.053956832736730576,
-0.00139133061747998,
-0.040968455374240875,
-0.04134829714894295,
0.0035811124835163355,
0.027401693165302277,
-0.03261297568678856,
-0.01588655263185501,
-0.059889454394578934,
0.004754866939038038,
0.007594469469040632,
-0.030384885147213936,
-0.0033190185204148293,
0.04350786283612251,
0.047082629054784775,
-0.003936970140784979,
0.015546987764537334,
-0.03162494674324989,
0.02243366464972496,
0.0013240777188912034,
-0.04276461526751518,
0.03732522204518318,
0.010402579791843891,
0.013880766928195953,
0.010605408810079098,
-0.11012876778841019,
0.02478918991982937,
0.038878049701452255,
-0.05469731613993645,
-0.022295456379652023,
0.001994623802602291,
-0.04247003793716431,
0.011706450022757053,
0.028812624514102936,
-0.02783016301691532,
-0.042458198964595795,
0.04405338317155838,
0.03468397259712219,
0.011428860947489738,
0.03427189216017723,
0.020290663465857506,
-0.06945227086544037,
-0.04355466738343239,
-0.021871596574783325,
0.05539386719465256,
-0.02921438403427601,
-0.016515258699655533,
0.02356860414147377,
-0.04444149136543274,
0.037603091448545456,
-0.0038160202093422413,
0.017153434455394745,
0.012221899814903736,
0.03867914155125618,
0.013841291889548302,
-0.045974284410476685,
0.08223151415586472,
0.013322349637746811,
0.026705831289291382,
0.007526001892983913,
-0.04796180874109268,
0.060018740594387054,
0.014908833429217339,
-0.05139296129345894,
0.02370717190206051,
-0.03336718678474426,
-0.04072878882288933,
0.006384498905390501,
-0.003285948885604739,
0.00858644675463438,
0.010577305220067501,
0.04517873004078865,
-0.002051293384283781,
-0.060935232788324356,
0.02306843176484108,
-0.012316987849771976,
-0.04919922724366188,
-0.016129612922668457,
-0.006364395376294851,
-0.014390375465154648,
-0.035671431571245193,
-0.03503574803471565,
-0.03058401495218277,
0.016825592145323753,
-0.03095976822078228,
0.024969719350337982,
0.02890877239406109,
-0.01832217536866665,
0.03131498396396637,
-0.03854289650917053,
0.01589544676244259,
0.04333437234163284,
-0.0019161448581144214,
0.01969926245510578,
-0.03558208793401718,
0.12320717424154282,
-0.0003835553943645209,
0.049783769994974136,
0.022414034232497215,
0.004990429617464542,
-0.05244894698262215,
-0.04100538045167923,
-0.05163521319627762,
0.015875933691859245,
-0.015871882438659668,
-0.01614994741976261,
-0.02258237637579441,
-0.013892876915633678,
0.027345238253474236,
-0.06633035838603973,
-0.053769346326589584,
-0.05679088830947876,
0.06928185373544693,
-0.007669367827475071,
-0.0156908817589283,
0.05874580144882202,
0.004590905271470547,
-0.007379600778222084,
0.04261089861392975,
0.03398190811276436,
-0.010948030278086662,
0.028951792046427727,
0.013132954016327858,
0.020457202568650246,
-0.026985084637999535,
0.04333885759115219,
-0.009072039276361465,
0.013420408591628075,
0.002796779153868556,
-0.05750034749507904,
-0.05544920265674591,
0.015300268307328224,
-0.032070696353912354,
-0.060523226857185364,
-0.0037387937773019075,
0.027180753648281097,
-0.01624637097120285,
0.05229024216532707,
0.011774467304348946,
-0.010385897010564804,
-0.024972975254058838,
0.0009895982220768929,
-0.011288016103208065,
-0.019284693524241447,
0.00038745070924051106,
0.06955123692750931,
-0.016328278928995132,
-0.039995841681957245,
-0.02779940702021122,
-0.058200206607580185,
-0.004574580583721399,
0.014357510954141617,
-0.004029624629765749,
-0.015467931516468525,
-0.0429629385471344,
0.0340518057346344,
-0.039433132857084274,
0.017089609056711197,
0.03783630579710007,
0.04768124967813492,
0.018624845892190933,
0.015640893951058388,
-0.004718130920082331,
-0.01929500140249729,
-0.07012000679969788,
0.03194046393036842,
-0.04920308291912079,
-0.03544451296329498,
-0.0824531763792038,
-0.002213018946349621,
-0.028357008472085,
0.023888615891337395,
0.024530019611120224,
0.008732992224395275,
0.015212216414511204,
0.021940337494015694,
0.036601077765226364,
-0.042186886072158813,
0.024589581415057182,
0.026512501761317253,
-0.0026275936979800463,
-0.031927578151226044,
0.02832016721367836,
-0.020342562347650528,
0.047974713146686554,
0.02886076271533966,
0.0031341218855232,
0.0650501549243927,
-0.03968047350645065,
-0.028394345194101334,
-0.0193142369389534,
-0.023197097703814507,
0.010303187184035778,
-0.012863807380199432,
-0.046233586966991425,
0.03769654035568237,
0.01883714832365513,
-0.008368682116270065,
0.05073436722159386,
-0.05554214492440224,
-0.06904762983322144,
-0.009027264080941677,
-0.03554027900099754,
-0.03769397735595703,
0.008447088301181793,
0.01428466197103262,
0.002760248491540551,
0.013702020049095154,
-0.0012983675114810467,
0.007413282059133053,
0.04892434552311897,
0.01603454351425171,
0.00876974780112505,
0.002082105493173003,
0.060670726001262665,
-0.02607736550271511,
-0.06424342095851898,
-0.010212435387074947,
0.0018007984617725015,
-0.006065623834729195,
-0.053799692541360855,
-0.02862301468849182,
0.060928598046302795,
-0.014690511859953403,
-0.03415869176387787,
0.062708280980587,
0.015480848960578442,
0.03364287316799164,
-0.02193254418671131,
-0.03405873104929924,
-0.020163215696811676,
-0.023134907707571983,
-0.04570100083947182,
0.03316733241081238,
0.011727014556527138,
0.0627942681312561,
-0.035769522190093994,
-0.012264487333595753,
-0.06778399646282196,
0.003102519316598773,
0.022244153544306755,
0.04692596197128296,
-0.023048778995871544,
0.015747085213661194,
0.02141779661178589,
0.04362077638506889,
-0.05977649614214897,
-0.022046217694878578,
-0.03328043222427368,
0.048602670431137085,
-0.017232434824109077,
-0.018673086538910866,
0.029274187982082367,
-0.047345034778118134,
-0.025669796392321587,
0.0317467637360096,
-0.03701736405491829,
-0.03691216930747032,
0.05116024985909462,
-0.0016484592342749238,
0.011156830936670303,
0.01972082257270813,
0.04047802463173866,
-0.00892468448728323,
0.0725121721625328,
0.03947759419679642,
0.006873216014355421,
-0.030168691650032997,
-0.026665085926651955,
0.09735403209924698,
-0.03503895178437233,
-0.08326081931591034,
0.023044083267450333,
-0.004929162561893463,
-0.027489498257637024,
0.020960386842489243,
0.001387121737934649,
-0.06294146180152893,
0.013288871385157108,
0.023799274116754532,
-0.014876983128488064,
0.025360532104969025,
0.003974284045398235,
-0.029154542833566666,
-0.007170697674155235,
-0.01264900155365467,
-0.011625106446444988,
0.013864202424883842,
-0.010346220806241035,
-0.07028792053461075,
-0.022693132981657982,
-0.02192828431725502,
-0.0206648837774992,
0.009017663076519966,
-0.006582796107977629,
0.05334175378084183,
-0.040924519300460815,
-0.02519429661333561,
0.0026837328914552927,
-0.006808888632804155,
-0.03693249076604843,
-0.011842419393360615,
0.06812451034784317,
0.026269469410181046,
0.03801239654421806,
0.04873048886656761,
0.10070490092039108,
-0.018147317692637444,
0.0582779161632061,
-0.02848178707063198,
0.03237256035208702,
-0.05330402031540871,
-0.0209515281021595,
0.03999791294336319,
0.00046860057045705616,
-0.10862734913825989,
0.01814230903983116,
0.055013351142406464,
0.0436447337269783,
-0.010219614952802658,
0.03291051834821701,
-0.01760678179562092,
0.010286525823175907,
-0.017137806862592697,
0.039752017706632614,
0.015332764945924282,
0.014669776894152164,
0.0033277086913585663,
-0.032541558146476746,
-0.01754351146519184,
-0.010211989283561707,
0.05701486021280289,
-0.009811648167669773,
0.04381811246275902,
-0.06460631638765335,
-0.00008042471017688513,
-0.019130725413560867,
-0.024471791461110115,
0.042416758835315704,
-0.034798234701156616,
0.05184825509786606,
-0.010518945753574371,
-0.005181381478905678,
-0.01986050046980381,
0.05121501907706261,
-0.038963597267866135,
0.06414109468460083,
0.01328966487199068,
-0.03599245473742485,
0.04135304316878319,
-0.0017530893674120307,
-0.0017775008454918861,
0.016014503315091133,
0.01895737089216709,
0.012143266387283802,
0.03290116414427757,
-0.04728670418262482,
-0.06284119933843613,
0.05104820802807808,
0.025697600096464157,
0.023445770144462585,
-0.05038505420088768,
0.053591277450323105,
0.0016118355561047792,
0.04284987598657608,
0.0024048173800110817,
-0.027661729604005814,
0.030776027590036392,
-0.017273101955652237,
-0.026631653308868408,
-0.053399279713630676,
-0.006235634908080101,
-0.030064355581998825,
-0.040363289415836334,
-0.020397361367940903,
-0.030105194076895714,
-0.059565357863903046,
-0.02880520559847355,
0.05465882644057274,
0.0016531808068975806,
0.020910903811454773,
0.04515589401125908,
-0.02667437121272087,
0.024042770266532898,
-0.023228760808706284,
-0.06863727420568466,
0.035077113658189774,
0.06085922569036484,
-0.029397277161478996,
0.020389040932059288,
-0.018663275986909866,
0.0570211336016655,
-0.005505364388227463,
-0.03255223110318184,
-0.04661260172724724,
0.010282482951879501,
0.0017485561547800899,
-0.007753271609544754,
-0.045638877898454666,
-0.002993783913552761,
0.05128372460603714,
-0.00019350825459696352,
0.002916318131610751,
-0.03546859696507454,
0.030613381415605545,
-0.005332386586815119,
0.05518065020442009,
-0.04633539542555809,
-0.027061523869633675,
-0.019843004643917084,
0.04396838694810867,
0.0655655562877655,
0.03513555973768234,
0.03339523449540138,
0.008335796184837818,
-0.006364562548696995,
0.013222046196460724,
0.009454714134335518,
0.027288297191262245,
0.00023083595442585647,
0.005482109263539314,
0.007490371819585562,
-0.00012456270633265376,
-0.03304624184966087,
0.06576971709728241,
0.06353787332773209,
-0.015890691429376602,
0.06003338098526001,
0.010748247615993023,
-0.08995791524648666,
0.05302228778600693,
0.03965127840638161,
-0.03801701217889786,
0.012198643758893013,
-0.04070127382874489
] |
<p>I am building a program to predict the score in a game of twenty20 cricket. I have a series of 3D datapoints, calculated from a number of games I have data for.</p>
<p>Along the x axis we have number of wickets a team has lost. Up the y axis we have number of runs they end up scoring. And in the z axis we have number of overs into the innings we are.</p>
<p>For example, one datapoint might say, we are 10 overs into the game, the team are 2 wickets down: They end up scoring 160 runs.</p>
<p>From this data I want to be able to plug in how many overs into a game we are and how many wickets a team has lost, and get how many runs a team are predicted to score.</p>
<p>I have plotted the data here (where different colour lines refer to different overs in the z axis):</p>
<p><img src="http://i.stack.imgur.com/8SOuK.jpg" alt="Different colour lines refer to different number of overs in"></p>
<p>As you may or may not be able to tell, in the middle of the data the lines correlate pretty well, this is because we have far more data for "average" games (e.g. where a team is 4 wickets down after 10 overs). On the edges however the data is based on very few games (e.g. where a team is no wickets down at the 19th over), where a data point seems obviously wrong to me (an outlier), I have added a dashed line to correct it.</p>
<p>The question is, how do I build a smooth surface which fits these points? And how do I minimize the effect of the outliers? Is there a specific name for this kind of thing?</p>
<p>EDIT: Now that I think about it, it's not really outliers i'm getting on the edges, just less reliable data.</p>
|
g37933
|
[
0.03843134269118309,
-0.014796034432947636,
-0.0024899679701775312,
-0.05385735258460045,
-0.0025100039783865213,
-0.029515571892261505,
0.03758066147565842,
-0.021926067769527435,
-0.05331633612513542,
-0.040178027004003525,
0.01716219261288643,
0.05036408454179764,
0.08198526501655579,
-0.018580107018351555,
0.035951439291238785,
0.04198596999049187,
0.026524145156145096,
-0.028978422284126282,
0.01680264063179493,
0.01738627627491951,
0.029332304373383522,
0.03541440889239311,
0.0430774986743927,
0.005462914239615202,
-0.030507661402225494,
-0.010959572158753872,
-0.020926818251609802,
-0.002474861452355981,
-0.051819879561662674,
0.06199740245938301,
0.007840351201593876,
0.06978468596935272,
0.0016119694337248802,
-0.021197427064180374,
0.023038506507873535,
-0.00814917404204607,
-0.04411511868238449,
-0.013739635236561298,
0.011464228853583336,
0.007710283622145653,
0.0031091405544430017,
0.03230223432183266,
0.015325798653066158,
0.03220384567975998,
0.01702752895653248,
-0.04607819765806198,
-0.02237076498568058,
-0.0022927066311240196,
0.0015701415250077844,
-0.016900280490517616,
-0.05361903831362724,
0.03254891559481621,
0.014314505271613598,
-0.010329870507121086,
-0.02584388665854931,
0.08563783019781113,
-0.043516840785741806,
0.015068238601088524,
0.0862506702542305,
0.008839068002998829,
-0.012976757250726223,
0.0256916843354702,
-0.029265156015753746,
0.038733094930648804,
0.035313740372657776,
0.03443625941872597,
-0.0453747995197773,
-0.03237328678369522,
-0.03548373654484749,
-0.03026524744927883,
0.01955321431159973,
0.00866642314940691,
0.02085568942129612,
-0.060912225395441055,
-0.0775856301188469,
-0.0185257401317358,
-0.009456556290388107,
0.05404902249574661,
0.0023825718089938164,
0.04502605274319649,
0.009902755729854107,
0.032328374683856964,
-0.056057825684547424,
0.003904679324477911,
0.06285014003515244,
0.019722066819667816,
0.036206357181072235,
-0.04650421440601349,
-0.027343643829226494,
-0.00561682740226388,
0.01612168736755848,
0.0009291957831010222,
0.044862013310194016,
0.02648400515317917,
-0.021586459130048752,
-0.017015686258673668,
-0.046956922858953476,
-0.00021116691641509533,
0.005970792844891548,
-0.007091798819601536,
-0.018033728003501892,
0.04145897924900055,
0.0038229278288781643,
-0.03592384234070778,
-0.08116375654935837,
0.021575508639216423,
0.027946602553129196,
0.006969288922846317,
0.03340635821223259,
-0.017138073220849037,
0.008039882406592369,
-0.05029699206352234,
-0.04544520378112793,
-0.055047642439603806,
0.03632861748337746,
-0.01721055991947651,
0.004526852164417505,
-0.0016221957048401237,
0.01878822222352028,
0.04222120717167854,
0.06270497292280197,
-0.07411619275808334,
0.061600394546985626,
0.054660432040691376,
0.06294365227222443,
0.0027240717317909002,
-0.01707894168794155,
0.057730209082365036,
0.035515692085027695,
0.024708734825253487,
-0.007614889182150364,
-0.004956553224474192,
-0.03467994183301926,
0.021870121359825134,
-0.015693528577685356,
0.05692804977297783,
-0.0052787791937589645,
0.027511879801750183,
0.00030679593328386545,
0.02331017144024372,
-0.04883072152733803,
0.027195295318961143,
-0.05663931369781494,
-0.07932638376951218,
-0.039029449224472046,
0.0002938020625151694,
0.011870685033500195,
-0.0033668577671051025,
-0.00669300090521574,
0.004251043777912855,
0.03257603198289871,
0.002101345220580697,
-0.027569644153118134,
0.030847150832414627,
-0.033562351018190384,
-0.02603178471326828,
0.0030836989171802998,
0.006977196782827377,
0.017882471904158592,
-0.00921021867543459,
0.03657430037856102,
-0.04927579313516617,
0.01982502080500126,
0.03477446362376213,
-0.0028105557430535555,
-0.022632703185081482,
0.04036102816462517,
-0.04665166139602661,
-0.02606537751853466,
0.03471740335226059,
0.020641235634684563,
0.024661023169755936,
0.04338732734322548,
-0.02650996297597885,
0.012142334133386612,
0.04351643845438957,
0.041707541793584824,
-0.02968510054051876,
0.09801755100488663,
-0.001728474861010909,
-0.002284582704305649,
0.031608011573553085,
0.033832911401987076,
-0.02719515562057495,
0.00847464520484209,
-0.016146840527653694,
0.021225228905677795,
-0.03921516612172127,
-0.009050830267369747,
-0.02690945751965046,
0.022038767114281654,
-0.032271187752485275,
-0.015837287530303,
0.006653474643826485,
0.033725492656230927,
0.021119961515069008,
0.09781625866889954,
-0.04647527262568474,
-0.0694570317864418,
-0.04741310328245163,
-0.015859436243772507,
0.009393870830535889,
-0.05709752067923546,
0.05466751009225845,
0.004093585070222616,
-0.0066462126560509205,
0.024737387895584106,
0.04381995275616646,
0.013478733599185944,
0.06079571694135666,
-0.008459932170808315,
-0.0068783992901444435,
-0.002158913528546691,
0.043244652450084686,
0.028095342218875885,
-0.03371097147464752,
-0.025389254093170166,
0.02730371430516243,
0.018377017229795456,
-0.0033293822780251503,
-0.011990613304078579,
-0.005395599640905857,
-0.004148701671510935,
-0.015179178677499294,
-0.022116992622613907,
0.025456152856349945,
0.0450722873210907,
0.033019520342350006,
-0.030985912308096886,
-0.020053382962942123,
-0.022388344630599022,
-0.03971949964761734,
0.029609397053718567,
-0.08108212798833847,
0.06295353919267654,
-0.050566837191581726,
-0.04297816380858421,
0.003915708512067795,
0.020048776641488075,
0.0423034131526947,
0.02863546833395958,
-0.025359317660331726,
-0.050317831337451935,
-0.0025027224328368902,
0.014352387748658657,
0.0006138640455901623,
-0.006499272305518389,
-0.035613417625427246,
0.029763538390398026,
0.07962135970592499,
-0.03009149804711342,
0.08560968190431595,
0.006146940868347883,
-0.0030015583615750074,
0.000593630422372371,
-0.05238001421093941,
-0.04880550876259804,
0.0008318962063640356,
-0.00009979184687836096,
-0.05780854821205139,
-0.011952144093811512,
0.03424421697854996,
-0.029231766238808632,
0.0049368818290531635,
-0.006985740270465612,
0.014931470155715942,
0.007650398649275303,
-0.04427671432495117,
0.018723096698522568,
0.08521892875432968,
-0.03284386545419693,
-0.046144261956214905,
-0.002995095681399107,
0.030188383534550667,
0.015950806438922882,
0.03284288942813873,
-0.008146034553647041,
-0.004361035767942667,
0.004156645853072405,
0.04641000181436539,
0.05024637654423714,
0.01637304201722145,
-0.04875660687685013,
0.03937504440546036,
0.01595165953040123,
0.0030289858113974333,
0.02351018227636814,
-0.016026491299271584,
-0.020360402762889862,
0.07459373027086258,
-0.008802616037428379,
-0.02789371833205223,
0.016629725694656372,
-0.03732184320688248,
0.003141500987112522,
-0.03484172001481056,
0.035040874034166336,
-0.00596429081633687,
0.06685058027505875,
0.023047298192977905,
-0.054126638919115067,
0.0457368828356266,
-0.0013869189424440265,
-0.04033098742365837,
0.02853308618068695,
0.0023415808100253344,
-0.025883706286549568,
-0.04888550564646721,
0.041256118565797806,
-0.06409898400306702,
0.07380653917789459,
-0.06575684994459152,
0.016778282821178436,
-0.012251166626811028,
-0.022482043132185936,
-0.02069994807243347,
0.0007659521652385592,
0.02689586579799652,
-0.017951371148228645,
-0.005936700850725174,
-0.024602077901363373,
-0.0048438552767038345,
0.007337245158851147,
0.0203276127576828,
-0.013578173704445362,
0.05908380448818207,
-0.0320352241396904,
0.00028366094920784235,
-0.0820981040596962,
0.05771277844905853,
0.0498528815805912,
0.05921119078993797,
-0.046473875641822815,
0.048061467707157135,
-0.022723758593201637,
-0.02421819232404232,
0.027598246932029724,
-0.041573166847229004,
0.01613542065024376,
0.005962708964943886,
-0.05619249865412712,
-0.0067643774673342705,
0.0020743366330862045,
-0.08047517389059067,
-0.005758446641266346,
-0.01558018010109663,
0.02234543487429619,
0.015381417237222195,
-0.03514464572072029,
-0.03724651038646698,
0.03520239517092705,
0.0003515751741360873,
-0.011513307690620422,
-0.011040445417165756,
0.047072380781173706,
0.014229930937290192,
0.03071257658302784,
-0.02911185845732689,
-0.01914842799305916,
0.041192084550857544,
-0.00014864180411677808,
-0.012662396766245365,
-0.055323436856269836,
-0.07923450320959091,
-0.04653027653694153,
0.004746899474412203,
0.03266531229019165,
0.07404156029224396,
0.007629419676959515,
0.0035416821483522654,
0.01552051305770874,
-0.044244322925806046,
0.025067007169127464,
0.02923963963985443,
-0.05782276764512062,
-0.006591701414436102,
-0.004471026826649904,
-0.005673905834555626,
-0.0012332472251728177,
0.006298035383224487,
-0.01880982145667076,
0.050809990614652634,
0.03062503971159458,
-0.04140295088291168,
0.009450701996684074,
-0.005129769444465637,
0.01625766232609749,
-0.034506652504205704,
0.05062033236026764,
0.006650210358202457,
0.01059815939515829,
-0.04419639706611633,
-0.02899177558720112,
0.03615425527095795,
0.042393531650304794,
-0.03725377842783928,
-0.042480118572711945,
0.00611421512439847,
-0.03858749195933342,
0.018493523821234703,
-0.024325698614120483,
-0.0025664709974080324,
0.005870789755135775,
0.030126845464110374,
-0.03855154290795326,
-0.05840771272778511,
-0.020310331135988235,
-0.023652786388993263,
-0.03847344219684601,
-0.016216162592172623,
-0.01101931743323803,
-0.10125080496072769,
0.033121705055236816,
-0.030074819922447205,
0.0016886022640392184,
0.03479885682463646,
0.08365248143672943,
0.03471239656209946,
-0.02632768265902996,
-0.015610083006322384,
0.006767862942069769,
0.05260450020432472,
-0.013596747070550919,
-0.06629803031682968,
0.005478503182530403,
-0.009384381584823132,
-0.012183054350316525,
-0.01198462676256895,
-0.04766366630792618,
0.039729055017232895,
0.059767697006464005,
0.014567891135811806,
-0.043082959949970245,
0.0040710000321269035,
-0.01120492722839117,
-0.022488247603178024,
-0.019292542710900307,
-0.0007757191197015345,
0.015984022989869118,
-0.04946598783135414,
-0.05033261328935623,
-0.07500084489583969,
-0.021343989297747612,
-0.07567749172449112,
-0.021409539505839348,
0.06863222271203995,
-0.10163452476263046,
-0.012076962739229202,
-0.01973154954612255,
0.05058808997273445,
-0.047393329441547394,
-0.04960033670067787,
0.026389487087726593,
0.02870061621069908,
0.039500512182712555,
0.01093577966094017,
-0.010800320655107498,
0.024721259251236916,
0.021396897733211517,
-0.007095708977431059,
0.041689395904541016,
0.014840666204690933,
-0.03499017283320427,
-0.06429646164178848,
0.008806012570858002,
-0.022871732711791992,
-0.017721211537718773,
-0.02239004708826542,
0.023802058771252632,
0.012805981561541557,
0.010006695054471493,
0.0710195004940033,
0.04708067700266838,
0.0011158722918480635,
0.004486691672354937,
0.02741415426135063,
-0.041332051157951355,
-0.028247779235243797,
-0.006457936018705368,
-0.03815753385424614,
-0.03281726315617561,
0.006634735967963934,
0.035599444061517715,
-0.011089378967881203,
-0.03858160600066185,
0.011795966885983944,
0.005718177184462547,
-0.028013097122311592,
0.017014509066939354,
0.035198722034692764,
-0.009799076244235039,
-0.06636639684438705,
0.02875569835305214,
0.03468431159853935,
-0.01416038814932108,
-0.006069782190024853,
0.02605193667113781,
-0.023379063233733177,
-0.03336041793227196,
0.004098443780094385,
-0.01657501421868801,
0.06793244928121567,
-0.010381154716014862,
-0.007690910249948502,
-0.006081074476242065,
0.013849634677171707,
0.06936406344175339,
-0.039766423404216766,
0.019116314128041267,
0.01847721077501774,
-0.033073533326387405,
-0.013684780336916447,
0.07939690351486206,
-0.051537420600652695,
-0.051273465156555176,
-0.03182411938905716,
0.02499981038272381,
0.0447826161980629,
-0.017800189554691315,
0.021498871967196465,
0.04838354140520096,
0.0002727446553763002,
-0.02648143470287323,
0.04135812819004059,
0.012567844241857529,
-0.023481497541069984,
-0.019092366099357605,
-0.058776017278432846,
0.03657092526555061,
-0.033162809908390045,
0.020717281848192215,
0.0493243932723999,
-0.050557442009449005,
-0.023315956816077232,
-0.030310187488794327,
-0.006641798187047243,
-0.03218599036335945,
0.025703124701976776,
0.062408316880464554,
-0.032817382365465164,
-0.02766982838511467,
0.048068009316921234,
0.010671098716557026,
0.04819495230913162,
-0.03334151580929756,
-0.061866644769907,
-0.024627966806292534,
0.034874044358730316,
0.056148018687963486,
-0.030748991295695305,
0.027933619916439056,
0.030749017372727394,
-0.01360450778156519,
-0.0019126998959109187,
-0.05471225082874298,
0.013713851571083069,
0.023096395656466484,
0.014631669968366623,
0.033437106758356094,
0.04814840853214264,
-0.042949892580509186,
-0.03498637303709984,
-0.00291534629650414,
0.0021451590582728386,
-0.05462495982646942,
-0.011717673391103745,
-0.03287196904420853,
0.004314940422773361,
-0.002824706956744194,
-0.03133106604218483,
0.001441247877664864,
-0.05793408676981926,
0.031983450055122375,
0.08390854299068451,
-0.004899564664810896,
0.028593644499778748,
-0.006534824147820473,
-0.0023171415086835623,
-0.0019945837557315826,
0.035462625324726105,
-0.04410348832607269,
0.01994037814438343,
-0.016311975196003914,
-0.011299089528620243,
-0.0032716451678425074,
0.03045586310327053,
-0.02276935614645481,
-0.048543576151132584,
0.05314591899514198,
-0.08004946261644363,
-0.030293671414256096,
0.022760605439543724,
0.030963683500885963,
0.005628054030239582,
0.00448689516633749,
-0.029521394520998,
-0.047889307141304016,
0.03452582657337189,
0.005754527635872364,
0.009505676105618477,
0.011816944926977158,
-0.01622396521270275,
0.005992631893604994,
-0.034909918904304504,
-0.035313501954078674,
-0.037728823721408844,
0.023543020710349083,
-0.06348174065351486,
-0.01677502505481243,
-0.04685401916503906,
0.0005040105897933245,
0.07278891652822495,
0.011456661857664585,
0.09762369096279144,
-0.02606872282922268,
-0.010941033251583576,
0.006313667166978121,
-0.01748202182352543,
-0.015469609759747982,
-0.03578804433345795,
0.01598968170583248,
-0.02901552990078926,
-0.021708540618419647,
0.010749154724180698,
0.008671264164149761,
-0.020226212218403816,
0.014641260728240013,
-0.03871064633131027,
0.031703200191259384,
0.0255573820322752,
-0.0283117163926363,
0.040819741785526276,
-0.031763967126607895,
0.01364812720566988,
-0.06477299332618713,
0.02718205377459526,
-0.05458664149045944,
0.10353333503007889,
0.03581890091300011,
0.1102881133556366,
-0.020359575748443604,
0.05644750967621803,
-0.020254474133253098,
0.04802270978689194,
-0.031305499374866486,
-0.01779715158045292,
0.02053963951766491,
0.022534506395459175,
-0.062308453023433685,
0.019141919910907745,
0.033321112394332886,
-0.006661336403340101,
-0.0044341315515339375,
-0.06513994187116623,
0.025657571852207184,
0.029838569462299347,
0.026353010907769203,
0.01667790859937668,
0.02736290544271469,
-0.0006075692363083363,
-0.05237077176570892,
-0.09779270738363266,
-0.04029298573732376,
-0.019613156095147133,
0.021413244307041168,
0.030325042083859444,
-0.03634726256132126,
0.024167215451598167,
-0.05087761580944061,
-0.035299528390169144,
-0.023610275238752365,
-0.10428401827812195,
-0.00976166408509016,
0.07493673264980316,
0.054134029895067215,
0.03377605602145195,
-0.009999684058129787,
0.019455842673778534,
-0.029106341302394867,
0.030086994171142578,
0.03359823301434517,
0.015418175607919693,
0.037991125136613846,
-0.019299952313303947,
-0.04461153969168663,
0.05755336582660675,
-0.0008327604155056179,
0.009441609494388103,
0.0220464076846838,
-0.03947151079773903,
0.006330816075205803,
-0.00759331276640296,
-0.008498342707753181,
-0.04227474331855774,
0.04142443835735321,
0.025058859959244728,
-0.013183005154132843,
0.018777647987008095,
-0.009166148491203785,
0.02575436234474182,
0.07593787461519241,
0.05718829110264778,
0.010171767324209213,
0.01849321462213993,
-0.004552665166556835,
-0.001052109757438302,
-0.0274567399173975,
-0.025008466094732285,
0.05029017850756645,
-0.05797730013728142,
-0.007215640973299742,
-0.04347061738371849,
0.05538705736398697,
0.030363822355866432,
-0.0357811376452446,
0.025869591161608696,
-0.014215278439223766,
-0.06220795959234238,
0.004705314990133047,
0.03426189348101616,
-0.090861015021801,
-0.009339199401438236,
0.02220865897834301,
-0.012050308287143707,
0.06424622237682343,
-0.031012263149023056,
-0.026589591056108475,
0.010188720189034939,
0.03187841549515724,
0.013821741566061974,
-0.00660208472982049,
0.004426097963005304,
-0.005659069400280714,
0.04037686064839363,
-0.012406440451741219,
-0.01010503713041544,
-0.03841794654726982,
0.06797686219215393,
-0.020167624577879906,
-0.03313973546028137,
0.039023395627737045,
-0.03374297171831131,
0.017197713255882263,
-0.054954640567302704,
0.022065607830882072,
0.053366631269454956,
0.005248165689408779,
0.03599052131175995,
0.05791018158197403,
0.024345582351088524,
-0.04103730991482735,
0.01093340665102005,
-0.03336022421717644,
0.012032090686261654,
-0.00971069373190403,
0.008938658982515335,
0.06802631169557571,
-0.049026332795619965,
0.011987446807324886,
-0.03771085664629936,
-0.022587278857827187,
-0.050535865128040314,
-0.042237788438797,
0.05224692448973656,
-0.02981073223054409,
0.02930000238120556,
-0.010000458918511868,
0.01603017933666706
] |
<p>I am attempting to explain a dichotomous outcome variable using a large set of continuous valued sensor-derived variables. Many of these variables are highly mutually correlated, some are based on solid physical concepts (and therefore easier to interpret) others are more abstract and difficult to explain.</p>
<p>I am attempting to examine the association of these sensor variables with the outcome (i.e. which variables or combination of variables can best explain the dichotomous outcome variable?) a secondary objective is to determine if a subset of these variables can be used to explain the dichotomous outcome.</p>
<p>I wish to avoid using a stepwise fitting procedure (due to the danger of overfitting and, a feeling that the more easily interpretable variables should be given preference in the model over highly correlated but less easily interpretable variables). In short, I am looking for the true associations rather than noisy surrogates using correlated but less globally informative variables. </p>
<p>To avoid multicollinearity in the analyses, I reduced the number of variables using logistic regression by block analysis. Sensor derived variables were grouped by type into blocks. The dichotomized outcome variable was used as the dependent variable in each sub-group. Working with each block, I performed a logistic regression on each independent variable and only those which were significant (α < 0.05) were retained in each block. Through this procedure I excluded all non significant variables from the analyses for the final model.
I then generated a final logistic regression model using the results of each sub-group analysis. </p>
<p>I would great appreciate opinions as to whether this is a valid approach?
Can the odds ratios from the final logistic regression model can be used to interpret the associations of the included sensor variables with the outcome variable in the manner of a hypothesis test?</p>
|
g73973
|
[
0.00646724458783865,
-0.03220497816801071,
0.019963093101978302,
-0.01573650725185871,
-0.0025114607997238636,
-0.0455569252371788,
0.058795016258955,
0.0012916624546051025,
-0.005468698684126139,
-0.020908957347273827,
0.0014794375747442245,
-0.03214770928025246,
0.02676735259592533,
0.06603885442018509,
-0.030727751553058624,
-0.020159387961030006,
0.0002351611474296078,
-0.032397788017988205,
-0.015670955181121826,
-0.021332640200853348,
0.040398940443992615,
0.05094977468252182,
0.04477733001112938,
-0.0044785598292946815,
-0.05972148850560188,
-0.09333347529172897,
0.0497572161257267,
-0.01687123067677021,
-0.03276074305176735,
-0.004626825451850891,
0.010562177747488022,
-0.01587436906993389,
0.0950046256184578,
-0.012207689695060253,
-0.080149345099926,
-0.009990193881094456,
-0.0053711202926933765,
-0.012884809635579586,
0.008299957029521465,
0.05340451002120972,
-0.004972394555807114,
0.04494979605078697,
0.030305519700050354,
-0.024807630106806755,
-0.05180489644408226,
-0.0015796615043655038,
-0.010908453725278378,
-0.005060897208750248,
0.005129498429596424,
0.04764339327812195,
0.0023575921077281237,
0.0468168668448925,
0.00869292113929987,
0.04566619545221329,
0.09049370139837265,
0.03145115077495575,
0.025775030255317688,
0.042494725435972214,
-0.024143848568201065,
-0.0013536062324419618,
0.042398396879434586,
-0.04089823737740517,
-0.04854390025138855,
-0.004020266700536013,
0.059497635811567307,
0.03168049082159996,
-0.008685109205543995,
-0.0263074841350317,
0.01016279123723507,
-0.03894653171300888,
0.07227615267038345,
-0.04341791942715645,
0.0032226014882326126,
-0.028244109824299812,
-0.02596367336809635,
-0.037267256528139114,
-0.0428791269659996,
0.004904439207166433,
-0.015285740606486797,
0.03226364776492119,
0.029532253742218018,
0.03998425975441933,
0.001136987702921033,
0.01179923303425312,
0.0772244930267334,
0.0030655465088784695,
0.007444728631526232,
-0.01055053062736988,
0.03491133823990822,
-0.02882418967783451,
-0.011196923442184925,
0.029359281063079834,
0.01588505506515503,
0.047924041748046875,
-0.029008198529481888,
0.04731864109635353,
-0.036511730402708054,
-0.008852429687976837,
-0.0023031604941934347,
0.009075715206563473,
0.017857367172837257,
0.005210487637668848,
0.02408652938902378,
-0.025950120761990547,
-0.032301388680934906,
-0.0036765183322131634,
-0.03194422647356987,
-0.038754574954509735,
-0.023813067004084587,
0.012849986553192139,
-0.03923891484737396,
0.03811955079436302,
-0.03661224618554115,
-0.027165526524186134,
-0.0025904846843332052,
-0.02615475095808506,
0.019895439967513084,
0.018225451931357384,
-0.05139435455203056,
-0.036351628601551056,
0.033654455095529556,
0.06647425144910812,
-0.005950804799795151,
0.0017645126208662987,
-0.03855246305465698,
-0.042586732655763626,
-0.05208151787519455,
0.06004520133137703,
0.08894820511341095,
0.0006358681712299585,
0.03890702500939369,
0.00350510748103261,
0.01077506598085165,
0.044624533504247665,
-0.014770839363336563,
0.0015102392062544823,
0.00873421411961317,
0.07561089098453522,
0.00035755426506511867,
0.09673548489809036,
-0.0035345423966646194,
-0.018510401248931885,
0.022661959752440453,
-0.014268999919295311,
-0.026749035343527794,
-0.006628446280956268,
-0.01713375188410282,
-0.04290112853050232,
0.02490633726119995,
-0.023833781480789185,
0.007335744798183441,
0.00843009538948536,
-0.018876301124691963,
0.007834406569600105,
-0.01842426508665085,
0.052973002195358276,
-0.0350959412753582,
-0.05223194137215614,
0.027298547327518463,
0.06488831341266632,
-0.008208038285374641,
-0.033091235905885696,
-0.023350590839982033,
0.002022510627284646,
0.03217451274394989,
-0.040973857045173645,
0.006049260031431913,
-0.09797441214323044,
-0.01209657359868288,
-0.056753307580947876,
-0.007061190903186798,
0.024836257100105286,
-0.00840697716921568,
-0.027247291058301926,
0.07004769891500473,
0.002013387857005,
0.031127456575632095,
-0.030257627367973328,
-0.015343417413532734,
0.07474677264690399,
0.04616042599081993,
0.010541187599301338,
0.038569170981645584,
-0.029483884572982788,
0.0035096751525998116,
-0.0010432213312014937,
-0.028154829517006874,
0.09435111284255981,
-0.02134079672396183,
0.05427257716655731,
-0.02641998790204525,
-0.07406806945800781,
-0.020106812939047813,
0.010122600942850113,
-0.029057806357741356,
-0.03816298395395279,
0.02193971537053585,
-0.013860354200005531,
0.009442051872611046,
-0.0024541530292481184,
0.006421616766601801,
-0.0017711874097585678,
-0.015282629989087582,
0.0825178250670433,
0.014871842227876186,
0.017659634351730347,
-0.023321086540818214,
-0.034935373812913895,
-0.03483113646507263,
-0.015545448288321495,
-0.011712181381881237,
-0.0401359386742115,
-0.06370469182729721,
0.031491342931985855,
-0.005884014535695314,
-0.09405523538589478,
-0.007092826534062624,
-0.009853320196270943,
-0.02733895182609558,
0.03151000291109085,
-0.03771213814616203,
-0.07206842303276062,
0.020880144089460373,
0.008783216588199139,
0.03313060104846954,
0.031113220378756523,
0.013514811173081398,
-0.056412968784570694,
0.028998849913477898,
-0.006422166246920824,
0.02662871591746807,
-0.038470253348350525,
0.027323730289936066,
-0.02331472560763359,
0.04395824298262596,
0.022477608174085617,
0.02877156250178814,
-0.02237866446375847,
-0.05425906181335449,
0.04190966859459877,
-0.0025821691378951073,
-0.05293520167469978,
0.0019677788950502872,
-0.014054952189326286,
0.004587263334542513,
0.015889577567577362,
0.03268418833613396,
0.0014514244394376874,
0.025715503841638565,
0.09968134015798569,
-0.10130657255649567,
0.05610623210668564,
-0.020058976486325264,
-0.051213160157203674,
-0.014068741351366043,
-0.026750335469841957,
0.011092684231698513,
0.04127246141433716,
-0.024760454893112183,
-0.02482594922184944,
-0.016255736351013184,
-0.025667596608400345,
-0.03813742846250534,
0.014779540710151196,
0.02859676629304886,
-0.05472041666507721,
0.01616019569337368,
-0.05024408549070358,
0.015592919662594795,
-0.011012793518602848,
0.0015159111935645342,
-0.0005545439198613167,
-0.0019347021589055657,
0.01413749624043703,
0.02148660086095333,
0.053559184074401855,
-0.017201684415340424,
0.031172161921858788,
0.006705011241137981,
-0.03908994421362877,
0.06548776477575302,
-0.023259924724698067,
-0.013483681716024876,
0.00021649598784279078,
0.01721581630408764,
0.045735135674476624,
0.04968085139989853,
0.010294731706380844,
0.07905735820531845,
0.03969114273786545,
-0.00916459783911705,
-0.02616894617676735,
0.01896871067583561,
0.011106548830866814,
0.003927185665816069,
0.0071829017251729965,
0.07020153850317001,
-0.05868351832032204,
0.027576392516493797,
-0.01551273837685585,
-0.030049936845898628,
-0.0025070649571716785,
0.01231676246970892,
-0.021678153425455093,
0.03678106516599655,
-0.050011131912469864,
-0.07961402833461761,
0.015681706368923187,
-0.030152197927236557,
-0.030128657817840576,
-0.018038654699921608,
-0.05316673591732979,
0.02944905310869217,
-0.0021192971616983414,
-0.043189357966184616,
-0.00012793755740858614,
0.016079971566796303,
-0.00654241256415844,
-0.008733616210520267,
-0.03431792929768562,
0.020878257229924202,
0.009858268313109875,
0.018923301249742508,
0.01929662749171257,
-0.002675980096682906,
0.005820639431476593,
-0.053187381476163864,
0.013577488251030445,
-0.0360872708261013,
-0.01168711856007576,
0.030723802745342255,
-0.029330117627978325,
0.06057973951101303,
0.018901310861110687,
-0.043427299708127975,
-0.0522746816277504,
-0.01490833144634962,
-0.0015704527031630278,
-0.03232575207948685,
-0.0067447759211063385,
0.027137592434883118,
-0.044811904430389404,
-0.03775967285037041,
0.016863618046045303,
0.003402628703042865,
-0.031491637229919434,
0.0264919251203537,
0.006757710594683886,
0.007696123793721199,
-0.030910667032003403,
-0.0290816780179739,
0.0009010845678858459,
0.008870883844792843,
-0.008716401644051075,
0.008893566206097603,
0.00523411575704813,
0.019819175824522972,
-0.0002923814463429153,
-0.03005264326930046,
0.017982687801122665,
0.020578913390636444,
-0.01406450942158699,
-0.01718677021563053,
-0.0322275273501873,
0.010443939827382565,
0.06474589556455612,
0.06393329799175262,
0.07195668667554855,
-0.02747887559235096,
-0.019259702414274216,
0.024015460163354874,
0.04654637724161148,
-0.08576425164937973,
0.02360115945339203,
0.012425929307937622,
-0.015160701237618923,
0.034121591597795486,
0.010209338739514351,
-0.063863605260849,
-0.009728256613016129,
0.040073007345199585,
0.04475538060069084,
-0.008964584209024906,
0.012110485695302486,
0.06180489435791969,
-0.12303972244262695,
0.02190280333161354,
0.0654112696647644,
0.003997097723186016,
-0.00023560177942272276,
0.0005401538219302893,
-0.007024198770523071,
-0.04572039842605591,
0.058336351066827774,
-0.012115181423723698,
-0.03771099075675011,
-0.047306906431913376,
0.013311238959431648,
0.03196316584944725,
0.038688283413648605,
0.011560174636542797,
-0.025131644681096077,
-0.027380134910345078,
0.02718709036707878,
0.0596361942589283,
-0.039678558707237244,
-0.017034921795129776,
-0.009614713490009308,
-0.019872630015015602,
0.013582787476480007,
0.019732069224119186,
0.015791749581694603,
0.02253328450024128,
-0.017000317573547363,
0.010459446348249912,
-0.012239187955856323,
0.08583445847034454,
-0.010859420523047447,
0.014933357015252113,
0.012721357867121696,
-0.002665323670953512,
0.00929705984890461,
-0.03630032390356064,
-0.006604811176657677,
0.052782610058784485,
-0.07465607672929764,
0.0031461426988244057,
-0.03688919171690941,
0.014758238568902016,
0.05233101174235344,
0.017713205888867378,
0.004403845407068729,
0.0028089922852814198,
-0.0025801395531743765,
0.05020642653107643,
0.01980721578001976,
-0.049211811274290085,
0.041970644146203995,
0.00639552716165781,
0.0042940350249409676,
-0.07993888854980469,
0.004300619941204786,
-0.017609769478440285,
0.027132488787174225,
0.0348844900727272,
0.010317403823137283,
-0.0019474370637908578,
0.03135133162140846,
0.05884021520614624,
-0.005961960647255182,
0.009762528352439404,
0.04929951950907707,
-0.009313791058957577,
0.0004654143995139748,
0.024409040808677673,
-0.025352206081151962,
0.0819539800286293,
0.01813446544110775,
-0.0027877273969352245,
0.007256605662405491,
0.035713259130716324,
-0.0469212681055069,
-0.02792658843100071,
-0.017268745228648186,
0.0273751188069582,
-0.029641715809702873,
-0.0461963526904583,
0.020653830841183662,
0.015246368013322353,
-0.025860806927084923,
-0.05840453878045082,
0.013659844174981117,
0.032573822885751724,
-0.010117851197719574,
0.028312407433986664,
0.04344603791832924,
-0.014316431246697903,
-0.020933911204338074,
0.01649784855544567,
0.0551089271903038,
-0.010789464227855206,
-0.012863975949585438,
0.03324419632554054,
-0.05159531906247139,
0.02733258716762066,
-0.05231304094195366,
0.005609588231891394,
-0.009902705438435078,
0.018393807113170624,
0.015530935488641262,
0.04590621218085289,
0.059148140251636505,
0.0762651115655899,
0.03388187661767006,
-0.050880707800388336,
0.012757052667438984,
0.0008333708974532783,
-0.06512624025344849,
0.04004951938986778,
0.03861410170793533,
-0.05679149180650711,
0.05393524095416069,
0.0018423466244712472,
-0.0009299237281084061,
-0.048525404185056686,
0.009697547182440758,
0.06261153519153595,
-0.025670213624835014,
0.00397562375292182,
0.052906256169080734,
-0.06694280356168747,
0.07706132531166077,
-0.0030145985074341297,
0.00564982183277607,
-0.024470254778862,
-0.014769645407795906,
-0.014485089108347893,
0.03232550621032715,
0.015943210572004318,
0.02093631587922573,
0.03033682517707348,
-0.016125129535794258,
-0.0056258393451571465,
0.04131671041250229,
-0.020387670025229454,
-0.06950148940086365,
-0.04901032894849777,
0.001067022094503045,
-0.02974078804254532,
-0.011402183212339878,
0.01179077010601759,
0.06354541331529617,
0.04287935420870781,
0.0020952762570232153,
0.03373195230960846,
-0.07760000228881836,
-0.024620864540338516,
0.026010289788246155,
0.013216296210885048,
0.008707841858267784,
-0.012241016142070293,
-0.0050155725330114365,
-0.0009647470433264971,
0.0022850523237138987,
0.022918308153748512,
0.005411931313574314,
0.019880054518580437,
-0.0037610153667628765,
-0.014079729095101357,
0.040781062096357346,
-0.008319790475070477,
0.02135523408651352,
-0.0010237944079563022,
-0.023919476196169853,
0.022127674892544746,
-0.041613850742578506,
0.046270884573459625,
0.013760626316070557,
0.07826751470565796,
0.04262155294418335,
-0.0616077221930027,
-0.02960938774049282,
-0.024515436962246895,
0.02436019480228424,
-0.0022479593753814697,
-0.0030655162408947945,
-0.02378716506063938,
-0.031193770468235016,
-0.03198632970452309,
0.032936517149209976,
0.030077900737524033,
-0.06464720517396927,
0.01645209826529026,
0.021769320592284203,
-0.03210707753896713,
-0.042389195412397385,
-0.01773599348962307,
-0.020475074648857117,
0.03503165394067764,
0.0016403142362833023,
-0.00008002122194739059,
-0.01199247594922781,
-0.01663309335708618,
0.02382241003215313,
-0.06434835493564606,
-0.02801615558564663,
-0.060660090297460556,
0.030339350923895836,
-0.12400834262371063,
-0.006739990320056677,
0.01222623884677887,
0.026978246867656708,
0.0049393973313272,
-0.0049980925396084785,
-0.012856404297053814,
-0.044002559036016464,
0.03797454014420509,
0.06767979264259338,
-0.019415736198425293,
-0.057078197598457336,
0.014166834764182568,
-0.04762178659439087,
0.017301419749855995,
0.04401158541440964,
0.0603037104010582,
-0.03808426484465599,
-0.029781466349959373,
-0.03108091838657856,
-0.036754295229911804,
-0.03391222283244133,
-0.06932960450649261,
0.02263077162206173,
0.04818878695368767,
0.019815456122159958,
0.044293228536844254,
-0.005927050486207008,
-0.06204733997583389,
-0.03558845445513725,
-0.00527777336537838,
0.038388386368751526,
0.05091390013694763,
0.016958853229880333,
0.016660595312714577,
-0.023650366812944412,
-0.02093006670475006,
0.04253058508038521,
0.02927657589316368,
-0.026402024552226067,
0.04892697185277939,
0.07428353279829025,
-0.07942113280296326,
0.047109149396419525,
0.01375653687864542,
-0.08735049515962601,
-0.0452534444630146,
0.1097426488995552,
-0.014716947451233864,
0.05515013635158539,
0.01931927539408207,
0.04016570374369621,
0.0014711975818499923,
0.024318518117070198,
-0.06170528009533882,
0.03387022390961647,
0.032446056604385376,
-0.02731211669743061,
0.01132827065885067,
0.003157935570925474,
-0.02114093489944935,
-0.003770635463297367,
0.03366230055689812,
0.055387943983078,
-0.0037809533532708883,
-0.023347213864326477,
0.026739105582237244,
0.0068061030469834805,
0.013131034560501575,
0.03940056636929512,
0.021402623504400253,
0.04780520126223564,
-0.040424369275569916,
-0.031430840492248535,
-0.04181889072060585,
0.026959149166941643,
-0.049365583807229996,
-0.0015864549204707146,
0.01316986232995987,
-0.01260902639478445,
-0.04626798629760742,
-0.03681183606386185,
0.003217061748728156,
0.009212031029164791,
0.010222195647656918,
0.003908344078809023,
0.018920795992016792,
-0.05641729384660721,
-0.024185242131352425,
-0.037763867527246475,
-0.03833641856908798,
0.003626815276220441,
-0.016014602035284042,
0.04614584892988205,
0.027505997568368912,
0.05802211910486221,
-0.05685145780444145,
0.0030637921299785376,
-0.02493521198630333,
-0.03180297464132309,
0.025332143530249596,
-0.0039549763314425945,
-0.08929555118083954,
-0.03972167894244194,
0.040145158767700195,
-0.004964001011103392,
0.019254136830568314,
0.003000338329002261,
0.01484604086726904,
0.06833367049694061,
-0.03447045013308525,
0.03831139951944351,
0.0026161018759012222,
0.036551639437675476,
-0.06373991817235947,
-0.04751455411314964,
0.032921820878982544,
0.01975007727742195,
-0.033443301916122437,
-0.06461164355278015,
0.026397110894322395,
0.014680054970085621,
-0.036063991487026215,
0.04815231263637543,
-0.015299179591238499,
-0.010441315360367298,
-0.0307634137570858,
-0.016973117366433144,
-0.061083730310201645,
0.019211482256650925,
-0.006338642444461584,
0.09653007984161377,
-0.061739277094602585,
-0.020667634904384613,
0.008060547523200512,
0.019571229815483093,
0.005722605623304844,
-0.05823390930891037,
-0.00483901659026742,
0.023912519216537476,
-0.043169401586055756,
-0.014568773098289967,
-0.012236532755196095,
-0.05039602890610695,
0.015135407447814941,
-0.010379299521446228,
-0.004052451346069574,
-0.06664171814918518,
0.033944424241781235,
0.01847377046942711,
-0.07051613181829453,
0.00021940638544037938,
-0.009499767795205116,
-0.006811514031141996,
0.026016440242528915,
0.003739196341484785,
-0.012149874120950699,
-0.015989046543836594,
-0.00865236110985279,
-0.014111130498349667,
0.0076633840799331665,
0.004809398669749498,
-0.033289097249507904,
0.023862987756729126,
-0.0038684087339788675,
-0.008973957970738411,
0.011684001423418522,
0.01901613548398018,
-0.06552023440599442,
-0.00807176623493433,
-0.004513573832809925,
-0.06382442265748978,
-0.0007921361830085516,
0.012764220125973225,
-0.08408717811107635,
0.037719592452049255,
0.007716549094766378,
-0.025083085522055626,
-0.044657569378614426,
0.05031701177358627
] |
<p>I currently have data corresponding to how often a certain set of songs were downloaded. Each song has a release date, and then the number of downloads per day going forward to today. It would look like:</p>
<pre><code> Song1 Cumulative Sum of Song1
Release Date 5/7/2013 20 20
5/8/2013 40 60
5/9/2013 55 115
.................................
Song2 Cumulative Sum of Song2
Release Date 7/9/2013 13 13
7/10/2013 44 57
7/11/2013 92 149
.................................
</code></pre>
<p>I have about 500 songs total with data just like this. </p>
<p>I am curious to see if I can describe some sort of a "multiplier" effect for each song. What I mean by this is if the customers would be somehow influenced by how many downloads there currently are. Hence, if it is a positive influence, we should see more downloads each day as the cumulative sum gets larger. </p>
<p>Would there be a model seeing what "multiplier" effect the cumulative sum column has on the song downloads for a next day? I tried to think about something like a logit model, but it works only for a binary dependent variable and a standard linear regression seems too easy. Any ideas or advice would be GREATLY appreciated! Thanks!</p>
|
g73974
|
[
-0.0327967032790184,
-0.0008391509763896465,
-0.02496110089123249,
-0.0485672652721405,
-0.03252803534269333,
-0.06634459644556046,
0.08553347736597061,
0.007972344756126404,
-0.053752072155475616,
-0.04176778346300125,
-0.050895195454359055,
0.008158940821886063,
0.08478698134422302,
0.02718895487487316,
0.04700402170419693,
0.01408391073346138,
0.00012285984121263027,
0.026218943297863007,
0.037302546203136444,
-0.017979688942432404,
0.00015363559941761196,
0.0451292060315609,
-0.02294785901904106,
-0.03519215062260628,
-0.027561530470848083,
-0.018860304728150368,
0.0397106297314167,
0.061593133956193924,
-0.05075259506702423,
0.08412371575832367,
-0.03647372126579285,
0.03915852680802345,
-0.037096478044986725,
-0.0522407591342926,
-0.0738324224948883,
-0.0564349927008152,
0.02840290032327175,
0.006343944929540157,
-0.008129307068884373,
-0.01958157867193222,
0.007037017028778791,
0.02215282991528511,
0.01869964599609375,
0.04106319695711136,
-0.029642920941114426,
-0.06931187957525253,
-0.010565667413175106,
-0.01704026199877262,
0.029473882168531418,
-0.07375733554363251,
-0.019428079947829247,
0.011738454923033714,
-0.013441196642816067,
0.025978902354836464,
0.04631064087152481,
0.060194190591573715,
-0.01939055323600769,
-0.05864449590444565,
-0.03492557629942894,
0.038147203624248505,
0.04717500880360603,
-0.0015788712771609426,
-0.02187510021030903,
0.017616724595427513,
0.023507431149482727,
-0.0005141258588992059,
-0.01957891508936882,
0.0005676303408108652,
0.0570489764213562,
-0.010910232551395893,
0.013550461269915104,
0.04412270709872246,
0.015591113828122616,
-0.028456849977374077,
0.021023623645305634,
-0.021991875022649765,
-0.035050440579652786,
0.02262323908507824,
0.010940037667751312,
0.010523363947868347,
0.02966747060418129,
0.005796303506940603,
-0.016138488426804543,
0.01917000114917755,
-0.01553674228489399,
-0.02521582879126072,
0.0652415007352829,
0.013975647278130054,
-0.004115018993616104,
-0.013574136421084404,
0.009029857814311981,
0.002127180341631174,
-0.0013527926057577133,
0.025182407349348068,
-0.04413527250289917,
-0.03159605339169502,
-0.03945450857281685,
-0.002975757233798504,
0.00041302171302959323,
0.022328324615955353,
-0.023085838183760643,
0.050779279321432114,
0.004008708521723747,
-0.014803139492869377,
-0.021816767752170563,
-0.014896846376359463,
0.016247956082224846,
0.011431870050728321,
-0.03831295669078827,
0.000443434837507084,
0.02307271957397461,
-0.03561021015048027,
-0.005450312979519367,
-0.005071313586086035,
-0.032236915081739426,
-0.032017193734645844,
0.03640872612595558,
-0.011941876262426376,
-0.06721264868974686,
-0.027088355273008347,
-0.004427365027368069,
-0.04473993554711342,
0.034318115562200546,
0.011408873833715916,
-0.014575840905308723,
-0.046020183712244034,
-0.059877850115299225,
0.09247863292694092,
0.014380400069057941,
0.061471544206142426,
-0.0084510687738657,
-0.00801938958466053,
0.012905449606478214,
0.07561267167329788,
0.029137615114450455,
0.0165494903922081,
-0.02297501266002655,
0.06282272189855576,
-0.04077601805329323,
0.03856836259365082,
0.022766169160604477,
0.0010408953530713916,
0.01644986867904663,
0.04639185220003128,
-0.029374098405241966,
-0.005818542093038559,
-0.004227494355291128,
-0.015748415142297745,
-0.009966762736439705,
-0.019199810922145844,
0.021787889301776886,
0.0027338468935340643,
-0.010047517716884613,
0.0005258547607809305,
-0.03058723919093609,
0.012337680906057358,
-0.015780717134475708,
-0.01728956028819084,
-0.05705083906650543,
0.03494146466255188,
-0.024280047044157982,
-0.03716108575463295,
0.04231555014848709,
0.02724878117442131,
-0.029935816302895546,
0.011974439024925232,
0.00849839486181736,
-0.0058645219542086124,
-0.019599033519625664,
0.028275057673454285,
0.04054172709584236,
0.0028254585340619087,
-0.03840181976556778,
-0.0684020072221756,
0.06022653356194496,
0.03579775243997574,
0.0729866623878479,
-0.005188288167119026,
0.05243535339832306,
0.02402285486459732,
-0.05550350248813629,
-0.002761998912319541,
0.028361335396766663,
-0.029577840119600296,
0.006583571899682283,
-0.09338447451591492,
-0.026560386642813683,
0.0009881090372800827,
-0.041282158344984055,
0.005369745194911957,
0.023309651762247086,
0.021172218024730682,
0.036931321024894714,
0.006368631962686777,
-0.05888517200946808,
-0.04965488612651825,
0.038495004177093506,
-0.006529422476887703,
0.025672022253274918,
0.001480693113990128,
-0.006975245662033558,
0.07735133171081543,
0.04253650829195976,
0.008523927070200443,
-0.005641847383230925,
0.03042536973953247,
-0.0018291909946128726,
-0.017502006143331528,
-0.020990515127778053,
-0.006596734281629324,
-0.0031948075629770756,
-0.05848994106054306,
-0.019249772652983665,
0.07873506098985672,
0.022526726126670837,
-0.019659552723169327,
-0.021389687433838844,
0.04670059680938721,
0.056113045662641525,
0.03191239759325981,
-0.033579032868146896,
-0.035969510674476624,
0.052449457347393036,
0.026283152401447296,
-0.04431808367371559,
-0.002596049103885889,
0.06981122493743896,
-0.01100880652666092,
-0.010209483094513416,
0.01466956827789545,
-0.01004790049046278,
0.018811726942658424,
-0.042404595762491226,
-0.048688679933547974,
0.05054248869419098,
0.035899169743061066,
-0.00898443628102541,
0.03556912764906883,
-0.004447531420737505,
0.05788678303360939,
0.014926939271390438,
0.011322607286274433,
0.020293116569519043,
-0.002984291408210993,
0.006904489826411009,
-0.036539167165756226,
-0.033754680305719376,
0.020321743562817574,
-0.01804479770362377,
0.044423822313547134,
-0.03609617426991463,
0.032186415046453476,
-0.03370358794927597,
-0.024103254079818726,
0.05047747120261192,
-0.014186001382768154,
-0.009814979508519173,
0.015330499969422817,
-0.004885477013885975,
-0.016470350325107574,
-0.0043191867880523205,
0.03723445534706116,
0.006930203642696142,
0.012015028856694698,
0.060161665081977844,
-0.04703743755817413,
0.008542724885046482,
-0.04501507058739662,
-0.0024211739655584097,
0.07137561589479446,
0.0016261747805401683,
-0.01807936280965805,
0.01856754533946514,
0.034409523010253906,
0.01614261418581009,
0.029549142345786095,
-0.015755431726574898,
0.028011905029416084,
0.02794567123055458,
0.010697893798351288,
0.03785494714975357,
-0.011891992762684822,
-0.006932060234248638,
0.04352450743317604,
0.006737029645591974,
0.019509807229042053,
0.024732770398259163,
0.020380014553666115,
0.02649606019258499,
0.051844049245119095,
0.018919477239251137,
0.019302628934383392,
0.0030658277682960033,
-0.02310643531382084,
0.035071223974227905,
-0.054579515010118484,
-0.01389122474938631,
-0.01487325131893158,
0.017858298495411873,
-0.001655942527577281,
-0.06748311966657639,
0.019223934039473534,
0.04641653969883919,
-0.0053361812606453896,
-0.02718609943985939,
0.001419812673702836,
-0.050681330263614655,
0.042071133852005005,
0.05403536185622215,
-0.07281263917684555,
-0.056428588926792145,
-0.04065273329615593,
-0.006758383009582758,
-0.008417176082730293,
-0.028380535542964935,
-0.005598672199994326,
0.027784191071987152,
0.04646739363670349,
0.049533404409885406,
-0.029340770095586777,
0.05078549310564995,
-0.09282524138689041,
0.018063059076666832,
0.04719912260770798,
-0.042723722755908966,
-0.024333810433745384,
-0.046988531947135925,
0.031465496867895126,
-0.03089684620499611,
0.003573630703613162,
-0.025310581550002098,
0.020943956449627876,
0.013829212635755539,
-0.021621590480208397,
0.006198642309755087,
-0.02475973591208458,
0.011354402638971806,
-0.00612661661580205,
-0.004041969310492277,
0.09929516166448593,
-0.007451408542692661,
0.03300807625055313,
-0.016735436394810677,
-0.04689837619662285,
-0.044175345450639725,
0.017396865412592888,
0.007033676840364933,
0.059512022882699966,
-0.02203003130853176,
0.03955761715769768,
-0.001863794750533998,
-0.03783435374498367,
0.010936547070741653,
-0.027403712272644043,
0.04214823991060257,
0.043990906327962875,
-0.017898255959153175,
0.03401372581720352,
-0.00392395444214344,
-0.0031681801192462444,
0.01711350306868553,
-0.03449827805161476,
-0.008803672157227993,
0.06797844916582108,
-0.0023642713204026222,
0.028998197987675667,
0.047108106315135956,
0.07360072433948517,
0.019875384867191315,
-0.012718001380562782,
0.01528362836688757,
0.03074197843670845,
0.03432721272110939,
-0.02888583205640316,
0.001591618754900992,
-0.049881186336278915,
0.0031831911765038967,
-0.022342225536704063,
0.0214648749679327,
0.09173668175935745,
0.046021297574043274,
0.0030809605959802866,
0.030718768015503883,
0.036575332283973694,
0.011534776538610458,
-0.056013137102127075,
0.055538710206747055,
-0.01257333904504776,
0.037155527621507645,
-0.04259384796023369,
-0.007407262921333313,
-0.04271339252591133,
0.0013207788579165936,
0.02590695396065712,
-0.020106447860598564,
-0.043072957545518875,
0.021875157952308655,
0.011617178097367287,
-0.009151086211204529,
0.012157876044511795,
0.018528807908296585,
0.010694513097405434,
0.005823991727083921,
0.027319004759192467,
-0.0450911782681942,
0.06665685027837753,
0.022438425570726395,
-0.02932249754667282,
-0.028984157368540764,
-0.03398814797401428,
-0.0275721475481987,
-0.09193115681409836,
-0.04331568628549576,
-0.0222348403185606,
0.003936109598726034,
0.011472166515886784,
0.10618656873703003,
0.004028617404401302,
0.01667315699160099,
0.043499983847141266,
0.0743803009390831,
0.018537042662501335,
-0.05839835852384567,
-0.00911461841315031,
-0.010138965211808681,
0.0206195916980505,
0.030438775196671486,
0.00589898182079196,
-0.023961352184414864,
-0.0651392862200737,
0.004200525116175413,
0.05736377462744713,
-0.014942873269319534,
0.032592639327049255,
-0.029826970770955086,
0.012305074371397495,
0.01395981851965189,
-0.024181075394153595,
-0.03683120012283325,
-0.049373116344213486,
-0.019754022359848022,
-0.03900380805134773,
-0.004701508209109306,
0.006649330724030733,
-0.009235159493982792,
0.09785003960132599,
-0.0215875506401062,
-0.04687131196260452,
0.02260003238916397,
-0.00330902892164886,
-0.025160357356071472,
0.007450120523571968,
-0.014908650889992714,
-0.03639741986989975,
0.009954500012099743,
-0.002262368332594633,
0.020250454545021057,
0.013891303911805153,
0.05329974368214607,
0.07185348123311996,
-0.0022753465455025434,
-0.00972400140017271,
-0.021262815222144127,
-0.005107182078063488,
-0.07416637986898422,
-0.03850880637764931,
0.0015069077489897609,
-0.0193351898342371,
0.020449068397283554,
0.026793383061885834,
-0.017591921612620354,
0.02349083684384823,
0.022494012489914894,
0.02791878953576088,
-0.02159378118813038,
-0.011334693059325218,
-0.044147517532110214,
-0.0021398260723799467,
0.04391545429825783,
0.007291974034160376,
-0.014022520743310452,
-0.01480613462626934,
-0.01573474146425724,
-0.02167348563671112,
-0.016752013936638832,
-0.006034952588379383,
0.0212981216609478,
-0.03078552335500717,
-0.014889136888086796,
-0.026600128039717674,
0.016112620010972023,
-0.024709107354283333,
0.08312688767910004,
0.03344368189573288,
-0.05242719501256943,
-0.019082868471741676,
-0.030333222821354866,
0.005734261590987444,
-0.0140797458589077,
-0.0690060555934906,
0.013026950880885124,
0.0459432527422905,
0.04410604387521744,
-0.011531339958310127,
-0.010635005310177803,
0.004203273449093103,
0.060400594025850296,
-0.022186504676938057,
-0.012083749286830425,
0.025194019079208374,
-0.0964772030711174,
0.032810844480991364,
-0.0007108627469278872,
0.01267574355006218,
-0.02659609168767929,
-0.02076527290046215,
-0.05473446100950241,
0.021437741816043854,
-0.0035231064539402723,
-0.0009944732300937176,
0.061857670545578,
-0.02599763497710228,
0.026958951726555824,
0.042281683534383774,
0.0426592081785202,
-0.0685926079750061,
-0.043492838740348816,
-0.012311939150094986,
0.01902608573436737,
-0.050006695091724396,
0.009133023209869862,
0.025684326887130737,
-0.040757909417152405,
-0.028188716620206833,
-0.01584167778491974,
0.007226838730275631,
0.009047340601682663,
0.02693345583975315,
-0.0011280413018539548,
-0.0316401869058609,
-0.06496259570121765,
-0.007722183130681515,
0.05915531516075134,
-0.06822174042463303,
0.028406377881765366,
-0.08822789788246155,
-0.037458863109350204,
-0.005366903729736805,
0.004044055473059416,
-0.07972583919763565,
0.04943729192018509,
0.03340678662061691,
0.03143893554806709,
0.011642827652394772,
0.010607889853417873,
0.03256130591034889,
-0.0160470362752676,
0.02210373431444168,
-0.001845437684096396,
0.03928723558783531,
0.019076885655522346,
0.015879081562161446,
0.0629555732011795,
0.01846436969935894,
0.027454599738121033,
0.005049082916229963,
-0.023585939779877663,
0.006811330560594797,
0.05605805665254593,
0.06165354326367378,
0.04515380784869194,
0.020135045051574707,
0.0341813825070858,
0.003772589610889554,
-0.05945510044693947,
0.012916063889861107,
0.012530699372291565,
-0.0591626800596714,
-0.014132085256278515,
0.01384197361767292,
0.02382013574242592,
-0.06229189783334732,
0.03796174004673958,
0.07543180882930756,
-0.02573329024016857,
0.032746631652116776,
-0.027722710743546486,
0.06699123233556747,
-0.06815969198942184,
-0.02959665097296238,
-0.04604345187544823,
0.04198267310857773,
0.025339491665363312,
-0.05443866550922394,
0.03392212092876434,
-0.03245195001363754,
-0.010273952037096024,
-0.03133176267147064,
0.04884439706802368,
-0.07440240681171417,
0.050461217761039734,
0.038001082837581635,
0.05271949619054794,
-0.025611769407987595,
0.0031978972256183624,
-0.05856907740235329,
-0.08485652506351471,
-0.017738623544573784,
-0.010243549942970276,
-0.015286806970834732,
-0.010438971221446991,
0.007084621582180262,
0.0781320333480835,
0.05283122882246971,
0.01706991158425808,
-0.020512208342552185,
-0.01788431406021118,
0.015450081788003445,
-0.013738026842474937,
0.0009307779255323112,
-0.01621442288160324,
0.0292781051248312,
0.004099661950021982,
-0.04437198489904404,
0.0778803899884224,
0.02463642880320549,
-0.003403423121199012,
-0.042086753994226456,
-0.0001325146877206862,
0.017985686659812927,
-0.00746034225448966,
0.01728273183107376,
-0.0018680957145988941,
0.025873282924294472,
-0.054151974618434906,
0.056730397045612335,
0.017607811838388443,
0.030830198898911476,
-0.032082006335258484,
0.036112766712903976,
0.014170716516673565,
-0.02114228717982769,
-0.007441271096467972,
-0.011482368223369122,
0.03343990445137024,
-0.01903790794312954,
0.07458552718162537,
-0.003003721358254552,
0.03607521951198578,
-0.02683243714272976,
-0.027087371796369553,
-0.028215942904353142,
0.05214095860719681,
0.06898222863674164,
0.033704936504364014,
0.01763918623328209,
0.04229549691081047,
0.014160810969769955,
0.01029192190617323,
0.05939905345439911,
-0.06030678749084473,
-0.051388878375291824,
-0.031889911741018295,
0.029496880248188972,
-0.023835325613617897,
0.06235858052968979,
0.030831705778837204,
-0.03198402002453804,
0.034458741545677185,
-0.047064658254384995,
0.0004045514506287873,
-0.015596406534314156,
-0.015235702507197857,
0.0422661267220974,
-0.020621223375201225,
-0.014684481546282768,
-0.04712742567062378,
-0.055927127599716187,
-0.10280027985572815,
0.019389959052205086,
0.020426487550139427,
-0.009233572520315647,
-0.0008998085395433009,
-0.024880889803171158,
-0.017704779282212257,
0.05776475369930267,
-0.060731254518032074,
0.01503697969019413,
0.01167618203908205,
-0.06959713250398636,
-0.0677507296204567,
-0.052806515246629715,
-0.03510824590921402,
-0.017549661919474602,
-0.02282598428428173,
0.024360602721571922,
-0.018658287823200226,
0.010622690431773663,
-0.024814793840050697,
0.1090080663561821,
0.01104738935828209,
0.03258245810866356,
-0.0008429776644334197,
-0.05993666499853134,
0.01135669182986021,
-0.03795287385582924,
-0.026211697608232498,
-0.047883208841085434,
-0.003938138950616121,
-0.05622699111700058,
-0.05514715611934662,
-0.02407221682369709,
-0.0477551706135273,
0.04961598664522171,
0.010337432846426964,
-0.02309521473944187,
0.0040369536727666855,
0.009343772195279598,
-0.06391768157482147,
0.03241255134344101,
-0.07137142866849899,
-0.005004838574677706,
-0.011293269693851471,
-0.0270844716578722,
0.013530598022043705,
-0.039739225059747696,
-0.07792659103870392,
0.02410387434065342,
0.013031813316047192,
0.034561146050691605,
0.020974211394786835,
-0.04216856136918068,
-0.06293188780546188,
0.009519927203655243,
0.039613205939531326,
0.01325429417192936,
-0.022363493219017982,
0.04684877768158913,
-0.031043410301208496,
-0.015410170890390873,
-0.06807313859462738,
-0.025478137657046318,
-0.006349870003759861,
0.010537796653807163,
-0.03740920126438141,
0.03152066469192505,
-0.017438823357224464,
0.046923715621232986,
-0.016961609944701195,
-0.05599931627511978,
-0.0242755226790905,
-0.06140611320734024,
0.04462464153766632,
0.02778317965567112,
-0.04047128185629845,
-0.00040120823541656137,
-0.04183069244027138,
0.009025686420500278,
-0.008423138409852982,
-0.022905368357896805,
-0.052448928356170654,
0.017046397551894188,
-0.05771518498659134,
0.007435665000230074,
-0.01964210718870163,
0.00860615074634552,
0.013665293343365192,
0.022634971886873245
] |
<p>I have tried asking this on another forum, but after 4 months there are no posted answers, so I am asking it here:</p>
<p>What is the current state of the art approach for determining the pose of a person (including close poses like a head shot, and hand shot, etc...), and for segmenting the person from the background?</p>
<p>The setting here is single still images.</p>
|
g38171
|
[
0.021731026470661163,
-0.05467735230922699,
-0.007371922023594379,
0.028056586161255836,
-0.07886561006307602,
0.008116219192743301,
0.08940120041370392,
0.027821891009807587,
-0.033959463238716125,
-0.005742842331528664,
0.02350584976375103,
-0.0650239810347557,
0.01460143644362688,
0.006601237691938877,
0.026336753740906715,
-0.03429810702800751,
0.011284668929874897,
-0.08129743486642838,
0.027458129450678825,
0.027647925540804863,
0.04331301897764206,
0.018957525491714478,
0.019076529890298843,
0.0016892923740670085,
-0.052393391728401184,
-0.03831617534160614,
-0.015568618662655354,
0.04340865835547447,
0.027955641970038414,
-0.0379534550011158,
0.005977774504572153,
-0.012117098085582256,
0.03834192082285881,
0.012138036079704762,
0.059170663356781006,
-0.0047013708390295506,
0.035910554230213165,
-0.007417771499603987,
-0.017597444355487823,
-0.001415663631632924,
0.03946485370397568,
-0.036381591111421585,
-0.03250199928879738,
-0.0075057800859212875,
-0.01281016692519188,
0.006808861158788204,
-0.002032060408964753,
-0.006304108537733555,
0.027959559112787247,
0.043432511389255524,
-0.035896528512239456,
0.028024405241012573,
-0.025804808363318443,
-0.0197402685880661,
0.017093822360038757,
0.004559494089335203,
0.03886380419135094,
0.06328001618385315,
0.01652822643518448,
-0.053902767598629,
-0.026161067187786102,
0.031647469848394394,
-0.008150411769747734,
-0.023708395659923553,
0.020315594971179962,
0.02158086560666561,
-0.05777834728360176,
0.003335826098918915,
0.027173306792974472,
0.0040177516639232635,
-0.0410347655415535,
0.0016376563580706716,
0.024854471907019615,
0.08080879598855972,
-0.05509819835424423,
-0.048205677419900894,
-0.046597544103860855,
-0.048922352492809296,
0.009530634619295597,
0.027267221361398697,
0.031814247369766235,
-0.00206680316478014,
0.02426394261419773,
-0.003619676223024726,
0.08548570424318314,
-0.028423424810171127,
-0.00943914707750082,
0.041339002549648285,
-0.02600766532123089,
0.011262372136116028,
-0.014034649357199669,
0.05372478812932968,
0.07806012779474258,
-0.024653634056448936,
0.0070148976519703865,
0.0077892690896987915,
-0.05639457330107689,
0.04714907333254814,
0.03436414897441864,
0.004145367071032524,
-0.013378367759287357,
0.06569746136665344,
-0.02148788422346115,
-0.035431474447250366,
-0.03644777834415436,
0.026090187951922417,
0.03004392981529236,
0.058815017342567444,
0.00023224343021865934,
-0.048372864723205566,
-0.013587020337581635,
-0.01987765170633793,
-0.019538966938853264,
0.06332097947597504,
-0.09159255027770996,
-0.0007425236399285495,
0.04935820400714874,
0.04400847107172012,
0.02908688224852085,
-0.004209172446280718,
-0.002846843097358942,
-0.011550742201507092,
0.01845109649002552,
0.00041688140481710434,
-0.046766676008701324,
-0.032609641551971436,
-0.05408155173063278,
-0.02138977311551571,
0.0030210616532713175,
0.03276344761252403,
0.04382224753499031,
0.008429803885519505,
0.06286749988794327,
-0.0004783741314895451,
0.0038773969281464815,
0.030907005071640015,
-0.03490068018436432,
-0.03819768875837326,
0.004506992641836405,
-0.014232903718948364,
0.02078794315457344,
0.06904013454914093,
-0.020765438675880432,
-0.02642485871911049,
-0.004501236602663994,
0.0035047726705670357,
-0.006657144520431757,
0.003916551358997822,
0.06645391136407852,
0.04654495045542717,
0.044879913330078125,
0.06194973364472389,
0.015005906112492085,
0.03168569505214691,
0.03043939732015133,
-0.013714621774852276,
-0.008466241881251335,
0.013373808935284615,
-0.018670428544282913,
-0.030047543346881866,
0.043307628482580185,
-0.03230917081236839,
0.018753059208393097,
-0.05003626272082329,
0.002113990718498826,
-0.048382315784692764,
-0.05185159295797348,
-0.024782856926321983,
-0.007496288977563381,
-0.01820847950875759,
-0.012409772723913193,
0.003190173301845789,
-0.034461621195077896,
0.022518562152981758,
0.05228841304779053,
0.007260644808411598,
0.03585336357355118,
-0.05883941426873207,
0.044095687568187714,
0.01450331136584282,
0.01102498359978199,
0.01953168585896492,
0.013400795869529247,
-0.021298345178365707,
0.0011942570563405752,
-0.054006271064281464,
-0.011696407571434975,
-0.03970812261104584,
0.015676749870181084,
-0.033362530171871185,
0.010812251828610897,
-0.054271262139081955,
-0.00027536667766980827,
-0.02532922476530075,
-0.032626401633024216,
-0.0045860460959374905,
0.08369073271751404,
-0.033288296312093735,
-0.02515704371035099,
0.03667234629392624,
-0.03548549860715866,
0.03259951248764992,
0.00947547983378172,
0.11474841088056564,
-0.012659672647714615,
0.03836541250348091,
0.054249219596385956,
-0.0184909887611866,
-0.028784694150090218,
-0.012315759435296059,
-0.06496206670999527,
0.023833926767110825,
0.0035029060672968626,
-0.02379133366048336,
-0.0036580616142600775,
0.10078121721744537,
-0.016833407804369926,
-0.02202264964580536,
0.01940222457051277,
-0.001788415713235736,
0.037434324622154236,
0.03369460254907608,
-0.05248427763581276,
0.025912189856171608,
0.029239194467663765,
0.025769822299480438,
-0.022947115823626518,
0.0506812259554863,
0.00810331106185913,
0.03699596971273422,
-0.040100015699863434,
0.023820964619517326,
-0.01928957737982273,
-0.00996119063347578,
0.04844987392425537,
-0.004830256570130587,
0.03392871096730232,
0.04217793419957161,
-0.058671604841947556,
-0.029504714533686638,
-0.0003902360040228814,
-0.046725716441869736,
-0.024996452033519745,
-0.013812494464218616,
0.015227964147925377,
0.022366182878613472,
0.034277476370334625,
-0.0013528965646401048,
0.007467550691217184,
0.04343532770872116,
-0.06450115889310837,
-0.02702808380126953,
-0.037035129964351654,
-0.04435840621590614,
-0.04357496276497841,
-0.04356374591588974,
0.009175430983304977,
0.07611512392759323,
-0.04957081377506256,
0.019056914374232292,
-0.007816895842552185,
-0.001728392788209021,
-0.04331074655056,
0.01749608665704727,
0.044731806963682175,
-0.010165197774767876,
-0.0017370012355968356,
0.017520662397146225,
0.019921381026506424,
-0.010737575590610504,
0.03650771826505661,
0.026092655956745148,
-0.040270086377859116,
0.03852305933833122,
-0.003960952162742615,
-0.002625431399792433,
0.05918807163834572,
-0.020742060616612434,
0.012205242179334164,
0.03103969618678093,
0.07373877614736557,
0.003829192603006959,
0.00784673634916544,
-0.03272949904203415,
0.02366001158952713,
0.010879208333790302,
0.01495782658457756,
-0.005544171668589115,
0.017229828983545303,
-0.018437260761857033,
0.04289480298757553,
-0.05761105567216873,
0.03767010197043419,
-0.017811961472034454,
-0.01818159781396389,
0.019277330487966537,
0.03499152138829231,
-0.027192411944270134,
0.029963823035359383,
0.004085206426680088,
-0.036997437477111816,
-0.06157688423991203,
0.06687221676111221,
-0.011050141416490078,
0.06294424086809158,
-0.039717040956020355,
-0.03988950699567795,
-0.037962909787893295,
-0.030475618317723274,
0.008772321976721287,
-0.05011029541492462,
-0.009004284627735615,
0.011027215979993343,
0.030486416071653366,
0.030725708231329918,
-0.03906511142849922,
-0.0303798820823431,
-0.011275758035480976,
-0.06349005550146103,
0.00832718051970005,
0.05086027830839157,
0.05613529309630394,
0.005921759642660618,
0.031539443880319595,
0.009892663918435574,
0.021507659927010536,
-0.010871253907680511,
0.040494587272405624,
-0.060863297432661057,
0.018835362046957016,
0.05936175584793091,
-0.0016694455407559872,
-0.03523304685950279,
-0.016878735274076462,
0.05031256377696991,
-0.015916097909212112,
-0.0017679466400295496,
-0.04319700598716736,
0.07153675705194473,
-0.010329876095056534,
0.038104426115751266,
0.0113960150629282,
0.004140316974371672,
-0.007046055980026722,
0.04626403748989105,
-0.03403730317950249,
0.03979925811290741,
-0.07165064662694931,
0.009432399645447731,
-0.06154278293251991,
-0.013711446896195412,
0.09958402812480927,
-0.06721580028533936,
-0.028558025136590004,
-0.010759448632597923,
-0.017148425802588463,
-0.10290112346410751,
0.020903797820210457,
-0.06485122442245483,
0.02056398056447506,
0.021215330809354782,
-0.025785285979509354,
0.028583960607647896,
-0.03045942634344101,
0.060015395283699036,
-0.09838253259658813,
0.011819873005151749,
0.01451045647263527,
0.008007542230188847,
-0.0475575216114521,
0.009680076502263546,
-0.03358888626098633,
0.0007839191821403801,
-0.06447993218898773,
-0.05687027424573898,
0.02040562592446804,
0.008203868754208088,
0.03189511597156525,
0.005382219795137644,
0.01735442504286766,
-0.03692265972495079,
-0.01699014939367771,
-0.030099710449576378,
0.034028906375169754,
-0.017591970041394234,
0.04039641097187996,
-0.010327833704650402,
-0.002084615407511592,
0.0506729818880558,
-0.030643224716186523,
-0.017485151067376137,
-0.06475583463907242,
-0.05892781540751457,
0.00839056633412838,
0.016334325075149536,
0.010333351790904999,
-0.009988845326006413,
0.013656712137162685,
0.013575703836977482,
0.04504390060901642,
0.00009473899262957275,
-0.033230312168598175,
-0.010600089095532894,
0.04765619337558746,
0.0003346018202137202,
0.002056152792647481,
-0.0757698342204094,
-0.020323874428868294,
0.056444231420755386,
0.02411828748881817,
-0.028078757226467133,
0.05422326922416687,
-0.02438674122095108,
-0.02133435569703579,
0.061073727905750275,
0.000316587247652933,
0.04782531037926674,
-0.0012494947295635939,
-0.0005508946487680078,
-0.003232415998354554,
-0.018715284764766693,
0.04493675008416176,
-0.07537451386451721,
-0.03409670293331146,
0.00561654893681407,
0.04010205715894699,
-0.004128209315240383,
-0.005651353392750025,
0.05699076130986214,
0.03157299384474754,
0.04557781666517258,
-0.016260625794529915,
0.05828571692109108,
0.018704285845160484,
-0.023356877267360687,
-0.013726592995226383,
-0.04533132538199425,
-0.02754160389304161,
0.007341692224144936,
-0.03644827753305435,
-0.011322801001369953,
-0.027063585817813873,
0.0378078892827034,
-0.006552553735673428,
-0.022933999076485634,
0.03340842202305794,
-0.04007275402545929,
-0.03744605928659439,
0.01329331286251545,
-0.02963237836956978,
-0.014497858472168446,
-0.008548588491976261,
-0.025923531502485275,
0.004532413091510534,
-0.04166555032134056,
-0.04773340001702309,
0.04382771998643875,
-0.051329534500837326,
0.008466565050184727,
0.03191067650914192,
0.014358368702232838,
0.008714654482901096,
0.023975493386387825,
-0.0006257102359086275,
-0.013882273808121681,
-0.0019781209994107485,
-0.0888616293668747,
0.027414383366703987,
0.0005486456211656332,
-0.02334899641573429,
-0.055475614964962006,
0.0035229013301432133,
0.08496307581663132,
-0.009004934690892696,
-0.05140127241611481,
-0.04314468055963516,
0.03606678545475006,
-0.04038084298372269,
0.05432543531060219,
0.04524640366435051,
-0.0300054419785738,
-0.002217061584815383,
-0.008823152631521225,
-0.011712451465427876,
0.008897102437913418,
0.02103547379374504,
-0.01870054565370083,
0.013927758671343327,
0.00765607925131917,
0.04423922300338745,
0.019451815634965897,
0.03895123302936554,
0.028340749442577362,
-0.04549786448478699,
0.0513562373816967,
-0.020035086199641228,
0.009104516357183456,
0.045492932200431824,
0.018511228263378143,
0.03606947883963585,
-0.013578465208411217,
-0.008405158296227455,
0.03345624729990959,
-0.04378504678606987,
-0.0169582087546587,
0.017487533390522003,
0.023341024294495583,
-0.06293836981058121,
0.035765014588832855,
0.03045504353940487,
-0.009866821579635143,
0.0601482130587101,
-0.019301394000649452,
-0.025604942813515663,
-0.05766002833843231,
0.01556895487010479,
0.013990955427289009,
0.008624737150967121,
-0.02818560227751732,
-0.05085481330752373,
0.0506829135119915,
0.004875300917774439,
-0.02684074081480503,
0.0515659861266613,
0.030852947384119034,
-0.06722137331962585,
-0.002549735363572836,
-0.004839437548071146,
-0.017538592219352722,
0.013434297405183315,
-0.006634604185819626,
0.016502806916832924,
-0.029837504029273987,
-0.00420125899836421,
-0.008410964161157608,
-0.03436713293194771,
-0.06420885771512985,
0.02394932322204113,
-0.00846121832728386,
-0.04710463061928749,
0.02022874727845192,
-0.004682108759880066,
-0.015422219410538673,
0.037365324795246124,
-0.010620038025081158,
-0.03776669502258301,
0.05896328389644623,
0.047943416982889175,
-0.03068920224905014,
-0.04372984170913696,
-0.029049212113022804,
0.06421518325805664,
-0.04491431266069412,
0.01904407888650894,
-0.018889322876930237,
-0.055641233921051025,
-0.0617205910384655,
-0.015092393383383751,
-0.01806914247572422,
0.0029173982329666615,
0.04304515942931175,
-0.047895245254039764,
-0.01959187351167202,
0.0020737394224852324,
-0.02329215034842491,
-0.0015982803888618946,
-0.011251093819737434,
-0.0017147843027487397,
-0.009622196666896343,
-0.028233511373400688,
-0.006704098545014858,
-0.09444539994001389,
0.05475585535168648,
0.01567622274160385,
-0.030619487166404724,
0.036015067249536514,
-0.00942019559442997,
0.042968157678842545,
-0.040641192346811295,
0.030602341517806053,
0.0016975289909169078,
-0.011950434185564518,
0.037522777915000916,
-0.03143087401986122,
0.019207872450351715,
0.07965894788503647,
-0.03935787454247475,
-0.039026252925395966,
-0.010272357612848282,
0.09451260417699814,
0.03801867738366127,
-0.009160122834146023,
-0.06196890026330948,
-0.06586424261331558,
0.022013990208506584,
-0.030334899201989174,
0.029485825449228287,
0.00908587034791708,
-0.06751660257577896,
0.05436005815863609,
-0.03575568273663521,
-0.0020276398863643408,
0.015863902866840363,
-0.03092971444129944,
0.006695322692394257,
0.055505722761154175,
0.02891310676932335,
0.00037499397876672447,
0.026052609086036682,
-0.051173388957977295,
-0.015453856438398361,
0.017039289698004723,
-0.02902890183031559,
0.048633117228746414,
0.04833553731441498,
-0.03288561478257179,
0.002507344353944063,
0.016985580325126648,
-0.05395998805761337,
0.008156338706612587,
-0.002050540177151561,
-0.044399138540029526,
-0.010884158313274384,
0.0067083584144711494,
-0.0157824344933033,
0.07719340175390244,
-0.02579021081328392,
0.058268360793590546,
0.012318121269345284,
0.023720640689134598,
0.04664679989218712,
-0.026266755536198616,
0.01677597127854824,
0.037480443716049194,
-0.06602928042411804,
0.008582637645304203,
-0.006836777087301016,
0.023075515404343605,
-0.003994967322796583,
0.03908870741724968,
0.02795533649623394,
0.008388401940464973,
0.03883058950304985,
-0.015607265755534172,
-0.033823270350694656,
-0.044236935675144196,
-0.014968810603022575,
0.046844419091939926,
-0.0038210300263017416,
-0.04553959146142006,
0.02908194251358509,
0.015500388108193874,
0.05416364222764969,
0.010910281911492348,
0.0014884392730891705,
0.0947306901216507,
-0.008403616957366467,
-0.10284610092639923,
0.006451030261814594,
-0.07849297672510147,
0.010543771088123322,
0.018701741471886635,
-0.039036281406879425,
-0.06829206645488739,
-0.05510583147406578,
-0.009967341087758541,
-0.002570217242464423,
0.01541548129171133,
-0.000745405035559088,
0.021067660301923752,
0.0066960640251636505,
-0.024683276191353798,
0.034213632345199585,
0.013325816951692104,
0.05697881430387497,
0.01836373284459114,
0.0014578894479200244,
0.04557305574417114,
-0.02430667355656624,
-0.036959946155548096,
-0.00929105281829834,
0.08814526349306107,
-0.017244374379515648,
0.0003761028638109565,
-0.014194528572261333,
0.025475207716226578,
-0.03840681537985802,
-0.0243383776396513,
0.0008195179398171604,
-0.001547370571643114,
0.017326319590210915,
0.027941318228840828,
-0.05867170915007591,
-0.03209337592124939,
0.011325138621032238,
0.004065125249326229,
0.0024144507478922606,
0.03940274566411972,
0.02977880835533142,
0.029198795557022095,
-0.024398986250162125,
-0.07046932727098465,
0.02508975751698017,
0.05671720951795578,
-0.01415921188890934,
-0.10646279901266098,
-0.08549673110246658,
-0.017734713852405548,
0.10669591277837753,
0.02238236553966999,
-0.0371103435754776,
0.015086903236806393,
-0.008883463218808174,
-0.04949070140719414,
-0.01431855745613575,
0.01334589347243309,
-0.06230855733156204,
0.07156135141849518,
0.025229165330529213,
0.006984799634665251,
-0.018456514924764633,
-0.016574615612626076,
0.0071422029286623,
0.026821156963706017,
-0.04091653972864151,
-0.028001634404063225,
0.026317672803997993,
0.00047872457071207464,
0.0029804143123328686,
-0.01580028608441353,
-0.006925288587808609,
-0.025158725678920746,
0.007440822198987007,
-0.020548302680253983,
-0.004846975207328796,
0.03129356727004051,
0.012236373499035835,
-0.08045030385255814,
0.0057960632257163525,
0.00805295817553997,
0.0044448222033679485,
-0.011045174673199654,
0.007839672267436981,
-0.04124349355697632,
0.04746578261256218,
-0.008215422742068768,
0.006394782103598118,
0.03166484087705612,
-0.010130398906767368,
0.0259050615131855,
-0.04293350130319595,
0.036805909126996994,
-0.008412237279117107,
-0.0351705364882946,
-0.017663907259702682,
-0.007269369438290596,
-0.007485411129891872,
-0.04425685480237007,
0.04994240403175354,
0.03849731758236885,
-0.03828920051455498,
-0.013527683913707733,
0.0543721504509449,
0.02345624752342701,
0.029803842306137085,
-0.01268431544303894,
0.0009571898262947798,
-0.03294624015688896
] |
<p>I have a control condition <strong>A</strong> and several other conditions (<strong>B</strong>, <strong>C</strong>, <strong>D</strong>, etc.) against which I want to test <strong>A</strong> for differences (i.e. <strong>A</strong> vs <strong>B</strong>, <strong>A</strong> vs <strong>C</strong>, <strong>A</strong> vs <strong>D</strong>, etc.).</p>
<p>Is it correct to run:</p>
<blockquote>
<p>ttest(<strong>A</strong>, <strong>B</strong>);</p>
<p>ttest(<strong>A</strong>, <strong>C</strong>);</p>
<p>ttest(<strong>A</strong>, <strong>D</strong>);</p>
</blockquote>
<p>and treat them separetely?</p>
<p>Thank you very much.</p>
|
g48224
|
[
0.005705096293240786,
-0.028344329446554184,
0.011236394755542278,
-0.060685619711875916,
0.030235111713409424,
-0.07846176624298096,
-0.009090876206755638,
0.017939070239663124,
-0.01671328768134117,
0.003948176745325327,
0.027189671993255615,
0.009855722077190876,
0.026847077533602715,
0.023820670321583748,
-0.0036908371839672327,
-0.04383745789527893,
0.0735865905880928,
-0.024736342951655388,
0.030681634321808815,
0.004034470766782761,
-0.006856753956526518,
0.06801647692918777,
-0.03259836882352829,
-0.013004017993807793,
0.0335119254887104,
-0.046723656356334686,
-0.03696783632040024,
-0.019428256899118423,
-0.09446801245212555,
-0.008024641312658787,
0.011728726327419281,
-0.0016641016118228436,
0.06016235426068306,
-0.04625962674617767,
-0.0034186565317213535,
-0.021858133375644684,
0.071141317486763,
0.05150401219725609,
-0.03936106339097023,
-0.01781097985804081,
0.023382803425192833,
0.05508635565638542,
-0.004948165267705917,
0.0015999618917703629,
0.01664726436138153,
-0.030662674456834793,
-0.03757494315505028,
0.022331003099679947,
0.007669124286621809,
-0.0016681961715221405,
-0.007086708210408688,
-0.011751088313758373,
0.0037554835435003042,
-0.03429267928004265,
0.02874334715306759,
-0.02995144948363304,
-0.037886347621679306,
0.03323482722043991,
-0.02276003360748291,
-0.046450287103652954,
-0.019082453101873398,
-0.04421457275748253,
-0.019610263407230377,
-0.03076583333313465,
0.03740767762064934,
0.02667423151433468,
-0.03804263845086098,
0.01333695836365223,
-0.016206903383135796,
-0.002781019313260913,
0.0023922768887132406,
-0.039541032165288925,
0.018253598362207413,
-0.03301040828227997,
-0.006350307259708643,
-0.04437137395143509,
-0.052987564355134964,
-0.011427558958530426,
-0.009222564287483692,
0.0503583662211895,
-0.017993273213505745,
-0.022357497364282608,
0.03913479298353195,
0.0172150656580925,
-0.023922277614474297,
0.027162346988916397,
0.0002634522970765829,
-0.029828453436493874,
-0.018944887444376945,
0.093651182949543,
0.04031071439385414,
-0.02968636341392994,
0.040357835590839386,
0.0672513097524643,
-0.023947972804307938,
0.03934819996356964,
-0.024294136092066765,
0.010950387455523014,
0.0019685826264321804,
0.03486590087413788,
0.0011453831102699041,
0.04574331268668175,
-0.0026770257391035557,
-0.07276909798383713,
-0.06435218453407288,
-0.04039912670850754,
0.058380674570798874,
0.034003932029008865,
-0.03132113069295883,
-0.05393080785870552,
-0.0032301642931997776,
0.004760135896503925,
-0.07677547633647919,
-0.014398380182683468,
-0.08058013767004013,
0.012195277959108353,
0.021725064143538475,
-0.012206488288939,
-0.06175573542714119,
-0.06186902895569801,
-0.018754027783870697,
0.018856078386306763,
0.010228708386421204,
0.038484301418066025,
0.021424243226647377,
-0.0000650143701932393,
0.02275398187339306,
0.03846239298582077,
0.049244701862335205,
-0.010779616422951221,
0.025160828605294228,
0.04797957465052605,
0.00014222085883375257,
-0.015920408070087433,
-0.047500066459178925,
0.03623396158218384,
0.05814654007554054,
0.015423526056110859,
-0.04849955067038536,
-0.061900246888399124,
-0.030654216185212135,
0.020787851884961128,
-0.038608141243457794,
0.017140844836831093,
-0.011437100358307362,
-0.026093490421772003,
-0.018450815230607986,
-0.009909274987876415,
-0.0034916456788778305,
0.006774351000785828,
0.015771228820085526,
0.0265121478587389,
-0.010407129302620888,
0.04148951172828674,
0.004296396858990192,
0.04823048785328865,
0.007946673780679703,
0.005308161955326796,
-0.002147709485143423,
0.0531671904027462,
-0.04791877791285515,
0.002619706094264984,
0.011143915355205536,
0.0020877227652817965,
-0.03420604392886162,
0.04009777307510376,
-0.014540624804794788,
0.05642515793442726,
0.0465993769466877,
-0.028717800974845886,
-0.027113649994134903,
-0.020570605993270874,
0.016564207151532173,
0.016217641532421112,
0.06023291125893593,
0.07609724998474121,
0.053735245019197464,
-0.059407345950603485,
0.014721953310072422,
0.038498006761074066,
-0.026615576818585396,
0.02174631506204605,
0.0193193256855011,
0.017718929797410965,
-0.03953992947936058,
0.0013620683457702398,
-0.04691538214683533,
-0.0673997700214386,
-0.06680436432361603,
-0.009680439718067646,
-0.06185068562626839,
-0.048077479004859924,
0.00087456387700513,
0.026069968938827515,
-0.03356732800602913,
-0.03917221352458,
-0.03198190778493881,
-0.03946046531200409,
-0.024910181760787964,
-0.02129090577363968,
0.007218807004392147,
0.03587573394179344,
0.006714422721415758,
0.04610579088330269,
-0.06328170746564865,
-0.007670539431273937,
-0.023414652794599533,
0.04640898108482361,
0.007618452422320843,
0.0014300933107733727,
0.07753074169158936,
0.021054837852716446,
-0.020943833515048027,
0.05285029858350754,
-0.052342601120471954,
-0.04114965721964836,
0.03782616928219795,
0.033361248672008514,
-0.03131860867142677,
0.005790723487734795,
-0.041092704981565475,
-0.024783192202448845,
0.007552392315119505,
-0.03783412277698517,
-0.038364309817552567,
-0.004053828306496143,
0.01142786629498005,
0.06258182972669601,
0.02538023516535759,
-0.01878397911787033,
0.0034066555090248585,
-0.07955247908830643,
0.0008605705224908888,
-0.06997887790203094,
0.06163537874817848,
0.03680310770869255,
-0.011042965576052666,
0.035039450973272324,
-0.001296837697736919,
-0.004742206074297428,
0.03500748798251152,
-0.020403364673256874,
0.0037713784258812666,
0.04350004345178604,
0.04003620147705078,
-0.034099459648132324,
-0.004337558522820473,
0.01846040040254593,
-0.013992046937346458,
0.036372970789670944,
-0.07329574227333069,
-0.01429053209722042,
0.017192106693983078,
0.008405721746385098,
0.018710477277636528,
-0.07164496928453445,
0.02180437184870243,
0.021570410579442978,
0.0073289647698402405,
0.0460888110101223,
0.012800130061805248,
-0.018365176394581795,
0.011721039190888405,
0.0411720834672451,
-0.014943741261959076,
-0.02859075926244259,
0.01153081376105547,
-0.021721459925174713,
0.01665351539850235,
0.008501656353473663,
-0.008696001954376698,
0.020163511857390404,
0.046928659081459045,
0.05462822690606117,
-0.040397509932518005,
-0.027272513136267662,
-0.03642052784562111,
0.009703275747597218,
0.0019119208445772529,
0.03460521996021271,
0.04473283514380455,
0.0015335651114583015,
-0.036096714437007904,
0.0027389689348638058,
0.08199542760848999,
0.017671756446361542,
0.018092215061187744,
-0.01858900487422943,
-0.034550588577985764,
0.000020733305063913576,
-0.015164338052272797,
0.06569790840148926,
0.0653521865606308,
0.03200509399175644,
0.003767972346395254,
-0.005991850048303604,
-0.07453827559947968,
-0.06333012133836746,
0.017557412385940552,
0.0029290386009961367,
-0.08793898671865463,
0.010093994438648224,
-0.041231390088796616,
0.06177148222923279,
-0.004096739459782839,
0.029259081929922104,
0.011762759648263454,
-0.006065819412469864,
0.024287737905979156,
0.011089072562754154,
0.013438236899673939,
0.021878408268094063,
0.020583705976605415,
-0.032104261219501495,
0.01838459074497223,
-0.05922878533601761,
0.06422577798366547,
-0.0024860126432031393,
-0.0021887056063860655,
-0.05895218625664711,
-0.01430721115320921,
0.013777446933090687,
0.05126058682799339,
0.05474899336695671,
-0.04001685976982117,
0.045191776007413864,
-0.019801057875156403,
0.0036945336032658815,
-0.05808523669838905,
-0.022402212023735046,
-0.005003778263926506,
0.08804424107074738,
0.016316579654812813,
-0.0005446305149234831,
-0.0035566978622227907,
-0.03681563958525658,
0.051516637206077576,
-0.01215177122503519,
0.026900067925453186,
-0.027335410937666893,
-0.007763189263641834,
-0.0488881915807724,
0.012985166162252426,
0.049376651644706726,
-0.004903007764369249,
-0.02314058504998684,
0.08114075660705566,
0.05443156138062477,
0.015026825480163097,
0.003156011924147606,
0.011963718570768833,
-0.010295062325894833,
0.018837571144104004,
0.008086197078227997,
0.04899464547634125,
0.018088726326823235,
0.021955456584692,
-0.0007988496217876673,
0.004668151028454304,
-0.001191574614495039,
0.011332335881888866,
0.03853179141879082,
-0.02668682299554348,
0.03681856021285057,
-0.013381153345108032,
0.0738539919257164,
0.053232498466968536,
0.05726535618305206,
-0.017907993867993355,
0.0011527580209076405,
0.08790937066078186,
0.03339822590351105,
-0.013866596855223179,
-0.033856384456157684,
0.038846153765916824,
-0.00926035176962614,
0.03352386876940727,
0.002488316036760807,
0.03839319571852684,
0.03275902569293976,
-0.007737539708614349,
0.006331965327262878,
-0.016240239143371582,
0.00369136780500412,
0.01611393876373768,
-0.023168310523033142,
0.055173736065626144,
0.026402799412608147,
-0.0038641022983938456,
-0.02886088564991951,
-0.00032520724926143885,
-0.0030627099331468344,
-0.0533912219107151,
0.02681262604892254,
-0.009211092256009579,
-0.0009024241007864475,
0.043245140463113785,
0.032313086092472076,
-0.03627903759479523,
0.042997073382139206,
-0.0398048497736454,
-0.035793647170066833,
0.00806634221225977,
-0.017719965428113937,
-0.044625673443078995,
-0.059823036193847656,
-0.02665146067738533,
0.03070918284356594,
-0.03260604664683342,
0.05408434197306633,
-0.013484365306794643,
-0.07479223608970642,
-0.033588238060474396,
-0.03529563173651695,
-0.0008576803957112134,
-0.06585336476564407,
0.08714651316404343,
0.05582919344305992,
0.008315786719322205,
-0.003907109145075083,
-0.007641900796443224,
0.009085803292691708,
-0.06456800550222397,
-0.03412754461169243,
0.05906597152352333,
0.006485716439783573,
-0.01971547305583954,
-0.0072609856724739075,
0.034513920545578,
0.0329059362411499,
-0.039063841104507446,
0.037937432527542114,
-0.051198478788137436,
-0.0043596746399998665,
0.04070142284035683,
-0.01558544673025608,
-0.06297291815280914,
0.026509899646043777,
-0.0026879594661295414,
-0.013983744196593761,
-0.01481366902589798,
-0.017819924280047417,
-0.04224589467048645,
-0.03246910125017166,
0.0012721155071631074,
0.07406123727560043,
0.02052435278892517,
-0.018598461523652077,
0.05489939823746681,
0.005548709537833929,
-0.04887843132019043,
0.06377419084310532,
0.024837924167513847,
-0.03338546305894852,
0.007935099303722382,
-0.03339516744017601,
0.05665838345885277,
0.015028984285891056,
0.016134658828377724,
-0.037071749567985535,
0.051341891288757324,
-0.06596675515174866,
0.031849343329668045,
-0.040833644568920135,
-0.0026350338011980057,
0.029605017974972725,
-0.058195728808641434,
0.03889919072389603,
-0.001526893232949078,
-0.027038011699914932,
0.016905328258872032,
0.0012252486776560545,
-0.0015869078924879432,
-0.004733092151582241,
-0.009654011577367783,
-0.03696708381175995,
0.00790518056601286,
-0.001165891415439546,
-0.0007435901206918061,
0.004487093538045883,
0.006508902180939913,
0.006466874852776527,
-0.012881391681730747,
-0.0018597242888063192,
-0.006800624541938305,
-0.027036059647798538,
-0.026087716221809387,
-0.10207974910736084,
0.0018551849061623216,
-0.035196900367736816,
-0.014699190855026245,
0.04401036351919174,
0.01447408925741911,
0.037788938730955124,
-0.0399477444589138,
-0.05384301394224167,
0.017193419858813286,
-0.014388073235750198,
-0.04191919416189194,
-0.04385627806186676,
-0.04935707896947861,
-0.000787753495387733,
0.01883218064904213,
0.0036438533570617437,
-0.013695440255105495,
0.05156076326966286,
0.03130852058529854,
0.0055311922915279865,
-0.0038397316820919514,
-0.007905188016593456,
-0.03857269510626793,
-0.034380026161670685,
0.054599858820438385,
0.043263841420412064,
0.018324395641684532,
0.03417123481631279,
0.01610126532614231,
0.027644729241728783,
-0.048510149121284485,
-0.08317828178405762,
0.07619684934616089,
0.020215589553117752,
-0.01716156303882599,
-0.005091967061161995,
0.02326257899403572,
-0.045087505131959915,
-0.04887227341532707,
-0.013568582944571972,
-0.00961662083864212,
-0.037405967712402344,
0.021298859268426895,
0.019857114180922508,
-0.0007730867946520448,
0.048207130283117294,
0.012927026487886906,
-0.055670298635959625,
-0.0004810666723642498,
-0.00309571111574769,
-0.027704181149601936,
-0.018870286643505096,
-0.03330318629741669,
0.017670467495918274,
0.011535082943737507,
-0.02922622300684452,
-0.04672481492161751,
-0.02053435519337654,
-0.06728079915046692,
-0.04880785569548607,
-0.012987470254302025,
0.03390517458319664,
-0.0018761224346235394,
0.005014210939407349,
0.01455079484730959,
-0.026553280651569366,
0.04794023185968399,
0.02674039639532566,
0.002545296913012862,
-0.022286981344223022,
0.09023016691207886,
-0.03209391608834267,
-0.032778337597846985,
-0.038232944905757904,
-0.027848225086927414,
0.0029648528434336185,
0.03991172835230827,
-0.0311928428709507,
-0.003201074432581663,
0.012654985301196575,
0.004931215662509203,
0.025178978219628334,
0.050256695598363876,
-0.014254585839807987,
0.012714739888906479,
0.003959582652896643,
-0.02391084097325802,
-0.013542020693421364,
-0.03182541951537132,
0.042260512709617615,
0.038739290088415146,
0.016029438003897667,
-0.01423822995275259,
0.011093413457274437,
-0.026651842519640923,
-0.027404258027672768,
0.042477529495954514,
0.04302750900387764,
0.008858387358486652,
0.012701508589088917,
0.03328918293118477,
0.008848202414810658,
-0.00365063245408237,
-0.05479806289076805,
0.0010287511395290494,
0.016487201675772667,
0.03527609258890152,
0.07520350068807602,
0.027174966409802437,
0.014099021442234516,
0.011380326934158802,
0.04903430491685867,
0.015533358789980412,
0.006624237634241581,
0.04411616548895836,
-0.05916484072804451,
-0.035178981721401215,
0.0525021106004715,
-0.004551490303128958,
0.026793433353304863,
0.012046816758811474,
-0.01797773502767086,
0.015932049602270126,
-0.024519115686416626,
0.06552784889936447,
-0.006781268399208784,
-0.039551954716444016,
-0.04728791117668152,
-0.026169685646891594,
0.0013608906883746386,
0.024078277871012688,
-0.016193117946386337,
0.0638376921415329,
0.028899110853672028,
0.04157495126128197,
-0.04562485218048096,
0.057182539254426956,
0.0753888264298439,
-0.030749322846531868,
-0.027228878811001778,
-0.01015664916485548,
0.01778583787381649,
0.0002063676220132038,
-0.011779498308897018,
-0.00401177117601037,
-0.051134075969457626,
-0.08131024986505508,
0.04517581686377525,
-0.06745178997516632,
0.09192673116922379,
-0.0204840749502182,
0.06165521591901779,
0.03258361294865608,
0.06953710317611694,
-0.018738387152552605,
0.022135654464364052,
0.049342647194862366,
0.020219840109348297,
0.057579901069402695,
0.056589145213365555,
-0.024566788226366043,
0.015862995758652687,
0.052656933665275574,
0.07090090215206146,
-0.050516240298748016,
-0.014309883117675781,
-0.01945861428976059,
0.04624960198998451,
0.01866859197616577,
-0.042134154587984085,
-0.03129306435585022,
0.0261220820248127,
-0.03833366557955742,
-0.09830819815397263,
-0.058655451983213425,
0.01302031334489584,
-0.009964502416551113,
0.03616119176149368,
-0.049849312752485275,
-0.01980682462453842,
-0.03225201368331909,
-0.036167580634355545,
-0.0022738859988749027,
-0.015946516767144203,
-0.04765915870666504,
0.03511305898427963,
0.07578233629465103,
-0.02993706986308098,
-0.019939551129937172,
0.06094811484217644,
0.016339601948857307,
-0.037211913615465164,
0.026622872799634933,
-0.05475278198719025,
0.02384001575410366,
-0.04696099832653999,
0.044548943638801575,
0.00285778334364295,
-0.018884709104895592,
-0.06079369783401489,
0.06327109038829803,
-0.03832612559199333,
-0.031034067273139954,
0.020484833046793938,
0.03557388857007027,
-0.026974180713295937,
-0.07288577407598495,
0.005041386000812054,
0.009961148723959923,
0.050053469836711884,
-0.05469391494989395,
0.009968719445168972,
0.00310911750420928,
0.05184922367334366,
0.04342852905392647,
0.017854368314146996,
0.03893914073705673,
0.04122632369399071,
-0.06636624038219452,
-0.02460339479148388,
-0.022740041837096214,
-0.034407928586006165,
0.011595102027058601,
0.03453071042895317,
-0.02575836516916752,
-0.017978882417082787,
-0.000797696877270937,
-0.0076852841302752495,
-0.0022584327962249517,
-0.040288295596838,
0.022222287952899933,
0.00014749474939890206,
-0.0462891049683094,
-0.031087396666407585,
-0.021121060475707054,
-0.041944053024053574,
-0.006654887925833464,
-0.06236044690012932,
0.003250214271247387,
0.009189113974571228,
-0.021995360031723976,
0.022463783621788025,
-0.028495030477643013,
-0.0737559050321579,
-0.01674281246960163,
0.016832267865538597,
0.03333444148302078,
0.039615098387002945,
0.034750837832689285,
-0.0189882330596447,
-0.014532106928527355,
0.04874354600906372,
-0.04099907726049423,
0.02443072758615017,
-0.03851749375462532,
0.01735313981771469,
0.028424955904483795,
0.03571932762861252,
0.02520301379263401,
0.033702705055475235,
0.019141165539622307,
-0.027892522513866425,
-0.024650132283568382,
-0.00010498904157429934,
-0.09921280294656754,
-0.002597205573692918,
-0.03275968134403229,
0.028571687638759613,
0.020791659131646156,
-0.022385772317647934,
0.06646764278411865,
-0.0073113651014864445,
-0.01756489835679531,
0.040917303413152695,
-0.06360317766666412,
-0.014250642620027065,
-0.030574919655919075,
-0.010721100494265556,
0.011416592635214329,
-0.039763424545526505
] |
<p>I am in the process of working through the Udacity course Intro to Inferential Statistics. In Lesson 9: Hypothesis Testing, the following example is given.</p>
<p>Say that we record survey data from all students of this Udacity course detailing how engaged they are by the lecture materials. We find that the population mean engagement level (on a scale of 1-10) is 7.47 with a standard deviation of 2.41. </p>
<p>The instructor decides to sing a song in one of the lectures to try to spark engagement, and we want to know if the average engagement level changes once the song has been implemented. </p>
<p>We collect a sample size of n=30 and find it to have $\bar{X} = 8.3$. We are asked to perform a two-tailed z-test with $\alpha = 0.05$ to find if the mean is affected by the song.</p>
<p>Additionally, we are given the information that $\mu_{song} = 7.8$, i.e. that the population of all students who listened to the song had an average engagement level of 7.8. We are asked to find if the z-test provides a result that accurately reflects the population, and if not, whether a type I or type II error occurred.</p>
<p>I performed a z-test on the sample and came to a z-score of 1.88, which is less than the critical value of 1.96. Since $\mu_{song} = 7.8$ which is greater than $\mu = 7.47$, I determined that we fail to reject the null hypothesis when it is false (since $\mu_{song} > \mu$) and therefore that type-II error is occurring.</p>
<p>However, this answer was returned as incorrect. Instead, the instructor explained that a z-score needs to be calculated for $\mu_{song}$ as well, equivalent to $\frac{\mu_{song} - \mu}{\frac{\sigma}{\sqrt n}} = \frac{7.8 - 7.47}{\frac{2.41}{\sqrt 30}} = .75$. Since .75 does not fall beyond the critical value of 1.96 at $\alpha=0.05$, $\mu_{song}$ is not significantly different from $\mu$, supporting the null hypothesis. Therefore, we fail to reject the null hypothesis when it is indeed correct.</p>
<p>I don't understand this answer. I would have believed that since $\mu_{song} \neq \mu$, that in reality we <em>should</em> be rejecting the null hypothesis (that they are equal), and that type-II error was occurring. Additionally, we are never given a sample size for the population, so I'm not sure where n=30 came from.</p>
<p>Could someone clarify the correct approach to a problem like this? If you are in a situation where you know the population parameters for the intervened population, does an additional z-score need to be calculated? Or is the fact that the intervention mean is different from the original population mean enough evidence that the null hypothesis ($\mu = \mu_{I}$) is false?</p>
<p>If you are interested in trying out the question yourself for better understanding, you can find it <a href="https://www.udacity.com/course/viewer#!/c-ud201/l-1335148547/e-136488399/m-139154302" rel="nofollow">here</a>. </p>
|
g73975
|
[
0.004673155024647713,
-0.004510736092925072,
-0.023117944598197937,
-0.037537552416324615,
0.03104519098997116,
0.015459229238331318,
0.07986573129892349,
0.023651128634810448,
0.002998646814376116,
-0.040079668164253235,
-0.008154711686074734,
0.011472728103399277,
0.025891439989209175,
0.007980852387845516,
0.0185173898935318,
-0.018407633528113365,
0.07505597919225693,
-0.028133859857916832,
-0.040169309824705124,
0.0156610906124115,
-0.07918550074100494,
0.014562206342816353,
0.020973214879631996,
-0.03212405741214752,
-0.00019491247076075524,
-0.064846470952034,
-0.009204934351146221,
0.08094926178455353,
-0.08865917474031448,
0.007633166387677193,
-0.02252114936709404,
0.0015018917620182037,
0.07184410095214844,
-0.0007922757649794221,
-0.09640758484601974,
0.018602734431624413,
0.06629465520381927,
0.04050635173916817,
-0.007368849124759436,
0.015065683051943779,
-0.038145579397678375,
0.01418787706643343,
0.054894838482141495,
0.01616697572171688,
-0.019940758123993874,
-0.005396420136094093,
-0.0017009812872856855,
0.019930506125092506,
0.05709083005785942,
0.02655527926981449,
0.020658032968640327,
-0.001606520265340805,
0.09802699834108353,
0.007532348856329918,
-0.004269588738679886,
0.02052794210612774,
-0.031927283853292465,
-0.06751398742198944,
0.013999499380588531,
0.01882641762495041,
-0.007628054823726416,
0.006079716607928276,
-0.02073284052312374,
0.012552144937217236,
0.012067586183547974,
0.029415519908070564,
-0.01557545643299818,
-0.0025261915288865566,
0.004560342524200678,
-0.05829586833715439,
-0.0456007681787014,
-0.06556075811386108,
0.02207149751484394,
-0.01265441533178091,
-0.08741749078035355,
0.00943706464022398,
-0.01295417919754982,
0.008172932080924511,
-0.023615432903170586,
0.004854077938944101,
0.011887215077877045,
-0.024288976565003395,
0.0357188880443573,
0.013063743710517883,
0.042967718094587326,
0.014213546179234982,
-0.016987163573503494,
-0.04879411682486534,
-0.009977932088077068,
0.013590159825980663,
0.0668158009648323,
0.01966042071580887,
0.0022368161007761955,
0.00293275760486722,
0.005542222876101732,
0.014505889266729355,
-0.04315442964434624,
0.01973763294517994,
0.013681442476809025,
0.0495278425514698,
-0.0011380284558981657,
0.01244772132486105,
-0.037781525403261185,
0.031918965280056,
-0.03639448434114456,
-0.018325582146644592,
0.03280618041753769,
0.010536741465330124,
-0.0746188759803772,
-0.03368163853883743,
-0.0584636852145195,
-0.002801221329718828,
-0.016717102378606796,
-0.07020121812820435,
-0.03940748795866966,
-0.019165154546499252,
0.02476617693901062,
0.045497845858335495,
-0.004441703204065561,
-0.009383557364344597,
0.02235608547925949,
-0.042004261165857315,
-0.02685483731329441,
0.056600119918584824,
-0.012293225154280663,
-0.10068859905004501,
-0.053090207278728485,
0.05533967912197113,
0.0036139546427875757,
0.013369008898735046,
-0.09419673681259155,
-0.017430299893021584,
0.019672291353344917,
-0.016694072633981705,
0.05536073073744774,
-0.0019234789069741964,
0.026030687615275383,
0.007418045774102211,
-0.03357581049203873,
0.028783416375517845,
0.018935278058052063,
0.04384773597121239,
0.0318199023604393,
-0.010028284043073654,
-0.009550036862492561,
0.024322567507624626,
0.004945630673319101,
-0.03808068856596947,
-0.0056272330693900585,
-0.0006972781266085804,
0.014364511705935001,
0.08704373240470886,
0.020747750997543335,
0.039843376725912094,
-0.040414828807115555,
0.005208824761211872,
-0.02101505734026432,
0.02750137448310852,
0.0004897154867649078,
0.010408896021544933,
0.06976533681154251,
-0.046798255294561386,
-0.022446289658546448,
-0.00427352637052536,
0.009717708453536034,
0.029634930193424225,
0.017683114856481552,
-0.025017499923706055,
-0.05484325438737869,
0.0076707336120307446,
-0.010658442042768002,
-0.01280241273343563,
0.016515810042619705,
-0.02924148179590702,
0.017700567841529846,
0.06335912644863129,
0.03174852952361107,
0.006306519731879234,
0.035644225776195526,
0.024656374007463455,
0.02046470157802105,
-0.004903370980173349,
-0.019328594207763672,
-0.056770797818899155,
0.026136334985494614,
-0.04537385702133179,
0.05163181945681572,
0.015341783873736858,
0.0008384779212065041,
-0.01010710559785366,
-0.08387798815965652,
-0.030716437846422195,
0.013921001926064491,
-0.00431249151006341,
-0.055620964616537094,
-0.04463585466146469,
0.057934097945690155,
-0.03653046488761902,
0.008957255631685257,
0.013728410005569458,
0.020381581038236618,
0.00584746478125453,
0.02222941629588604,
-0.040130823850631714,
-0.07050874084234238,
-0.030317027121782303,
-0.051276855170726776,
-0.029009725898504257,
-0.0061499145813286304,
-0.011745135299861431,
0.01925741136074066,
-0.05373629555106163,
-0.006438581272959709,
0.024666856974363327,
-0.02334527298808098,
0.014828928746283054,
0.037608787417411804,
0.021276529878377914,
0.01479917112737894,
0.026837361976504326,
0.007152228150516748,
-0.03292635828256607,
0.007825705222785473,
0.031814105808734894,
0.0010381849715486169,
0.03462003171443939,
-0.011676370166242123,
-0.0316072516143322,
-0.04713951051235199,
0.04379120096564293,
-0.034839410334825516,
-0.03476053848862648,
-0.007614742033183575,
0.008755559101700783,
0.03608427941799164,
0.022204825654625893,
0.018791439011693,
-0.00449238158762455,
0.037907108664512634,
-0.04331653192639351,
-0.0059071374125778675,
0.007242156192660332,
-0.04638725891709328,
-0.050493448972702026,
-0.010415681637823582,
-0.020721545442938805,
-0.03638333082199097,
0.005153187550604343,
0.006026062648743391,
0.04754938557744026,
-0.025272199884057045,
0.04447958245873451,
0.030671201646327972,
-0.01537823025137186,
-0.005679610185325146,
-0.07207326591014862,
0.02925640158355236,
-0.00805438682436943,
0.029157595708966255,
0.038902681320905685,
0.07623914629220963,
-0.06910786777734756,
0.020128270611166954,
-0.03323235735297203,
-0.024152835831046104,
0.005279911682009697,
-0.010826840996742249,
-0.0057968758046627045,
-0.006572944577783346,
-0.020454876124858856,
-0.029727449640631676,
0.010031956247985363,
0.025459684431552887,
0.05246531963348389,
0.09016747027635574,
0.006218018941581249,
-0.04461190849542618,
-0.029739156365394592,
0.06413368880748749,
-0.0049003432504832745,
-0.06920354813337326,
-0.017206935212016106,
-0.013025706633925438,
0.05888999253511429,
0.06594748049974442,
0.0219707228243351,
0.032774243503808975,
-0.012598377652466297,
-0.04687821492552757,
-0.01712411642074585,
-0.00016806706844363362,
-0.04422619566321373,
0.06942242383956909,
0.017677467316389084,
0.01464337483048439,
0.0022043047938495874,
0.008337250910699368,
-0.05206085741519928,
0.03184321150183678,
-0.013647565618157387,
0.030414575710892677,
-0.012388215400278568,
0.021035615354776382,
-0.039687253534793854,
0.05326997861266136,
0.02988114394247532,
-0.03588249534368515,
-0.00583714060485363,
-0.019624873995780945,
0.028937555849552155,
-0.08494573831558228,
0.01342105958610773,
-0.0007563750259578228,
-0.07299312204122543,
0.009706057608127594,
0.03812661021947861,
-0.0317462719976902,
0.00454644626006484,
0.021311400458216667,
-0.004403301980346441,
-0.016117330640554428,
-0.002107553882524371,
0.004957526922225952,
0.08447858691215515,
-0.040781717747449875,
0.025012746453285217,
-0.006841263268142939,
-0.011661767028272152,
-0.042156364768743515,
-0.0068448008969426155,
0.033240906894207,
0.023266509175300598,
-0.030252376571297646,
-0.014444109983742237,
0.034439630806446075,
-0.09899520874023438,
0.004129212815314531,
0.03547084331512451,
0.008772057481110096,
0.027600819244980812,
-0.03581766039133072,
-0.02819816768169403,
0.08484930545091629,
-0.042613375931978226,
-0.03140886500477791,
0.02619118057191372,
0.010394154116511345,
0.023265166208148003,
-0.036894071847200394,
0.029232921078801155,
0.0775158628821373,
-0.009989860467612743,
-0.018154287710785866,
-0.03409205377101898,
0.009940396063029766,
0.03667375445365906,
0.07397645711898804,
0.005920904688537121,
-0.059108056128025055,
0.009135525673627853,
0.03004596382379532,
-0.02842022106051445,
-0.037661902606487274,
0.01605772227048874,
0.0156085891649127,
0.03189786896109581,
0.007066215388476849,
-0.018562283366918564,
0.04103832691907883,
-0.01730777882039547,
0.0027134062256664038,
0.03519940748810768,
-0.030596675351262093,
-0.01670943759381771,
-0.0006280372617766261,
-0.042029108852148056,
0.007908386178314686,
0.084723100066185,
0.0019901124760508537,
0.02671601064503193,
0.08708133548498154,
-0.009673675522208214,
0.04385232552886009,
-0.044259101152420044,
0.018761446699500084,
0.01717841997742653,
0.027487730607390404,
-0.018770266324281693,
-0.024578731507062912,
0.004132311791181564,
0.031873688101768494,
-0.03514578565955162,
-0.040132101625204086,
-0.011533406563103199,
0.0036963028833270073,
-0.07075916230678558,
-0.020643025636672974,
-0.009023047052323818,
0.04894547164440155,
0.03485424071550369,
-0.03884356841444969,
-0.009532823227345943,
0.04451923072338104,
0.00014539345283992589,
0.01613685116171837,
0.0592387430369854,
-0.006363814231008291,
-0.03976944833993912,
0.009785200469195843,
-0.03268401697278023,
-0.012059276923537254,
-0.006109795067459345,
-0.0485677644610405,
-0.06295941025018692,
-0.01893232949078083,
-0.037664420902729034,
0.02010888233780861,
-0.015435054898262024,
0.005857656244188547,
0.03541823476552963,
0.017164085060358047,
0.036265693604946136,
-0.014279787428677082,
-0.03884932026267052,
-0.004668722860515118,
0.0409519225358963,
-0.02258257009088993,
0.03995935246348381,
0.01863827370107174,
-0.04820084944367409,
0.03235526755452156,
0.052717335522174835,
-0.038892727345228195,
0.04009979963302612,
-0.013488425873219967,
-0.008980944752693176,
0.02586681954562664,
0.020333182066679,
-0.017836594954133034,
0.002041697269305587,
-0.01346253976225853,
-0.0281289741396904,
-0.053231388330459595,
-0.0032335680443793535,
-0.0191251952201128,
0.03261309489607811,
-0.046853456646203995,
-0.012260760180652142,
0.016922112554311752,
0.0692233219742775,
-0.02339317835867405,
0.040098026394844055,
0.004863983951508999,
-0.008248569443821907,
-0.004779700189828873,
-0.004635681863874197,
-0.018571915104985237,
0.044605933129787445,
0.002428267849609256,
0.05309843644499779,
0.01797335036098957,
-0.047377340495586395,
-0.04788416624069214,
-0.014981357380747795,
0.027156393975019455,
-0.024814490228891373,
0.008498839102685452,
-0.04246223345398903,
-0.028284378349781036,
-0.017079517245292664,
-0.041686028242111206,
0.010449215769767761,
0.06934617459774017,
-0.003484184155240655,
0.010682763531804085,
0.0688500702381134,
-0.013882840052247047,
-0.001647586701437831,
0.013912421651184559,
-0.03290201723575592,
-0.00929341558367014,
-0.06495942175388336,
-0.0035385403316468,
-0.0035603982396423817,
-0.0222195815294981,
-0.048155851662158966,
-0.002951723989099264,
-0.03768577799201012,
0.09044182300567627,
-0.02814001776278019,
0.04734383895993233,
-0.023567266762256622,
0.026046263054013252,
-0.06052244454622269,
-0.02115033008158207,
-0.019135313108563423,
0.024636369198560715,
0.030620919540524483,
0.0018049145583063364,
-0.07685932517051697,
-0.021062465384602547,
0.023523543030023575,
0.02358056977391243,
-0.025612320750951767,
0.008465015329420567,
0.015836235135793686,
0.054680004715919495,
0.004214899614453316,
0.007079964969307184,
0.029608575627207756,
0.013818299397826195,
-0.002035669982433319,
0.08080701529979706,
-0.016271859407424927,
-0.047618549317121506,
0.02570251375436783,
-0.022644897922873497,
0.03930998966097832,
-0.0043783956207334995,
0.04462715610861778,
0.0764179453253746,
-0.01696159690618515,
0.0055502490140497684,
-0.010234464891254902,
-0.004408020991832018,
-0.03900498151779175,
0.018763819709420204,
-0.07791760563850403,
0.020120710134506226,
-0.008561276830732822,
0.021826712414622307,
0.012123449705541134,
-0.023329120129346848,
-0.017968958243727684,
0.022413145750761032,
0.0037134410813450813,
0.000010531119187362492,
-0.006293218582868576,
-0.00505311181768775,
0.008326319977641106,
-0.041603174060583115,
-0.0093208197504282,
0.06168665364384651,
-0.010566151700913906,
-0.04789081960916519,
0.04170874133706093,
-0.01871406100690365,
-0.04932662472128868,
0.0007425496005453169,
-0.06250153481960297,
0.00041452041477896273,
0.01949312724173069,
-0.05629344657063484,
0.03670485317707062,
-0.05642636865377426,
0.030231144279241562,
0.0011843391694128513,
0.02497713454067707,
0.01947415992617607,
-0.01166751142591238,
-0.0010004384675994515,
-0.058987174183130264,
-0.035001736134290695,
0.022836880758404732,
0.048675280064344406,
-0.04141312465071678,
-0.033673617988824844,
-0.04072783887386322,
-0.009068658575415611,
-0.05555819720029831,
0.0368645004928112,
-0.03806070610880852,
0.02075924165546894,
0.005091383121907711,
0.0030090489890426397,
0.03540019318461418,
-0.03677142783999443,
-0.0013251776108518243,
0.04615863040089607,
-0.001731895375996828,
-0.012306404300034046,
-0.045402053743600845,
0.028058132156729698,
-0.023613354191184044,
0.025566257536411285,
0.04602218419313431,
-0.0635150820016861,
0.0568954162299633,
-0.012285641394555569,
-0.033037543296813965,
0.0008030089084059,
0.016126256436109543,
-0.014372597448527813,
-0.007623007986694574,
0.011936084367334843,
-0.018795989453792572,
0.004763706587255001,
-0.005630340427160263,
-0.018268926069140434,
-0.01844657026231289,
0.010614155791699886,
-0.05350058898329735,
0.03304428234696388,
-0.04979139193892479,
0.013298324309289455,
-0.005283556878566742,
-0.012307722121477127,
0.03061565011739731,
0.03130268678069115,
0.002927748253569007,
-0.04394010454416275,
0.05381135269999504,
0.04288487881422043,
0.06262187659740448,
0.01400427520275116,
-0.016408218070864677,
-0.055220864713191986,
-0.058982230722904205,
-0.025358278304338455,
0.04424450919032097,
0.0583462193608284,
-0.030848652124404907,
0.028955809772014618,
-0.023921234533190727,
0.031548790633678436,
0.0016891983104869723,
-0.012856912799179554,
-0.00133943697437644,
0.038970425724983215,
-0.011089907959103584,
-0.0222086813300848,
0.02340102382004261,
-0.03602643683552742,
0.015944549813866615,
-0.08970794081687927,
0.05163896828889847,
-0.004491183906793594,
0.09059300273656845,
0.022635092958807945,
0.02633444033563137,
-0.005714178550988436,
0.02122579887509346,
-0.04134739935398102,
0.023242594674229622,
0.016992099583148956,
0.020385531708598137,
0.05166925489902496,
0.07382036745548248,
-0.08005102723836899,
0.004147859290242195,
0.06885053217411041,
0.014748712070286274,
0.020158952102065086,
-0.042057380080223083,
0.029735753312706947,
0.08748069405555725,
-0.00666404515504837,
0.06070666387677193,
0.08102190494537354,
-0.03547844663262367,
-0.03712651878595352,
-0.015714768320322037,
-0.026301365345716476,
0.018303854390978813,
0.002003009431064129,
0.018174879252910614,
0.020854556933045387,
-0.05016384273767471,
0.004044251050800085,
-0.058527424931526184,
0.02349552884697914,
0.015979021787643433,
-0.028085678815841675,
-0.014211122877895832,
0.006545559503138065,
-0.03280508518218994,
0.001277051749639213,
0.0928460955619812,
-0.037778984755277634,
-0.009921759366989136,
0.01579166203737259,
-0.07767128944396973,
-0.01968269608914852,
-0.018334735184907913,
-0.01057573314756155,
-0.02092883549630642,
-0.032940126955509186,
-0.062194377183914185,
0.005841085221618414,
0.004600842483341694,
-0.014008821919560432,
-0.03141515702009201,
0.044373687356710434,
0.02512279897928238,
-0.029615843668580055,
0.0023554761428385973,
0.006820306647568941,
0.05473983660340309,
0.02754857949912548,
0.04359414055943489,
0.01602838933467865,
0.024664882570505142,
0.005897426046431065,
0.0038801587652415037,
0.02567559853196144,
0.007231643423438072,
0.017479587346315384,
-0.03883536532521248,
-0.05303049087524414,
-0.1073199138045311,
0.010676135309040546,
0.020195741206407547,
-0.011232678778469563,
0.03338484466075897,
0.035985130816698074,
-0.07165224850177765,
-0.019463926553726196,
-0.05829748883843422,
0.025784099474549294,
0.027852442115545273,
-0.05757084861397743,
-0.007441134192049503,
0.05824749544262886,
0.030686533078551292,
-0.04311881586909294,
-0.09948437660932541,
-0.006590389180928469,
0.09619735181331635,
0.01693519577383995,
0.025174595415592194,
-0.08280695974826813,
-0.03407459706068039,
-0.045694563537836075,
0.009137803688645363,
0.036833226680755615,
-0.02500135637819767,
0.03480764850974083,
0.03449530899524689,
0.018279826268553734,
-0.02725476771593094,
-0.027042049914598465,
0.03650195896625519,
0.07609487324953079,
0.025722157210111618,
-0.047975003719329834,
-0.031536001712083817,
-0.006675343494862318,
0.06300213187932968,
0.02666054107248783,
-0.03021145612001419,
-0.05235369876027107,
0.037580691277980804,
-0.00548754446208477,
0.03415067866444588,
0.0413113497197628,
0.02132827416062355,
0.005637751892209053,
-0.017875120043754578,
0.035549014806747437,
-0.029986664652824402,
0.02595004253089428,
-0.025111449882388115,
-0.07084491103887558,
0.014357156120240688,
0.02075783722102642,
-0.01705116033554077,
0.02495364099740982,
-0.041347455233335495
] |
<p>Let $y$ be a binary variable and $x$ be a covariate measured with known heterogeneous measurement error:</p>
<p>$x_{i}$ ~ $\operatorname{Normal}(x^{*}_{i},\sigma_{i}^{2})$.</p>
<p>Now suppose the relationship with the true covariate $x^{*}$ is $\ Y$ ~ $\operatorname{Bernoulli}(p_i) $ and $\ \operatorname{logit}( p_i )=\alpha+\beta*x_{i}^{*}$.</p>
<p>Theoretically, it seems clear to me that for forecasting purposes, you'd want a model $\ \operatorname{logit}( p_i )=\alpha+f(\sigma_{i})*x_{i}$, where $f(\sigma_{i}) \to 0 $ as $\sigma_{i}$ gets large and $f(\sigma_{i}) \to \beta $ as $\sigma_{i}$ gets small.</p>
<p>Is there a good functional form for $f(\sigma_{i})$? It feels like a simple enough problem that there might be, but I haven't been able to come up with anything.</p>
|
g73976
|
[
-0.005860844161361456,
-0.012480475939810276,
-0.019214045256376266,
-0.05192902684211731,
0.031146401539444923,
-0.031102433800697327,
0.028230009600520134,
-0.05124345049262047,
-0.018214602023363113,
-0.008666744455695152,
-0.017845531925559044,
0.049895498901605606,
0.04980253428220749,
0.017167527228593826,
-0.0002854516205843538,
-0.005778987426310778,
0.05640600994229317,
0.026243284344673157,
0.011333884671330452,
-0.04386153817176819,
0.024363478645682335,
0.01888854429125786,
0.020459536463022232,
0.006989737506955862,
0.08510962873697281,
-0.030844125896692276,
-0.024189531803131104,
0.052339330315589905,
-0.016780389472842216,
0.032750122249126434,
-0.019602162763476372,
0.049633149057626724,
0.04958971589803696,
-0.016081249341368675,
-0.0020836656913161278,
-0.0030906759202480316,
-0.042562760412693024,
0.02164459601044655,
0.05425335466861725,
0.006114159245043993,
0.02848011441528797,
0.01678997278213501,
0.009388665668666363,
0.030242932960391045,
0.022729499265551567,
-0.00025566949625499547,
0.028376886621117592,
0.012270240113139153,
0.041640106588602066,
-0.03335889056324959,
-0.0038876859471201897,
-0.018640287220478058,
0.03115837275981903,
0.009989503771066666,
0.030016809701919556,
0.04543108120560646,
0.04560393840074539,
-0.058228977024555206,
-0.060712333768606186,
0.009037749841809273,
0.046046607196331024,
-0.05131237208843231,
-0.026222502812743187,
-0.017987200990319252,
0.029047388583421707,
0.0071141947992146015,
-0.007711212150752544,
-0.06389650702476501,
0.017463095486164093,
0.006599805783480406,
0.007317148614674807,
0.011061101220548153,
0.06312957406044006,
-0.030479248613119125,
-0.00024277456395793706,
0.03061027266085148,
-0.0061418903060257435,
0.006530087441205978,
0.016255073249340057,
0.017367204651236534,
-0.0318424254655838,
0.04188121482729912,
0.04457123950123787,
0.09830532222986221,
0.0455794595181942,
-0.009939976036548615,
0.0481552891433239,
0.02204035595059395,
-0.011573811993002892,
0.04762127250432968,
0.0001821148325689137,
-0.024955397471785545,
0.012973088771104813,
0.028568793088197708,
0.013039253652095795,
0.003959621302783489,
-0.0755985751748085,
0.025156423449516296,
-0.03316185995936394,
0.016754411160945892,
0.05470471829175949,
0.046908460557460785,
-0.004776801448315382,
0.004522584844380617,
-0.06869573146104813,
-0.03433307260274887,
-0.014626002870500088,
-0.037949804216623306,
-0.039459507912397385,
-0.02310018241405487,
-0.023283733054995537,
0.05227353796362877,
-0.013377301394939423,
-0.05786972865462303,
0.017001766711473465,
-0.03691251948475838,
-0.026555273681879044,
-0.002862359629943967,
-0.05162426456809044,
0.010642879642546177,
0.0025207404978573322,
-0.044193997979164124,
0.0400879830121994,
0.04977811500430107,
-0.052576690912246704,
0.008591918274760246,
-0.052158091217279434,
0.06272199749946594,
0.03209726884961128,
0.0035814493894577026,
0.02247745357453823,
0.030371494591236115,
0.06392811983823776,
0.0018648997647687793,
-0.032856330275535583,
0.03664936497807503,
-0.04617500305175781,
0.03903815522789955,
0.015424385666847229,
0.0026542728301137686,
-0.023740781471133232,
-0.07492836564779282,
0.04098144918680191,
0.03233030438423157,
-0.009136836044490337,
0.02160194329917431,
-0.00017658477008808404,
-0.005898863077163696,
-0.00046711909817531705,
0.024992547929286957,
-0.041322216391563416,
0.03638135641813278,
-0.009045097976922989,
0.04588861018419266,
0.003016771748661995,
0.021753698587417603,
-0.012435642071068287,
0.015898387879133224,
0.005926560144871473,
-0.04086637124419212,
0.07020935416221619,
-0.001425613067112863,
0.034775763750076294,
-0.004804500378668308,
-0.05527587607502937,
-0.012685704044997692,
-0.027294032275676727,
-0.045163415372371674,
-0.02742546983063221,
-0.017093198373913765,
-0.046249017119407654,
0.030641211196780205,
0.044189997017383575,
-0.04327249526977539,
0.019398918375372887,
0.053268320858478546,
-0.06266842037439346,
0.053813837468624115,
0.04376378282904625,
0.003751237876713276,
-0.0050337347202003,
-0.03239276260137558,
0.006312798708677292,
-0.04794272780418396,
-0.03922964632511139,
-0.05885198712348938,
0.018625615164637566,
-0.002197383437305689,
-0.06750410795211792,
-0.0032540655229240656,
0.03992767259478569,
-0.0011181082809343934,
-0.008454839698970318,
-0.04550795257091522,
-0.027008678764104843,
-0.009698956273496151,
0.012086044996976852,
-0.10548706352710724,
0.016440007835626602,
0.012614254839718342,
-0.032082512974739075,
0.03537440672516823,
0.06697801500558853,
0.029927516356110573,
-0.008048717863857746,
-0.051445767283439636,
0.019527940079569817,
-0.005152462981641293,
-0.004608715884387493,
0.01725148968398571,
-0.04518384858965874,
-0.04897933453321457,
-0.04614894837141037,
0.023570222780108452,
0.012625698931515217,
-0.08366729319095612,
0.04348306730389595,
0.061984553933143616,
-0.05118886008858681,
-0.029629847034811974,
-0.022473232820630074,
-0.05212757736444473,
0.05403576046228409,
0.004994754213839769,
0.01595945470035076,
0.016832929104566574,
0.030967719852924347,
0.03837732970714569,
-0.010219438001513481,
-0.021719060838222504,
-0.029691258445382118,
0.0187469981610775,
-0.0022473568096756935,
-0.03253966569900513,
0.027707349509000778,
0.02642241306602955,
0.026758229359984398,
0.0003463035391177982,
0.039036206901073456,
0.061671722680330276,
0.01738686114549637,
-0.0032726337667554617,
0.0025963664520531893,
0.06687655299901962,
-0.04348801448941231,
0.0313638299703598,
0.015182641334831715,
0.03577762469649315,
0.009782283566892147,
0.045770201832056046,
-0.062321461737155914,
0.032923825085163116,
0.024287965148687363,
-0.02367428131401539,
-0.014214581809937954,
-0.03774786368012428,
0.038250040262937546,
-0.0014049261808395386,
0.00410653417930007,
0.033152978867292404,
-0.061455804854631424,
-0.01753303036093712,
0.01765705645084381,
-0.01007748581469059,
0.038245029747486115,
-0.004099005367606878,
0.01701357401907444,
-0.033092424273490906,
-0.044059328734874725,
-0.003629752667620778,
0.03193610906600952,
0.020421206951141357,
0.04042402282357216,
0.05704203248023987,
0.01265038177371025,
-0.01422783825546503,
-0.09093747287988663,
-0.025592928752303123,
0.060660023242235184,
-0.029803408309817314,
0.009179291315376759,
-0.02861776575446129,
-0.029591787606477737,
-0.009424823336303234,
0.022681063041090965,
0.007247537840157747,
0.03744101896882057,
0.03824680671095848,
0.0972452163696289,
0.04303522780537605,
-0.02184375189244747,
0.039645206183195114,
0.019898753613233566,
0.07446682453155518,
-0.01943531073629856,
-0.016358815133571625,
0.02856110781431198,
-0.020656580105423927,
0.02318541333079338,
0.054733555763959885,
-0.005987394601106644,
0.01716751605272293,
-0.025874145328998566,
-0.06001047417521477,
-0.05264497920870781,
-0.06705943495035172,
-0.06272270530462265,
0.02067265659570694,
-0.047947850078344345,
-0.04083995893597603,
-0.01089422032237053,
-0.0375961996614933,
-0.027228593826293945,
-0.07271787524223328,
-0.0201191995292902,
-0.015109180472791195,
0.047115057706832886,
0.06772381067276001,
0.03978874534368515,
-0.01997019536793232,
-0.015273220837116241,
-0.06604990363121033,
-0.01888762228190899,
0.03567123040556908,
0.0050833215937018394,
-0.027693383395671844,
-0.05068820342421532,
0.010783062316477299,
-0.06770100444555283,
0.039292339235544205,
0.05721095949411392,
-0.006876456551253796,
0.047563523054122925,
-0.007692343555390835,
0.006310316268354654,
-0.06317857652902603,
-0.019665928557515144,
0.019079871475696564,
-0.030998652800917625,
0.0359933003783226,
-0.025952553376555443,
-0.02523931674659252,
-0.012262736447155476,
-0.040625691413879395,
-0.038350723683834076,
-0.09157419204711914,
-0.005070588085800409,
0.016354726627469063,
0.06709060072898865,
-0.04707635939121246,
-0.04253534972667694,
-0.01698322221636772,
0.03545217961072922,
-0.006208497565239668,
0.057733383029699326,
0.02710834890604019,
0.06863913685083389,
0.008545048534870148,
0.023159055039286613,
-0.0003877314447890967,
0.004876508843153715,
-0.02773549035191536,
-0.020074976608157158,
0.050598181784152985,
-0.07389724999666214,
-0.019367357715964317,
-0.020837588235735893,
0.06993357837200165,
-0.021854041144251823,
-0.009179437533020973,
-0.013319351710379124,
0.030486002564430237,
0.035388410091400146,
-0.0021037019323557615,
0.019482560455799103,
-0.06497413665056229,
0.020439855754375458,
-0.024091633036732674,
-0.09005455672740936,
0.03541373088955879,
0.036679238080978394,
0.05677174776792526,
0.005371151026338339,
0.06810029596090317,
0.02914082072675228,
-0.04911091551184654,
0.0023092266637831926,
0.012128353118896484,
0.04724361374974251,
-0.03293784335255623,
-0.012570871040225029,
-0.03916272148489952,
-0.03380991891026497,
0.04041670635342598,
0.04193051904439926,
-0.04243671894073486,
0.005796785466372967,
-0.005214073229581118,
0.000749595055822283,
0.037580955773591995,
-0.0017156604444608092,
-0.005979255773127079,
0.0692918673157692,
0.0051898043602705,
-0.0023302589543163776,
-0.040199071168899536,
0.03325346112251282,
0.0034680203534662724,
-0.02005842886865139,
-0.007803560700267553,
0.022952528670430183,
-0.05467962473630905,
0.030908022075891495,
-0.030759822577238083,
0.09124860167503357,
-0.02711845561861992,
0.028016213327646255,
-0.030559217557311058,
-0.006474582478404045,
-0.022507909685373306,
0.02205774374306202,
0.00450277142226696,
0.00419677933678031,
-0.029306642711162567,
0.04603622481226921,
0.013933294452726841,
0.009276635944843292,
-0.022222010418772697,
-0.02353929914534092,
-0.06019071489572525,
0.006102291401475668,
0.033397968858480453,
0.033416297286748886,
0.10138218849897385,
-0.0201308224350214,
0.040009040385484695,
-0.04469901695847511,
-0.043681543320417404,
0.022158928215503693,
0.013712538406252861,
-0.03999177739024162,
-0.029409145936369896,
-0.04126063361763954,
-0.0389787033200264,
-0.0010647708550095558,
0.011346524581313133,
0.03486020863056183,
-0.02880355902016163,
0.0055676731280982494,
-0.03953929990530014,
-0.026801353320479393,
0.03512703254818916,
0.011116739362478256,
0.001991433557122946,
0.04178611934185028,
0.006416534539312124,
0.023890096694231033,
0.0591733492910862,
0.03950962424278259,
0.010196724906563759,
0.0012089289957657456,
-0.020846812054514885,
-0.005727031733840704,
-0.0091877905651927,
-0.012101259082555771,
-0.018581097945570946,
-0.06309280544519424,
-0.019390294328331947,
-0.0028455571737140417,
0.013512085191905499,
-0.028780188411474228,
0.002487221034243703,
0.04560045897960663,
-0.005589104723185301,
-0.042431388050317764,
0.01201709546148777,
-0.06811261922121048,
-0.004226115997880697,
0.0039505199529230595,
-0.014838490635156631,
-0.03097001276910305,
-0.009737616404891014,
-0.01584986224770546,
-0.027943065389990807,
-0.022462261840701103,
0.004239252768456936,
-0.03386266157031059,
-0.047188807278871536,
0.003968624863773584,
-0.04782358929514885,
0.033400483429431915,
0.04437209293246269,
0.09092547744512558,
0.012386762537062168,
-0.04084048792719841,
-0.0327904038131237,
0.06372222304344177,
0.005914260633289814,
0.030759016051888466,
0.01771400310099125,
-0.07804485410451889,
0.011042842641472816,
-0.010366076603531837,
0.0035143678542226553,
0.012404900044202805,
0.06631272286176682,
0.06336655467748642,
-0.0011006625136360526,
0.0063804262317717075,
0.02012108452618122,
0.0031920333858579397,
-0.006297333166003227,
0.03422410413622856,
-0.014539752155542374,
-0.06115802749991417,
-0.0033117930870503187,
0.00012248170969542116,
0.03653997555375099,
-0.028807178139686584,
-0.06155365705490112,
0.04727501794695854,
-0.00905428733676672,
0.01978842169046402,
-0.022802866995334625,
-0.013747505843639374,
-0.030191125348210335,
-0.097036212682724,
-0.046299759298563004,
-0.027751561254262924,
-0.04938453063368797,
-0.0009206165559589863,
-0.019727079197764397,
-0.008703039959073067,
-0.035766784101724625,
0.03553219512104988,
0.008609709329903126,
-0.024161286652088165,
0.047544434666633606,
0.007786136586219072,
0.0164811909198761,
-0.010825548321008682,
0.06119171902537346,
0.02144969254732132,
0.025999020785093307,
0.0393456295132637,
-0.013239835388958454,
-0.027619095519185066,
-0.00415620906278491,
0.017684508115053177,
-0.006920533254742622,
0.03862021863460541,
-0.03527074307203293,
-0.013096694834530354,
0.013753592036664486,
0.015374785289168358,
-0.020638462156057358,
0.03288334235548973,
-0.0035285279154777527,
-0.05910632014274597,
-0.009419371373951435,
-0.03313778340816498,
-0.02669624239206314,
-0.01941550336778164,
0.007290157023817301,
0.020628323778510094,
-0.055362820625305176,
0.03379547595977783,
0.005464956630021334,
-0.009037752635776997,
0.06289435923099518,
-0.002710453001782298,
0.023351801559329033,
0.014101986773312092,
0.020717119798064232,
-0.030889134854078293,
0.017547814175486565,
-0.019105685874819756,
-0.042907342314720154,
0.04145919531583786,
-0.028151482343673706,
-0.010026476345956326,
0.02033374458551407,
-0.032469432801008224,
0.0052365767769515514,
0.018079064786434174,
0.08939183503389359,
-0.016192946583032608,
-0.007107309065759182,
-0.027868177741765976,
0.017475031316280365,
-0.01731434278190136,
0.018557554110884666,
-0.03732358664274216,
-0.05318889766931534,
-0.057313621044158936,
-0.02904566563665867,
-0.007401575334370136,
-0.0023841841612011194,
0.003292240435257554,
-0.04832152649760246,
-0.07923665642738342,
-0.021152261644601822,
0.05785786733031273,
-0.03561747446656227,
0.01562768593430519,
0.03909007087349892,
-0.010517743416130543,
0.033574800938367844,
0.029099831357598305,
-0.050303999334573746,
-0.05297524482011795,
0.0017405516700819135,
0.0026715353596955538,
0.06620971858501434,
0.004560268018394709,
-0.03263607621192932,
0.0021660125348716974,
0.07396812736988068,
-0.031008947640657425,
0.04691443219780922,
0.041970934718847275,
-0.00412617577239871,
-0.007880893535912037,
0.02613837830722332,
0.04419002681970596,
0.018837016075849533,
0.014126617461442947,
0.026624340564012527,
-0.025040633976459503,
0.029166577383875847,
0.028217710554599762,
0.052612029016017914,
-0.044484879821538925,
0.009074640460312366,
0.013602468185126781,
0.07762416452169418,
-0.029392186552286148,
0.04637797921895981,
0.0007938710041344166,
0.020985141396522522,
-0.005567727144807577,
0.07180114090442657,
0.00986390095204115,
-0.016442684456706047,
-0.021418172866106033,
0.006608931813389063,
0.028778959065675735,
0.029434936121106148,
-0.0722782239317894,
0.030497170984745026,
0.02127727121114731,
0.0016253492794930935,
-0.023582013323903084,
-0.004585964139550924,
0.01357005350291729,
-0.008399339392781258,
0.06180841103196144,
0.0166354700922966,
0.018560737371444702,
0.05986686050891876,
-0.0015840529231354594,
-0.033083487302064896,
-0.024036601185798645,
-0.032759301364421844,
0.0764283612370491,
0.04688674584031105,
-0.0385873056948185,
-0.04122057184576988,
-0.011655481532216072,
-0.06740698218345642,
0.019927969202399254,
-0.06672990322113037,
-0.0322987325489521,
0.00455905357375741,
0.03222661092877388,
-0.003695538267493248,
-0.04276525601744652,
0.028058556839823723,
-0.07545776665210724,
-0.008056248538196087,
0.005987915676087141,
0.012066798284649849,
0.031360503286123276,
0.001914886524900794,
-0.013380083255469799,
0.0637480840086937,
0.025002509355545044,
-0.029984500259160995,
0.030959056690335274,
0.02518679015338421,
-0.07446698099374771,
-0.0013870528200641274,
0.009076401591300964,
-0.08925066143274307,
-0.041934527456760406,
0.0401739627122879,
0.012706505134701729,
0.05929870903491974,
-0.03813380375504494,
0.045283231884241104,
0.028296155855059624,
0.02326379157602787,
-0.02463051676750183,
-0.05062038078904152,
0.06740958243608475,
-0.0038076420314610004,
-0.080506831407547,
-0.05600433796644211,
-0.03469935804605484,
-0.04292696341872215,
-0.03898589313030243,
0.06145365163683891,
-0.026063097640872,
0.02124411053955555,
0.014933940954506397,
0.009105660952627659,
-0.046879515051841736,
-0.035312723368406296,
-0.03921164572238922,
-0.011438848450779915,
-0.07940065860748291,
-0.008925871923565865,
0.006819264963269234,
-0.021645182743668556,
0.00401550717651844,
-0.10220694541931152,
-0.04584662616252899,
-0.007332818116992712,
0.023807883262634277,
0.00285191903822124,
-0.025112507864832878,
-0.024720972403883934,
-0.02110636979341507,
0.028856951743364334,
-0.0029500757809728384,
0.0018721431260928512,
-0.011027825064957142,
0.02281113900244236,
-0.030022652819752693,
0.009990314021706581,
-0.0623287595808506,
-0.022151485085487366,
0.0487540140748024,
-0.014708193019032478,
0.042921967804431915,
-0.005734897684305906,
0.014283284544944763,
0.0054585677571594715,
-0.008589552715420723,
-0.013675473630428314,
-0.023218544200062752,
0.07483180612325668,
-0.013507925905287266,
0.06343591958284378,
0.010260597802698612,
-0.017549246549606323,
-0.004964136518537998,
-0.004689610097557306,
0.018522651866078377,
-0.015140989795327187,
-0.012431151233613491,
-0.01142965629696846,
-0.03780001774430275,
0.04874188080430031,
-0.03940756618976593,
-0.040471747517585754,
0.01996113732457161,
0.03477572649717331
] |
<p>I am using R for last 4 months with basic test analysis, regression models, ANOVA etc. Now I am looking into a particular problem. In words problem can be stated like, </p>
<blockquote>
<p>A particular machine got a problem 'ABC', what will be the
probability (with certain statistical significance - pvalue) of
getting problem 'XYZ'.</p>
</blockquote>
<p>I have recreated data for reference:</p>
<pre><code>ESN,BUILDDATE,FAILEDDATE,FAILCODE
XYZ123,06-01-2010,07-12-2010,CCNI
XYZ123,06-01-2010,07-12-2010,FYDM
XYZ123,06-01-2010,25-01-2011,FBDD
XYZ123,06-01-2010,25-01-2011,FRQF
XYZ123,06-01-2010,25-01-2011,YYJQ
XYZ123,06-01-2010,17-03-2011,CCIT
XYZ123,06-01-2010,03-11-2011,FRQF
XYZ123,06-01-2010,03-11-2011,ZOFC
PBC221,06-01-2010,25-05-2011,FRQF
PBC221,06-01-2010,25-05-2011,JSDM
PBC221,06-01-2010,04-08-2011,FBPS
PBC221,06-01-2010,04-08-2011,IZBW
PBC221,06-01-2010,17-10-2011,FRIE
JKL343,06-01-2010,10-06-2010,FUJC
JKL343,06-01-2010,08-10-2010,CWHS
JKL343,06-01-2010,12-11-2010,FJDN
JKL343,06-01-2010,12-11-2010,FYDO
JKL343,06-01-2010,10-09-2011,FRQF
JKL343,06-01-2010,05-10-2011,VTEU
JKL343,06-01-2010,09-01-2012,FUDO
</code></pre>
<p>I want to prepare either probability chart or classification chart based on this type of data. Model should give results like probability of CCIT error after CCNI should be 0.xxx. </p>
<p>What I have tried till now is </p>
<p>1) Normal conditional probability of CCIT/CCNI - But that I did by dividing number of events, which gave me point probability without and significance values.</p>
<p>2) I used arules package to find out patterns. I am using following code for this:</p>
<pre><code>train<-split(claims$FAILCODE,claims$M_No)
listData <- list()
for (i in 1:length(train)) {
listData[[i]] <- as.character(train[[i]][!duplicated(train[[i]])]) #Line-A
}
trnsData <- as(listData,"transactions")
rules<-apriori(trnsData,parameter= list(support=.001,confidence=0.1,minlen=1))
</code></pre>
<p>This code is giving me answer in line with my requirements, but its not taking duplicates, as in for a single machine if a particular error happen twice algorithm is not accepting it in input. (in above code line mentioned with comment 'Line-A' is removing duplicate failcode.) So with this method I have two question:</p>
<p>a) How to check impact of a one type of fail multiple times?</p>
<p>b) Does this algorithm consider any sequence while preparing output? I mean when I am getting following output, it should be based on faildate. i.e. FBDD & FEQF should have happen before YYJQ. </p>
<pre><code> rules support confidence lift
1: {FBDD,FEQF} => {YYJQ} 0.001039655 0.2333333 1.018168
2: {YYJO} => {FRQF} 0.001039655 0.3684211 1.058719
</code></pre>
<p>I may be using wrong approach or using a package with wrong settings so please let me know how can I find solution of this problem.
Some important facts:</p>
<ol>
<li>I have more than 800 types of failcode </li>
<li>Particular machine might have failed 30-40times with same or different failcode.</li>
</ol>
|
g73977
|
[
0.014735606499016285,
-0.02768748812377453,
-0.011363383382558823,
-0.030059434473514557,
0.008816714398562908,
0.004676935262978077,
0.0634583830833435,
-0.012026356533169746,
-0.06411013007164001,
-0.013336108066141605,
-0.0467490516602993,
0.017179569229483604,
0.07900191843509674,
0.056344352662563324,
-0.010426914319396019,
0.008858400397002697,
0.040563564747571945,
-0.011899176053702831,
0.02614055573940277,
0.02298470214009285,
-0.01955680549144745,
0.04476640373468399,
-0.02515263482928276,
-0.024692166596651077,
-0.0565020851790905,
-0.043556053191423416,
-0.0034151775762438774,
0.03539712354540825,
-0.09420651197433472,
0.004489033482968807,
-0.02919788472354412,
0.01181760523468256,
0.04063368961215019,
-0.09451082348823547,
-0.04156036302447319,
0.004203964024782181,
0.04421984404325485,
0.008269226178526878,
0.0025504054501652718,
0.008438747376203537,
-0.027753181755542755,
-0.01632731966674328,
0.0546865351498127,
0.02106892690062523,
0.0038565476424992085,
-0.008332621306180954,
0.024596989154815674,
-0.0327160619199276,
0.0065655894577503204,
-0.022368120029568672,
0.015556243248283863,
0.05165347829461098,
0.03963981568813324,
-0.04901446774601936,
0.007565259467810392,
0.08094455301761627,
0.014939199201762676,
0.043467696756124496,
0.0012235208414494991,
0.012511899694800377,
-0.01164210308343172,
-0.012655369937419891,
-0.003563149832189083,
-0.013580034486949444,
0.038264643400907516,
0.021049072965979576,
0.011304466985166073,
0.019493233412504196,
0.02811744622886181,
-0.014905556105077267,
-0.030790697783231735,
-0.018792560324072838,
0.008134339936077595,
-0.028866542503237724,
-0.06007317453622818,
-0.011367212049663067,
-0.019509080797433853,
-0.0006344335852190852,
-0.029180552810430527,
0.08850420266389847,
-0.03760505095124245,
0.02184201590716839,
-0.0066554066725075245,
0.04722045734524727,
0.02307763881981373,
-0.006783956196159124,
-0.015940872952342033,
0.05029600113630295,
-0.029522987082600594,
0.04100813344120979,
-0.002845479641109705,
-0.05769308656454086,
0.0056909662671387196,
0.05526866391301155,
0.023656673729419708,
0.025489775463938713,
-0.0806378424167633,
-0.003998689819127321,
-0.025805475190281868,
-0.009906127117574215,
0.014058702625334263,
0.007112707477062941,
0.0229939091950655,
-0.09126638621091843,
-0.08110924065113068,
-0.038699887692928314,
0.030597630888223648,
0.04201716184616089,
-0.044908810406923294,
-0.005296883638948202,
-0.01821081154048443,
0.022874174639582634,
-0.0587954968214035,
-0.028354588896036148,
-0.02562801167368889,
-0.005652889609336853,
0.06564100831747055,
-0.02017625980079174,
-0.06440867483615875,
0.009035788476467133,
-0.02490542270243168,
-0.07414297014474869,
0.03227299824357033,
0.06157764792442322,
-0.04017873853445053,
-0.03776182606816292,
-0.05164540559053421,
0.07129260152578354,
0.08986323326826096,
-0.003564744256436825,
0.017393555492162704,
0.027979955077171326,
0.0034946587402373552,
0.07495549321174622,
-0.034793511033058167,
-0.02616995759308338,
0.02967038005590439,
0.04661599546670914,
0.021744947880506516,
-0.02058737352490425,
-0.010636000894010067,
-0.018878482282161713,
-0.04164515808224678,
-0.06486520171165466,
0.0017826739931479096,
-0.000017621854567551054,
-0.020830051973462105,
0.02913147397339344,
-0.02357759326696396,
-0.001004653051495552,
-0.005274803843349218,
0.025112047791481018,
-0.018657764419913292,
0.01674589142203331,
-0.006298671010881662,
0.008865337818861008,
-0.003205931279808283,
-0.0014735872391611338,
-0.03362015634775162,
0.04706383869051933,
0.03246781975030899,
-0.033510975539684296,
0.0006300174281932414,
0.0010273935040459037,
-0.04004959017038345,
0.06524491310119629,
-0.01150777842849493,
-0.023293793201446533,
-0.0015268268762156367,
-0.041670504957437515,
-0.01525786705315113,
0.014740614220499992,
0.008784512989223003,
-0.04820341244339943,
0.06863632798194885,
0.02856626734137535,
0.007716539315879345,
-0.04416927695274353,
0.055827751755714417,
-0.017874835059046745,
-0.004132755566388369,
0.047650471329689026,
0.025450188666582108,
-0.015420330688357353,
-0.04748180881142616,
-0.05235413834452629,
0.04232611134648323,
0.058700136840343475,
-0.005440407898277044,
-0.03903917968273163,
-0.04029284417629242,
-0.01942191831767559,
0.008807376958429813,
0.01510496623814106,
-0.014133086428046227,
-0.03541410714387894,
0.0015630741836503148,
-0.0284383837133646,
-0.00872430857270956,
0.038754940032958984,
0.06584860384464264,
-0.0019729509949684143,
-0.06569241732358932,
0.04997868463397026,
-0.05247824639081955,
0.013343902304768562,
-0.02271363139152527,
0.002059997757896781,
-0.05040474236011505,
0.014321941882371902,
0.054265595972537994,
-0.041491616517305374,
-0.02501549758017063,
0.06344864517450333,
-0.012864581309258938,
-0.024640891700983047,
0.0008587883785367012,
0.016561100259423256,
0.0074472310952842236,
-0.009152742102742195,
-0.010160191915929317,
-0.036502573639154434,
0.047012656927108765,
-0.036159418523311615,
0.0043285866267979145,
0.08321790397167206,
0.07338856160640717,
-0.006043790373951197,
-0.019613906741142273,
-0.017885906621813774,
-0.03530183434486389,
-0.047126494348049164,
-0.053343962877988815,
-0.06010983884334564,
0.06433092057704926,
-0.00945198629051447,
-0.01565796509385109,
-0.02356301061809063,
-0.028414461761713028,
-0.021002385765314102,
0.02308754064142704,
0.03275708854198456,
-0.058363672345876694,
-0.008297467604279518,
0.05615225061774254,
-0.03734120354056358,
0.02249034121632576,
-0.026424996554851532,
0.027956871315836906,
0.05146670341491699,
-0.024644985795021057,
0.029476599767804146,
-0.00844039861112833,
0.028621071949601173,
0.026877665892243385,
-0.018818246200680733,
0.0590396448969841,
0.03614826872944832,
0.07023098319768906,
0.04424092918634415,
-0.013243628665804863,
0.05078143998980522,
0.02179711125791073,
0.05587101727724075,
-0.029840407893061638,
0.034415703266859055,
-0.03162248060107231,
-0.01738959364593029,
-0.014326440170407295,
0.0048866793513298035,
-0.0678301751613617,
0.00008601226727478206,
0.04415227472782135,
0.023503225296735764,
0.018657119944691658,
0.05677717551589012,
0.016506986692547798,
-0.03873712196946144,
0.010346481576561928,
0.016644656658172607,
0.04536324739456177,
-0.08402791619300842,
0.05066904425621033,
0.033346183598041534,
0.03321089968085289,
-0.04293014109134674,
0.022122958675026894,
-0.015067832544445992,
-0.04041408374905586,
0.049118079245090485,
0.0007291410001926124,
0.0006914071273058653,
-0.0067974780686199665,
0.007090100087225437,
-0.0038391966372728348,
-0.06809236854314804,
-0.05711301416158676,
0.012306464836001396,
0.02947213128209114,
-0.015501990914344788,
-0.05055917799472809,
0.016983985900878906,
-0.01229924988001585,
-0.03858344629406929,
0.050532352179288864,
-0.0753801017999649,
-0.031305719166994095,
0.04035887122154236,
0.005848209373652935,
-0.012249574065208435,
-0.029560720548033714,
0.0018274742178618908,
-0.03865770995616913,
-0.05348391458392143,
0.008427071385085583,
0.006888934876769781,
0.009838765487074852,
0.010891552083194256,
0.035970184952020645,
-0.009833073243498802,
0.03345739468932152,
-0.013781683519482613,
0.011712034232914448,
-0.01088523119688034,
0.00757848285138607,
-0.0142420195043087,
-0.008469199761748314,
0.03633488342165947,
-0.0038572654593735933,
0.024862302467226982,
0.009329421445727348,
0.0030681451316922903,
0.03709585592150688,
-0.04781406372785568,
-0.02542678453028202,
-0.004715848248451948,
0.007968380115926266,
0.017090532928705215,
0.006145562045276165,
0.04482036083936691,
0.006413687951862812,
-0.015177303925156593,
0.0327937938272953,
-0.013641034252941608,
0.03362969681620598,
-0.006567593663930893,
0.021167071536183357,
0.057943638414144516,
0.028922230005264282,
-0.031008992344141006,
0.03608592972159386,
-0.03647999092936516,
0.02225416712462902,
-0.03472673147916794,
0.033324435353279114,
0.057046934962272644,
0.047558192163705826,
-0.006991957314312458,
-0.02952328696846962,
-0.002786057535558939,
0.03916330263018608,
-0.03410321846604347,
-0.01762978732585907,
0.020526736974716187,
0.04843805357813835,
0.06393356621265411,
0.0527314655482769,
0.05508299544453621,
0.07215724885463715,
-0.00980074517428875,
0.06573405116796494,
-0.04334108158946037,
0.03358142822980881,
-0.07097319513559341,
0.003288506530225277,
-0.021486621350049973,
0.02248523198068142,
-0.025348395109176636,
0.007409356534481049,
0.08423396944999695,
0.03668913617730141,
-0.012674359604716301,
-0.04381745308637619,
0.0021392416674643755,
-0.004700802732259035,
-0.008498654700815678,
0.008053596131503582,
0.01906280592083931,
0.023681767284870148,
-0.015127178281545639,
-0.008595546707510948,
-0.03490240499377251,
-0.0787905603647232,
0.04934338107705116,
0.042946428060531616,
-0.03671327978372574,
0.01072437223047018,
0.013970754109323025,
-0.04682497680187225,
0.040847375988960266,
-0.0701228529214859,
0.0032566343434154987,
0.0674959048628807,
0.03282330557703972,
-0.02853122539818287,
-0.06370711326599121,
-0.022357191890478134,
-0.03679296374320984,
0.03581290319561958,
0.03546818345785141,
-0.035977572202682495,
-0.05703577771782875,
-0.010459373705089092,
-0.00788983702659607,
0.0632023811340332,
-0.05416642501950264,
0.10204723477363586,
0.018050646409392357,
-0.0037524213548749685,
0.009307154454290867,
-0.013582673855125904,
0.03764529153704643,
-0.0032310611568391323,
-0.03160679712891579,
0.04255984351038933,
0.001680079149082303,
0.060618940740823746,
0.007788811344653368,
0.08010739833116531,
0.011564732529222965,
-0.026725079864263535,
-0.006792550440877676,
-0.030194776132702827,
0.009961100295186043,
0.013668841682374477,
0.0033782757818698883,
-0.007019159384071827,
0.03331626206636429,
-0.020185746252536774,
-0.02475871704518795,
-0.01298964861780405,
-0.04540561884641647,
-0.036455780267715454,
0.023463331162929535,
0.019872961565852165,
0.04329845681786537,
0.06079711392521858,
0.024225711822509766,
0.04756881669163704,
0.0610593743622303,
-0.0030996734276413918,
-0.00690798182040453,
0.011417591013014317,
0.017938004806637764,
0.04212142154574394,
-0.03287777677178383,
-0.006374018732458353,
0.0272507444024086,
0.035707324743270874,
0.04243052378296852,
0.02047077566385269,
-0.005232663359493017,
0.012941256165504456,
0.002336971927434206,
-0.033662647008895874,
-0.02587173692882061,
-0.04555012285709381,
-0.028224581852555275,
-0.011447998695075512,
-0.015101311728358269,
-0.019623879343271255,
-0.008723431266844273,
0.044463757425546646,
-0.01873701624572277,
0.028270451352000237,
0.04639602079987526,
0.0065645016729831696,
0.01611013524234295,
0.03515404462814331,
0.02414478361606598,
-0.01593109779059887,
-0.030812764540314674,
-0.025079544633626938,
0.01824573613703251,
-0.01615125499665737,
-0.01802600361406803,
0.03730665519833565,
-0.027202220633625984,
0.07646595686674118,
-0.021450063213706017,
0.007777702528983355,
-0.008500735275447369,
0.061608053743839264,
-0.004405680112540722,
0.03286629170179367,
-0.05848831683397293,
0.014694306999444962,
0.019680431112647057,
-0.013263572938740253,
-0.026983167976140976,
-0.048415422439575195,
-0.0020214570686221123,
0.005078501999378204,
-0.018949739634990692,
0.011017418466508389,
-0.05038287863135338,
0.028621764853596687,
0.0028526736423373222,
-0.031155912205576897,
-0.013932215049862862,
-0.03828622028231621,
-0.00810905173420906,
0.05006380379199982,
-0.022240567952394485,
-0.0008047546143643558,
-0.01690133661031723,
0.006273316685110331,
-0.012748686596751213,
-0.041701626032590866,
-0.0893145501613617,
-0.004255068022757769,
-0.004163045901805162,
0.0249105803668499,
-0.011072072200477123,
0.04065658897161484,
-0.03853263705968857,
0.0002594074758235365,
-0.06684889644384384,
0.01221900898963213,
-0.07448793947696686,
0.03418382257223129,
0.044089723378419876,
-0.020738109946250916,
-0.013866163790225983,
-0.014333778992295265,
-0.031252406537532806,
-0.0070453123189508915,
-0.003854190930724144,
-4.7079754494916415e-7,
-0.0423654280602932,
0.015721919015049934,
-0.0035797515884041786,
-0.03739134222269058,
-0.0026682212483137846,
-0.07251519709825516,
-0.03413543105125427,
-0.020765339955687523,
0.021650247275829315,
-0.023596106097102165,
-0.042062122374773026,
0.046371519565582275,
-0.0006141969934105873,
-0.02574045956134796,
0.012842738069593906,
-0.020762236788868904,
0.01974930800497532,
-0.0016273222863674164,
-0.0581849068403244,
-0.02315279096364975,
0.009381373412907124,
-0.048924122005701065,
-0.03799425810575485,
0.030248252674937248,
0.040317315608263016,
0.027816738933324814,
0.06561592221260071,
-0.02585017867386341,
-0.0272760521620512,
-0.05662525072693825,
0.06682474166154861,
0.014065193012356758,
-0.017664575949311256,
-0.01320429053157568,
-0.006053703371435404,
0.03324589505791664,
0.012801960110664368,
0.03499944880604744,
-0.018612803891301155,
0.015848906710743904,
-0.03202861174941063,
-0.023662634193897247,
-0.037162184715270996,
-0.061152324080467224,
0.003340792842209339,
-0.02521018125116825,
0.011673703789710999,
-0.005340870004147291,
0.003432590514421463,
-0.06232965365052223,
0.0006315369973890483,
-0.06956185400485992,
0.015507956966757774,
0.05294974520802498,
0.004032432567328215,
0.0001406232622684911,
-0.004072555340826511,
-0.03073735721409321,
-0.0023687949869781733,
-0.012196558527648449,
0.0014452600153163075,
-0.03547833859920502,
0.028932718560099602,
0.073522187769413,
-0.027914054691791534,
-0.039767034351825714,
0.016096072271466255,
-0.036284565925598145,
0.0097972946241498,
-0.013863627798855305,
0.03467394411563873,
-0.016225364059209824,
0.0011355378665030003,
0.00007980109512573108,
0.055839452892541885,
-0.008584698662161827,
-0.013491380959749222,
-0.03452864661812782,
0.01822546124458313,
-0.02286577597260475,
0.008414652198553085,
0.052677515894174576,
0.010699390433728695,
0.06302250176668167,
-0.006253855302929878,
0.0043288785964250565,
0.05242619663476944,
0.021392513066530228,
-0.043897513300180435,
0.08973927050828934,
-0.007132015191018581,
-0.03354497626423836,
-0.021768780425190926,
-0.0809457078576088,
-0.007707974873483181,
-0.08761223405599594,
0.04018408805131912,
-0.03208477050065994,
0.06430374085903168,
0.01077507995069027,
0.034999147057533264,
0.025461915880441666,
0.0743384137749672,
0.0016685143345966935,
-0.024706920608878136,
0.02614348940551281,
-0.010181712917983532,
0.04490017518401146,
0.0274089053273201,
-0.010323328897356987,
0.022621532902121544,
0.0744401067495346,
0.022677764296531677,
0.007826567627489567,
-0.018564259633421898,
0.00442248210310936,
0.007293025031685829,
0.0664171651005745,
0.021400054916739464,
-0.012587417848408222,
-0.0607999712228775,
-0.039573777467012405,
-0.06827427446842194,
-0.04965832456946373,
-0.022147025913000107,
0.06395267695188522,
0.03708802908658981,
0.0141258230432868,
-0.010423731058835983,
0.02294710837304592,
-0.07142526656389236,
-0.013755233027040958,
0.0008915505022741854,
-0.03033108450472355,
0.021541407331824303,
0.03037615865468979,
-0.05258358269929886,
0.032453812658786774,
0.0008300859481096268,
-0.008749742992222309,
-0.02455952577292919,
-0.058190710842609406,
0.02379586361348629,
0.016015533357858658,
-0.03128252550959587,
0.07109095901250839,
0.07416301220655441,
-0.03843430057168007,
0.005664445925503969,
-0.007071441039443016,
-0.05341001972556114,
-0.022187886759638786,
-0.027462614700198174,
0.03898877277970314,
-0.016172142699360847,
-0.029980411753058434,
-0.012770800851285458,
-0.042669303715229034,
0.007377016823738813,
0.03989255428314209,
0.03921544551849365,
-0.006530168000608683,
0.09879785776138306,
-0.006109905429184437,
-0.013112541288137436,
-0.016900209710001945,
0.0027039130218327045,
-0.061338383704423904,
0.021707605570554733,
-0.01174311712384224,
-0.05326079577207565,
-0.03271017596125603,
0.015569649636745453,
-0.06690807640552521,
0.012198378331959248,
-0.06979234516620636,
-0.01879079081118107,
0.015163974836468697,
-0.017394181340932846,
-0.023196280002593994,
0.04927334561944008,
-0.018978655338287354,
-0.027541594579815865,
-0.06604058295488358,
0.06418407708406448,
0.011331326328217983,
-0.012337309308350086,
-0.005575971677899361,
0.08963882178068161,
-0.02334769070148468,
-0.04325993359088898,
-0.015579902566969395,
-0.035424571484327316,
-0.07582039386034012,
0.03591430187225342,
0.05927440896630287,
0.031207459047436714,
-0.029302900657057762,
0.004603677894920111,
-0.014406089670956135,
-0.026203196495771408,
-0.027639290317893028,
0.015448586083948612,
0.022847898304462433,
0.041849780827760696,
-0.021115802228450775,
-0.036820389330387115,
-0.05357009917497635,
-0.02547800913453102,
-0.015040519647300243,
0.0025017294101417065,
-0.07207878679037094,
-0.026589199900627136,
-0.04888884723186493,
0.0154388677328825,
-0.005152261350303888,
0.006396360229700804,
0.033925674855709076,
0.033919863402843475,
0.07379204779863358,
-0.059880517423152924,
0.031217927113175392,
0.033702313899993896,
-0.05222859978675842,
0.0020104586146771908,
-0.00046692549949511886,
0.02037019282579422,
0.005661442410200834,
0.026018738746643066
] |
<p>I want to test whether changes in Hemoglobin (Hgb) levels over time can help diagnose Myelodysplastic syndrome (MDS).</p>
<p>I have a cohort of thousands of patients.
Each patient has several Hgb measurements over a period of 3 years.
Measurements are unevenly spaced and few (anything from two to 4 measurements).</p>
<p>My questions:
1. Is a time series the correct model for me considering I have so few observation over time for each subject ? if not how do I analyze the trend ?
2. If I should use a time series, I thought of tagging each lab measurement by its year so as to make the measurements evenly spaced (this seems sensible enough from a physiological perspective). Is this valid ? Is there a better way to handle the inequality of measurement spacing ?
3. What do I use to compare trends between two groups ?</p>
<p>I would be most obliged if you could refer me to the appropriate further reading</p>
<p>Thank you ! </p>
|
g36573
|
[
-0.026779145002365112,
0.03322983533143997,
-0.0016239882679656148,
-0.013301852159202099,
-0.04338659346103668,
0.009809108451008797,
0.06576070189476013,
0.04344150424003601,
-0.028581511229276657,
0.0007776267593726516,
0.010649817995727062,
0.01485610194504261,
0.024002153426408768,
0.0446072481572628,
-0.00956440158188343,
-0.02777908556163311,
-0.025165967643260956,
-0.02226685918867588,
-0.03795003518462181,
0.04517971724271774,
0.02118334174156189,
0.022350164130330086,
-0.027150042355060577,
0.004867332521826029,
0.0068120285868644714,
0.03355540335178375,
-0.003087628399953246,
0.051978468894958496,
0.024407612159848213,
-0.0029161779675632715,
0.005793476477265358,
0.018119871616363525,
0.032358258962631226,
-0.02008071541786194,
0.03032257780432701,
-0.02093692123889923,
-0.032865382730960846,
0.03972497954964638,
0.00927396398037672,
0.058840446174144745,
0.04493861645460129,
-0.024280937388539314,
0.042366135865449905,
-0.012432394549250603,
0.016927074640989304,
-0.004592864774167538,
-0.04249097779393196,
-0.0035428970586508512,
0.010059347376227379,
0.03188221901655197,
0.01736169122159481,
0.04040851816534996,
0.008490260690450668,
0.02332194149494171,
0.005498610902577639,
0.002780280774459243,
-0.027469873428344727,
0.0337735153734684,
0.01844129152595997,
-0.007017046213150024,
0.001455321442335844,
0.043227892369031906,
-0.07002490758895874,
-0.05429249256849289,
0.02907995507121086,
-0.02790084108710289,
0.006878191139549017,
-0.03759457916021347,
-0.004647859372198582,
-0.04097534343600273,
-0.012304173782467842,
-0.00980423390865326,
0.011927307583391666,
0.007117898669093847,
-0.039932046085596085,
-0.0016598035581409931,
-0.0400841049849987,
0.028893902897834778,
-0.005121288821101189,
0.0101301996037364,
-0.0017888469155877829,
0.05512244626879692,
0.017382116988301277,
0.02924218587577343,
0.08250141143798828,
0.009395739063620567,
0.028452344238758087,
-0.01643967069685459,
0.07477281242609024,
0.04820884391665459,
0.02788620814681053,
-0.0014151751529425383,
0.09442512691020966,
0.029414908960461617,
-0.019956830888986588,
-0.003802384715527296,
0.008819053880870342,
0.014082600362598896,
-0.05100591480731964,
0.011888990178704262,
-0.03420653194189072,
-0.026506945490837097,
-0.018993668258190155,
-0.010205493308603764,
-0.0641075074672699,
-0.030173376202583313,
0.03267398476600647,
-0.002800003159791231,
-0.02078302949666977,
-0.00671866862103343,
-0.05955543741583824,
0.028043905273079872,
-0.052995648235082626,
0.025497201830148697,
-0.0016709902556613088,
0.0012337996158748865,
0.04335353896021843,
0.014735191129148006,
-0.038363002240657806,
-0.058943383395671844,
0.04804084077477455,
-0.008733583614230156,
-0.011298926547169685,
0.03481924533843994,
-0.06368302553892136,
-0.02987856976687908,
-0.050088804215192795,
0.04273924604058266,
-0.025392550975084305,
0.06625539064407349,
-0.01623387448489666,
-0.004064585547894239,
0.003710855031386018,
0.06786482781171799,
0.007345477119088173,
0.005294558126479387,
0.05215545371174812,
0.09124141931533813,
-0.01920694299042225,
0.008512957952916622,
-0.0240279920399189,
-0.04680565372109413,
-0.012198825366795063,
-0.04050546512007713,
0.008973871357738972,
0.042207103222608566,
-0.015771696344017982,
-0.025358816608786583,
0.040009643882513046,
-0.003387155244126916,
-0.011237472295761108,
0.05917138606309891,
0.01729850471019745,
-0.01366303488612175,
-0.05030147731304169,
-0.00923730805516243,
-0.0562596395611763,
0.05479428917169571,
-0.014211862348020077,
-0.00708538293838501,
-0.03154550865292549,
-0.038287777453660965,
-0.02916589565575123,
0.024677330628037453,
-0.008993522264063358,
-0.030902763828635216,
0.016777485609054565,
0.00492037832736969,
0.004960293881595135,
-0.04405343160033226,
-0.005455754231661558,
-0.03089599870145321,
0.001911649014800787,
0.03359624743461609,
-0.0001265601022168994,
0.04905451089143753,
0.03429907560348511,
-0.009430933743715286,
0.0360090397298336,
0.03329871967434883,
-0.005156409926712513,
0.03580328822135925,
0.040278103202581406,
-0.06902369856834412,
-0.00916287675499916,
0.03349538892507553,
0.025466682389378548,
-0.02993328869342804,
-0.0026070536114275455,
-0.015197192318737507,
0.005035637877881527,
-0.034406207501888275,
-0.025805458426475525,
-0.001283372868783772,
0.017890581861138344,
-0.028960224241018295,
0.01903686486184597,
-0.05897964909672737,
-0.00592223322018981,
-0.04657894745469093,
-0.013203820213675499,
-0.002524625975638628,
-0.06072423607110977,
0.0575529970228672,
-0.01766301319003105,
-0.020088624209165573,
0.039543088525533676,
0.0026064252015203238,
0.011153815314173698,
-0.0015994716668501496,
0.01869017817080021,
0.03059971146285534,
-0.06334073841571808,
0.03685396909713745,
-0.030183952301740646,
-0.023444250226020813,
-0.04442903399467468,
0.044857949018478394,
0.06849642097949982,
0.005598054267466068,
-0.04982002452015877,
-0.008793853223323822,
0.027925439178943634,
-0.007841655984520912,
0.03498809039592743,
-0.03322935476899147,
0.005643411539494991,
0.008100584149360657,
0.009995326399803162,
-0.037986598908901215,
-0.02901976741850376,
-0.004084054846316576,
0.017214933410286903,
-0.085781030356884,
0.00460408441722393,
0.04411837458610535,
-0.036050617694854736,
-0.032840289175510406,
-0.011063550598919392,
0.03978731855750084,
-0.013441870920360088,
0.0008012127946130931,
-0.017409181222319603,
-0.03908989578485489,
0.05901741981506348,
-0.05664301663637161,
0.04885062202811241,
0.041824277490377426,
0.05131186917424202,
0.09877467155456543,
0.0023210213985294104,
0.029299963265657425,
0.011344685219228268,
-0.061541371047496796,
-0.017535056918859482,
0.004293364938348532,
0.005818653851747513,
0.017461124807596207,
0.012247921898961067,
0.06406480073928833,
0.0410948321223259,
-0.010776476003229618,
-0.01109581720083952,
0.0007693328079767525,
-0.033143721520900726,
-0.08246820420026779,
0.021611301228404045,
-0.11431685090065002,
-0.01530629675835371,
-0.03395058959722519,
0.036762118339538574,
0.006620460655540228,
0.06129307299852371,
0.01825241930782795,
-0.004527456592768431,
0.0043296050280332565,
-0.023863133043050766,
-0.012788387946784496,
0.01557593047618866,
-0.007647250313311815,
0.005863366182893515,
-0.0594913475215435,
-0.015586590394377708,
-0.008655115030705929,
0.04548606649041176,
0.08740866929292679,
0.08451230823993683,
-0.037924665957689285,
-0.014718358404934406,
0.04805337265133858,
-0.01362231932580471,
-0.022550079971551895,
0.0008940381812863052,
-0.008466389030218124,
-0.06938006728887558,
0.01868724822998047,
0.015463799238204956,
-0.07151710987091064,
0.01842520385980606,
0.004552347119897604,
-0.03672667220234871,
0.011831371113657951,
0.03998682275414467,
0.007273695431649685,
0.042324814945459366,
-0.015817180275917053,
-0.054912019520998,
-0.02083824761211872,
0.011161311529576778,
0.023152653127908707,
0.027206284925341606,
-0.037686727941036224,
0.007082181982696056,
-0.019431835040450096,
0.028179926797747612,
-0.02715868130326271,
0.011516712605953217,
0.0036668949760496616,
-0.021408822387456894,
-0.011382745578885078,
0.05577582120895386,
-0.05439511686563492,
0.037565845996141434,
-0.04272640869021416,
-0.0169543344527483,
0.020211385563015938,
0.011901787482202053,
-0.019635867327451706,
-0.15715916454792023,
0.06646881252527237,
0.01379923615604639,
0.010277698747813702,
-0.032004475593566895,
-0.0014362556394189596,
0.015550493262708187,
-0.042727746069431305,
0.037858910858631134,
-0.051378969103097916,
0.029803982004523277,
0.04606516659259796,
-0.006418597884476185,
-0.012871927581727505,
0.006911736447364092,
-0.018588218837976456,
0.028519010171294212,
-0.05522462725639343,
0.029332267120480537,
0.04070277139544487,
-0.013157790526747704,
-0.002285049296915531,
0.021836508065462112,
-0.02200443297624588,
0.04028583690524101,
-0.05396294966340065,
0.05148676782846451,
0.0008036550134420395,
0.008786123245954514,
-0.010947254486382008,
0.03737460449337959,
-0.0344860702753067,
-0.041272226721048355,
0.007628832012414932,
-0.05691396817564964,
0.021561503410339355,
-0.01823905110359192,
0.019766338169574738,
0.0558517649769783,
0.06985874474048615,
0.08871473371982574,
-0.0496116541326046,
-0.035059113055467606,
0.026134302839636803,
0.01568138413131237,
-0.07014729827642441,
0.01941385492682457,
-0.018447337672114372,
0.01176629588007927,
0.025299282744526863,
0.02527576871216297,
0.055923573672771454,
0.003900635289028287,
0.019123464822769165,
-0.008847177028656006,
-0.017474353313446045,
-0.0357842855155468,
-0.01302628219127655,
0.015315767377614975,
0.007555319927632809,
-0.03314688801765442,
-0.027949519455432892,
-0.006704722065478563,
0.001432513352483511,
-0.03240480646491051,
0.018443454056978226,
0.001805846462957561,
-0.022543612867593765,
-0.016670573502779007,
0.05592663586139679,
0.0240030474960804,
0.02832305058836937,
0.00401537399739027,
-0.05655535310506821,
-0.011457392014563084,
0.03859135881066322,
-0.06858980655670166,
0.0018236155156046152,
-0.01990497298538685,
0.010183863341808319,
0.016999369487166405,
0.0885976031422615,
-0.004799392074346542,
0.023641614243388176,
0.034501854330301285,
-0.0325411856174469,
0.016619844362139702,
0.05118471011519432,
0.05143022537231445,
-0.09624180197715759,
-0.038488708436489105,
0.06176666542887688,
0.04235340654850006,
0.024538733065128326,
-0.010335749015212059,
-0.022303257137537003,
0.006154744420200586,
0.026030391454696655,
0.011198336258530617,
0.00422251271083951,
0.014456963166594505,
-0.012081011198461056,
-0.0019455854780972004,
0.025880560278892517,
0.003496184479445219,
0.05486027151346207,
0.035824716091156006,
0.015267139300704002,
0.012226961553096771,
0.0033723677042871714,
0.002971153473481536,
-0.007325649727135897,
-0.016735002398490906,
-0.06281806528568268,
-0.018030354753136635,
0.028760893270373344,
-0.036087747663259506,
0.011922062374651432,
-0.03766966611146927,
0.00725833373144269,
0.003929460886865854,
0.030890347436070442,
-0.03651302307844162,
0.023420438170433044,
-0.050642699003219604,
-0.005563173908740282,
-0.02612655609846115,
-0.05484478548169136,
0.03164855018258095,
0.02069818787276745,
0.09566430002450943,
0.06430497020483017,
-0.053415220230817795,
-0.05638901889324188,
-0.014925121329724789,
-0.061208873987197876,
-0.025425303727388382,
-0.06057920679450035,
-0.005143058951944113,
0.01092808973044157,
0.02667468786239624,
-0.03161317855119705,
-0.031967099756002426,
-0.00040251819882541895,
0.03860052675008774,
-0.05309833586215973,
-0.019412394613027573,
-0.020684022456407547,
-0.010144969448447227,
-0.019085340201854706,
0.0345245860517025,
-0.02910168655216694,
0.013124230317771435,
-0.009985720738768578,
0.07541762292385101,
-0.008825493045151234,
-0.004466045182198286,
0.011130060069262981,
0.0012445724569261074,
-0.06769963353872299,
0.05266241729259491,
0.026872271671891212,
0.023405876010656357,
-0.014554690569639206,
0.07937198877334595,
-0.003940004855394363,
0.03673313558101654,
-0.008410254493355751,
0.05698161944746971,
-0.014988373965024948,
-0.016514476388692856,
-0.09894979000091553,
0.009342534467577934,
0.09777497500181198,
-0.0014224899932742119,
-0.010017319582402706,
-0.004185946192592382,
0.020871972665190697,
0.010348314419388771,
-0.061792563647031784,
0.019869688898324966,
0.044082969427108765,
-0.05981958284974098,
-0.023114195093512535,
0.0378531850874424,
0.08359303325414658,
-0.029950125142931938,
-0.038519486784935,
-0.01837443746626377,
0.029988177120685577,
0.006084053311496973,
-0.03022104501724243,
-0.046102818101644516,
-0.022294698283076286,
0.047698263078927994,
0.07379565387964249,
0.04882357269525528,
-0.06645967811346054,
-0.0652737095952034,
0.021096110343933105,
-0.009598440490663052,
-0.013441747985780239,
0.019586099311709404,
-0.0014634310500696301,
-0.027454525232315063,
-0.03061416558921337,
-0.0318424254655838,
-0.0019512551371008158,
-0.0333469957113266,
0.026272980496287346,
-0.012755115516483784,
-0.0019225113792344928,
-0.10230323672294617,
-0.016690827906131744,
0.014507193118333817,
-0.04341275990009308,
-0.005128203425556421,
-0.06442553550004959,
0.008005475625395775,
-0.08894100040197372,
-0.020223690196871758,
0.011630930006504059,
-0.004399214405566454,
-0.0297987200319767,
-0.0017319488106295466,
0.0004048012779094279,
0.03467273339629173,
-0.022450517863035202,
-0.02730238065123558,
-0.008991606533527374,
-0.014625289477407932,
0.004708394408226013,
0.026536716148257256,
-0.012000479735434055,
-0.007566879037767649,
0.014663157984614372,
0.013615471310913563,
-0.03552820533514023,
-0.03456876799464226,
-0.014919408597052097,
0.025123383849859238,
0.0019616319332271814,
0.02814050018787384,
-0.053176578134298325,
0.02741464227437973,
0.023536553606390953,
0.0026573629584163427,
0.07878050208091736,
-0.004849247634410858,
-0.0022766224574297667,
-0.0005572600057348609,
0.03265085816383362,
-0.06398189812898636,
0.0675516426563263,
-0.001476038945838809,
0.06424730271100998,
-0.0278939101845026,
0.05856596305966377,
0.02527022548019886,
0.025666404515504837,
-0.019636107608675957,
0.0017073482740670443,
-0.01696028560400009,
-0.06916295737028122,
-0.023689746856689453,
0.00720196170732379,
-0.03951965644955635,
-0.022258589044213295,
-0.028409672901034355,
-0.00940533634275198,
0.0024929489009082317,
-0.04711874946951866,
0.038978490978479385,
-0.03016544319689274,
0.01108990516513586,
-0.09941385686397552,
0.018244169652462006,
-0.0028694486245512962,
-0.003928065299987793,
0.004592916462570429,
0.02299875020980835,
-0.06314808875322342,
0.03379490226507187,
-0.034293174743652344,
-0.008004451170563698,
0.03481645882129669,
0.04967080056667328,
-0.01670057326555252,
-0.02838909439742565,
0.03224131092429161,
-0.057005107402801514,
0.03672940284013748,
-0.04672059044241905,
-0.01761707104742527,
-0.0062277307733893394,
-0.03595780208706856,
0.02475675940513611,
0.07847458124160767,
-0.03807603567838669,
-0.04822873696684837,
-0.003959282301366329,
0.0010061218636110425,
-0.0021609526593238115,
-0.02333834581077099,
-0.04685015231370926,
0.05947023630142212,
-0.023157978430390358,
0.004624973051249981,
-0.053014010190963745,
0.04290246590971947,
-0.01602964848279953,
0.00635151332244277,
0.031585223972797394,
0.007647527381777763,
-0.050431929528713226,
-0.01578831672668457,
0.03353063017129898,
0.04626227542757988,
0.048108961433172226,
0.06068944185972214,
0.021749237552285194,
0.04173696041107178,
-0.002152201486751437,
0.008683813735842705,
0.0010069705313071609,
-0.00653082737699151,
0.01301755104213953,
0.08165127784013748,
0.07011404633522034,
-0.01754342019557953,
0.041932277381420135,
-0.010619943961501122,
-0.0408821739256382,
-0.011778985150158405,
0.006691226735711098,
-0.003427993506193161,
0.000043865820771316066,
0.056578557938337326,
0.03466372191905975,
-0.03730420395731926,
0.057946301996707916,
-0.05246919393539429,
-0.0008155565592460334,
0.029631074517965317,
-0.032085876911878586,
0.004188574850559235,
0.06399993598461151,
0.06953433156013489,
-0.03138289600610733,
-0.019038736820220947,
-0.01642633229494095,
0.04155237227678299,
-0.02623588778078556,
-0.024040725082159042,
0.017432916909456253,
0.022680239751935005,
-0.002499812515452504,
0.07164844125509262,
-0.08091560751199722,
-0.018690075725317,
0.04174035042524338,
-0.009024275466799736,
-0.06440775096416473,
-0.049922455102205276,
-0.05219987779855728,
-0.010818742215633392,
0.010157356038689613,
0.010022085160017014,
0.008734200149774551,
0.027726083993911743,
-0.036688290536403656,
0.025598086416721344,
-0.019627222791314125,
-0.017211802303791046,
0.02344399131834507,
-0.0028976951725780964,
0.001310888328589499,
-0.014529394917190075,
-0.05105491727590561,
-0.017169613391160965,
0.013323922641575336,
-0.032373227179050446,
0.0025379005819559097,
0.0012755405623465776,
0.02445463091135025,
-0.025677070021629333,
0.02739814855158329,
-0.006211121566593647,
-0.008890694007277489,
-0.11688414216041565,
-0.020908435806632042,
-0.0396675243973732,
-0.08685919642448425,
-0.03595588728785515,
0.006147740408778191,
-0.02027788758277893,
-0.0074194432236254215,
-0.0867234468460083,
0.019968833774328232,
0.028299495577812195,
0.028469370678067207,
0.004429786466062069,
-0.025331242009997368,
-0.025780905038118362,
0.024423304945230484,
-0.01846376061439514,
0.018480567261576653,
0.0034444432239979506,
0.060594551265239716,
-0.01486605778336525,
-0.04549012333154678,
0.013218143954873085,
-0.03103155642747879,
0.008065459318459034,
-0.011686926707625389,
0.016022389754652977,
0.044812969863414764,
0.06319817900657654,
-0.0029424126259982586,
0.00602568918839097,
0.05704262852668762,
-0.0372067391872406,
-0.03399310261011124,
-0.0008811340667307377,
0.013695995323359966,
0.07225125283002853,
-0.01829242706298828,
0.005721261724829674,
0.06961216032505035,
-0.006867597345262766,
0.016169501468539238,
0.0026221598964184523,
-0.001088844845071435,
-0.039473436772823334,
-0.04105450585484505,
0.03454906493425369,
-0.009232274256646633,
-0.01016329973936081,
-0.00023400905774906278,
0.005704218987375498
] |
<p>I am working on data prediction. Given data of a random variable $X$ and $Y$, find out how to predict $Y$ from $X$. I know how to do it by linear regression, $\hat{Y} = kX + b$.</p>
<p>But, here, $X$ is always non-negative and $Y$ is required to be non-negative. Sometimes, $b$ is not non-negative so that $y < 0$. How to assure that $b > 0$ and also minimize the prediction error?</p>
<p>Are there other better ways (not regression) to do the prediction ?</p>
|
g73978
|
[
0.037310369312763214,
-0.04823955148458481,
0.009260139428079128,
0.016470065340399742,
-0.010333034209907055,
-0.06349210441112518,
-0.022619551047682762,
0.0020711091347038746,
-0.048613499850034714,
-0.06050176918506622,
0.028499407693743706,
0.03409266471862793,
0.037206925451755524,
0.03579575940966606,
0.027448194101452827,
0.01506788469851017,
0.04308139160275459,
-0.0333283394575119,
0.02970265783369541,
0.030291320756077766,
0.019046396017074585,
0.03601069003343582,
0.020992016419768333,
0.030885914340615273,
-0.010593930259346962,
-0.024952052161097527,
-0.060633525252342224,
0.061789169907569885,
-0.020512189716100693,
0.026220044121146202,
-0.005658366251736879,
-0.012913858518004417,
0.0277370885014534,
-0.020491039380431175,
-0.016730470582842827,
0.006975546013563871,
0.01860700733959675,
-0.006124801002442837,
-0.02312609739601612,
0.033819157630205154,
0.03520110249519348,
-0.002458845032379031,
0.05242491140961647,
0.056600313633680344,
-0.0005675810971297324,
-0.022418657317757607,
0.02278907783329487,
-0.004285858944058418,
0.011535359546542168,
0.03852049633860588,
0.005551599431782961,
-0.001875102985650301,
0.011461544781923294,
-0.046563636511564255,
0.0321044847369194,
0.05323677137494087,
0.03249634429812431,
-0.019315028563141823,
-0.037944380193948746,
-0.021413039416074753,
0.05651159584522247,
-0.03436671197414398,
-0.019115539267659187,
-0.0041556344367563725,
0.011535932309925556,
0.020331131294369698,
-0.09646713733673096,
0.009728267788887024,
-0.014126814901828766,
0.04794282838702202,
0.009895500726997852,
0.05868702381849289,
0.022826362401247025,
0.009018576703965664,
-0.07591912150382996,
0.011127148754894733,
0.025580666959285736,
0.052281271666288376,
-0.020294543355703354,
0.03228958696126938,
-0.005385712720453739,
-0.004794847220182419,
0.03332093730568886,
-0.04139368236064911,
-0.05534818768501282,
0.013802860863506794,
0.040768396109342575,
-0.004539120011031628,
0.0181436650454998,
-0.03292126581072807,
-0.03506489470601082,
0.006439081393182278,
0.10869936645030975,
0.04390290006995201,
0.029830414801836014,
0.05511654540896416,
-0.057406291365623474,
0.011486442759633064,
0.04008478671312332,
-0.018891097977757454,
0.044108398258686066,
0.07115144282579422,
-0.015622005797922611,
-0.03019740618765354,
-0.050103697925806046,
-0.020125538110733032,
0.05211639404296875,
-0.003143428359180689,
-0.0017844708636403084,
-0.0745718851685524,
-0.0711778923869133,
0.026202034205198288,
-0.04654015973210335,
-0.04526204243302345,
-0.04903341457247734,
0.012253371067345142,
0.017254164442420006,
-0.04686255007982254,
0.02556150034070015,
0.02840477041900158,
0.030324053019285202,
0.013545137830078602,
0.02166416123509407,
0.02882196009159088,
-0.01521845068782568,
0.03913121297955513,
-0.04910198971629143,
0.04942849650979042,
0.0624873973429203,
0.022455258294939995,
0.03551027923822403,
0.0006886228220537305,
-0.04459517449140549,
0.021502627059817314,
0.052081458270549774,
0.059402965009212494,
-0.045320700854063034,
0.004513503517955542,
0.09228900074958801,
0.007848834618926048,
-0.022619014605879784,
0.025178711861371994,
-0.017456136643886566,
-0.0075309500098228455,
-0.04118846356868744,
-0.00952677708119154,
-0.0038829143159091473,
0.011285553686320782,
-0.03557579591870308,
0.06336688995361328,
-0.021332381293177605,
0.028721464797854424,
0.047877028584480286,
0.0019490080885589123,
-0.028820516541600227,
-0.016681237146258354,
0.08947254717350006,
-0.020738931372761726,
0.05001441761851311,
-0.007587937638163567,
0.05612579360604286,
-0.03702395409345627,
0.07115641236305237,
-0.0001478534541092813,
0.02282891422510147,
-0.02940080687403679,
-0.053473278880119324,
-0.017172710970044136,
-0.013754190877079964,
0.023434937000274658,
0.011729536578059196,
-0.03669135272502899,
0.04989178851246834,
-0.034343283623456955,
0.07034315168857574,
0.018145157024264336,
-0.0034738946706056595,
-0.010601010173559189,
-0.009283430874347687,
-0.006574917118996382,
0.0021847374737262726,
0.0064637023024261,
0.041454166173934937,
0.021397409960627556,
-0.027452804148197174,
-0.01763124391436577,
-0.005662315059453249,
0.11914779990911484,
-0.023665081709623337,
-0.06147533655166626,
-0.037198759615421295,
0.006132516078650951,
-0.012646596878767014,
-0.04727226868271828,
-0.0282581839710474,
0.04062841832637787,
0.03178493678569794,
-0.05137142911553383,
-0.027616353705525398,
0.002695079892873764,
-0.007211899850517511,
0.029115978628396988,
-0.013735409826040268,
0.04958667233586311,
-0.026958659291267395,
-0.005638557486236095,
-0.006918549537658691,
-0.03910433501005173,
0.022596070542931557,
-0.015851957723498344,
0.012903425842523575,
-0.0075369845144450665,
0.014827798120677471,
0.0012941408203914762,
0.011560766957700253,
-0.024912066757678986,
-0.0026846963446587324,
0.022228363901376724,
0.0010803485056385398,
-0.01801304705440998,
-0.09780976921319962,
-0.013618902303278446,
0.0076535046100616455,
0.016323715448379517,
-0.009143088944256306,
0.07879578322172165,
0.09204166382551193,
0.013501490466296673,
-0.01146406214684248,
-0.03929996117949486,
-0.05759985372424126,
-0.07298754900693893,
-0.021842757239937782,
0.010164241306483746,
0.04332967475056648,
0.0014860858209431171,
0.039070989936590195,
0.022407058626413345,
-0.003074768465012312,
0.05016183480620384,
0.019318729639053345,
0.011108024045825005,
-0.0003646030090749264,
0.09699589014053345,
0.00794749241322279,
-0.029021838679909706,
0.002910434268414974,
-0.018528059124946594,
0.003581069642677903,
0.01698176935315132,
-0.013915347866714,
0.09278549998998642,
0.005920454394072294,
-0.07553160190582275,
-0.02787102945148945,
-0.043713558465242386,
-0.01756076142191887,
0.04359816387295723,
-0.015475239604711533,
-0.009149985387921333,
0.003988425247371197,
-0.001003520330414176,
-0.03795415908098221,
-0.010463635437190533,
-0.047565754503011703,
-0.005900633055716753,
-0.043871209025382996,
0.029057113453745842,
0.02834690548479557,
0.06069279462099075,
-0.013847765512764454,
0.01087917946279049,
0.03702492639422417,
-0.018748966977000237,
0.029267044737935066,
-0.0042701889760792255,
-0.026436077430844307,
0.03875520080327988,
0.03381254896521568,
0.021811140701174736,
0.05789743736386299,
-0.0032864175736904144,
-0.029448376968503,
-0.008916652761399746,
-0.0066335671581327915,
0.035832542926073074,
0.0669996365904808,
-0.009859675541520119,
0.01979193463921547,
0.0816652774810791,
-0.01634799689054489,
-0.035462018102407455,
0.0174728874117136,
0.009037074632942677,
-0.002974957460537553,
-0.026998739689588547,
-0.014855746179819107,
-0.006662722211331129,
0.014654036611318588,
0.004241465590894222,
-0.06302864849567413,
0.014217198826372623,
0.033918119966983795,
-0.02894151769578457,
0.00929995533078909,
-0.0804036483168602,
-0.05461674928665161,
-0.010883844457566738,
0.042073480784893036,
-0.04848824068903923,
0.010305271483957767,
-0.04055091738700867,
0.034676894545555115,
-0.021970491856336594,
-0.017390191555023193,
-0.025262046605348587,
-0.07185923308134079,
0.03955459222197533,
0.05681850388646126,
0.011574595235288143,
0.030914433300495148,
-0.05210096016526222,
0.032809264957904816,
0.053495097905397415,
-0.01141141913831234,
-0.01203089952468872,
-0.029704468324780464,
0.009669357910752296,
-0.01808301731944084,
0.025765644386410713,
0.024370798841118813,
0.08232612162828445,
-0.01452538464218378,
-0.03958168998360634,
-0.018740404397249222,
-0.03578419238328934,
0.021042902022600174,
-0.07642608880996704,
-0.0428902730345726,
0.11055862903594971,
0.0017808385891839862,
-0.051107537001371384,
-0.00488295778632164,
0.01110239326953888,
-0.040718480944633484,
0.002042758511379361,
0.0028935556765645742,
0.030595742166042328,
0.03904235363006592,
-0.011339638382196426,
-0.0043622408993542194,
-0.03308062627911568,
0.01032350119203329,
0.024051988497376442,
-0.011714959517121315,
0.0374140702188015,
0.04756499081850052,
0.04776259511709213,
-0.020384663715958595,
0.004368266090750694,
-0.01104606594890356,
-0.014857359230518341,
0.0144998449832201,
0.019284548237919807,
0.027108512818813324,
-0.04078644514083862,
0.0912451520562172,
0.014655577950179577,
0.006812348496168852,
0.003948757890611887,
0.01039760559797287,
-0.03710268437862396,
0.04791107773780823,
-0.027036666870117188,
-0.01653977483510971,
-0.019825424998998642,
0.026951374486088753,
-0.047101859003305435,
-0.002587608527392149,
0.04302169755101204,
0.00198292825371027,
-0.02903747744858265,
-0.029026754200458527,
0.036531656980514526,
-0.03879028186202049,
-0.04448448866605759,
0.011490460485219955,
0.011237172409892082,
0.04578636214137077,
-0.002081437734887004,
-0.02890080027282238,
0.007942572236061096,
-0.018447676673531532,
0.034073494374752045,
0.0031066695228219032,
-0.049923375248909,
0.0424087829887867,
0.01798473484814167,
-0.056154243648052216,
-0.037332553416490555,
-0.012704871594905853,
-0.0005838198703713715,
0.03456031158566475,
0.0013743126764893532,
-0.006595717277377844,
-0.03191979601979256,
-0.028314130380749702,
0.032099053263664246,
0.0005589297506958246,
-0.01602790877223015,
-0.01045958511531353,
-0.04433462396264076,
-0.044211503118276596,
0.0013022548519074917,
0.07160598784685135,
-0.05957886576652527,
0.011204545386135578,
-0.013121046125888824,
-0.012359865009784698,
0.028593244031071663,
0.03676183521747589,
0.016789240762591362,
-0.028492743149399757,
-0.03886949643492699,
0.0721999779343605,
-0.004514768254011869,
-0.015225352719426155,
-0.013871300034224987,
0.00766553683206439,
-0.034769657999277115,
0.05577535182237625,
-0.004735039547085762,
-0.01333538256585598,
0.006234156899154186,
-0.030822770670056343,
-0.0005827485583722591,
0.036890022456645966,
0.017422953620553017,
-0.02162949927151203,
-0.03806796669960022,
0.019642185419797897,
-0.019700583070516586,
0.011204283684492111,
-0.00626496784389019,
-0.05816687270998955,
0.04279974475502968,
0.022727007046341896,
-0.02309858612716198,
-0.010306010954082012,
0.06457757949829102,
-0.0610504150390625,
0.015284255146980286,
0.015914766117930412,
-0.032587550580501556,
0.028621388599276543,
-0.005277266725897789,
-0.006293883081525564,
0.06761874258518219,
0.050286076962947845,
0.04376375675201416,
-0.005802549421787262,
-0.031219802796840668,
0.012735013850033283,
0.02520005777478218,
0.02830548584461212,
0.014587124809622765,
-0.08024964481592178,
-0.00007641761476406828,
0.003396221436560154,
0.01216333732008934,
-0.07155603915452957,
0.07861512154340744,
0.06501483917236328,
-0.00030913748196326196,
-0.03856060653924942,
0.021784953773021698,
-0.0376858226954937,
0.011704635806381702,
-0.0077198524959385395,
0.03945527970790863,
-0.020324865356087685,
-0.01756654679775238,
0.015479447320103645,
0.0012030331417918205,
0.0001153042321675457,
-0.0038634994998574257,
-0.002056209836155176,
-0.04468414932489395,
0.030964521691203117,
0.015820859000086784,
-0.021530181169509888,
0.030371522530913353,
0.04740762710571289,
0.04598994925618172,
-0.08060526847839355,
-0.005567165091633797,
-0.03447975590825081,
-0.06739688664674759,
-0.04690583422780037,
-0.01405358500778675,
-0.060464609414339066,
-0.018682830035686493,
0.06501755863428116,
-0.012349643744528294,
0.028797077015042305,
0.010259355418384075,
0.0545402392745018,
-0.039740197360515594,
0.0198969766497612,
0.02494908683001995,
0.0287263672798872,
0.0356917604804039,
0.031418852508068085,
0.03922282159328461,
-0.03988898918032646,
0.013696794398128986,
-0.007684871554374695,
0.05054910108447075,
-0.049553271383047104,
-0.0382077693939209,
0.03555455803871155,
-0.024495819583535194,
-0.015573263168334961,
0.02689826861023903,
0.0734669417142868,
-0.06457869708538055,
-0.013942855410277843,
-0.04267343506217003,
0.005908134393393993,
-0.024324871599674225,
0.00296880048699677,
-0.012183044105768204,
-0.03780142217874527,
-0.008488421328365803,
-0.02517973817884922,
0.007705094758421183,
0.03059878759086132,
0.0814814418554306,
0.0098012899979949,
-0.028035340830683708,
0.012922725640237331,
0.039130162447690964,
0.019185660406947136,
-0.05392846465110779,
-0.05257190763950348,
-0.04490429535508156,
0.009054005146026611,
0.03715132176876068,
-0.0309524554759264,
-0.027452370151877403,
-0.036476194858551025,
0.044134318828582764,
-0.009498756378889084,
-0.0006636171019636095,
-0.013271770440042019,
-0.01981513947248459,
0.003574556903913617,
-0.0029364926740527153,
-0.025733795017004013,
-0.013641233555972576,
-0.026748638600111008,
-0.06622485816478729,
0.027903873473405838,
0.008990295231342316,
-0.012728037312626839,
0.02497738040983677,
-0.004032192751765251,
-0.019789380952715874,
-0.014624327421188354,
0.0353340283036232,
-0.014526979066431522,
-0.031299762427806854,
0.019304219633340836,
0.061028916388750076,
-0.05153843015432358,
-0.007576454896479845,
0.004094973672181368,
0.00896463729441166,
0.03687777370214462,
-0.03737223148345947,
-0.02413364127278328,
-0.007848813198506832,
-0.06158512458205223,
-0.05248132348060608,
-0.01259110402315855,
0.050505444407463074,
0.0022755281534045935,
-0.029749775305390358,
0.004055613651871681,
0.03109448030591011,
-0.039413467049598694,
-0.005465741269290447,
0.034027814865112305,
-0.025479350239038467,
0.0074513754807412624,
-0.051814090460538864,
-0.015023214742541313,
0.016088470816612244,
-0.010328760370612144,
-0.07327422499656677,
-0.036956366151571274,
-0.006909385323524475,
0.06453017145395279,
-0.004811873659491539,
-0.0523851104080677,
-0.00987683329731226,
0.01810254529118538,
0.007640896365046501,
-0.03346700593829155,
-0.07666284590959549,
-0.06533412635326385,
-0.016729913651943207,
0.00777626084163785,
0.05585690960288048,
0.004622232168912888,
-0.008462710306048393,
-0.0210091695189476,
0.05895870551466942,
0.038908589631319046,
-0.06260067224502563,
-0.00879252515733242,
-0.02319723553955555,
-0.042787205427885056,
0.015449656173586845,
0.012581865303218365,
0.04760829731822014,
0.04291091486811638,
-0.00829915702342987,
0.03830132633447647,
-0.016359539702534676,
0.04063155874609947,
0.035763468593358994,
-0.07880879938602448,
0.006695108488202095,
-0.021019067615270615,
0.02414562925696373,
-0.06760114431381226,
0.06855309754610062,
-0.008623253554105759,
0.035587895661592484,
0.015194429084658623,
0.06458137929439545,
0.002098029013723135,
0.05928071215748787,
-0.022441504523158073,
0.04110684245824814,
0.009234171360731125,
0.01748431660234928,
-0.044108472764492035,
-0.021810611709952354,
-0.033221859484910965,
-0.03225287050008774,
0.02085292898118496,
-0.04837289825081825,
0.010563664138317108,
0.02896665222942829,
0.039380744099617004,
0.03523518890142441,
0.053072184324264526,
0.00010902732174145058,
0.007277865894138813,
-0.09692400693893433,
-0.047191523015499115,
-0.035304684191942215,
0.053716640919446945,
0.020106974989175797,
-0.09335177391767502,
-0.008166833780705929,
-0.02608330175280571,
-0.019497212022542953,
0.00197018263861537,
-0.06767716258764267,
0.0199148990213871,
0.022061467170715332,
0.0044900961220264435,
-0.015702052041888237,
-0.019754713401198387,
-0.03128911927342415,
-0.10757623612880707,
0.008242740295827389,
-0.034595638513565063,
-0.009534701704978943,
0.01333426684141159,
-0.04295802488923073,
-0.020326951518654823,
0.022123854607343674,
0.026971304789185524,
0.030637839809060097,
-0.04531995579600334,
-0.027232041582465172,
-0.09140492975711823,
-0.008355309255421162,
0.08812245726585388,
-0.03259062021970749,
-0.025754036381840706,
0.015448836609721184,
-0.0005026478902436793,
-0.020175790414214134,
-0.008317044004797935,
0.03096475452184677,
0.009055462665855885,
0.03184900060296059,
-0.01741238310933113,
-0.053322289139032364,
-0.016975129023194313,
-0.0065485285595059395,
0.027532491832971573,
-0.04708155617117882,
-0.018003860488533974,
-0.023104341700673103,
-0.00323222647421062,
0.018006926402449608,
-0.06922141462564468,
0.004159210249781609,
-0.00635180901736021,
0.005579718854278326,
-0.0019407343352213502,
-0.03693303465843201,
-0.0006763889105059206,
-0.03055373579263687,
-0.05662887915968895,
0.01035406906157732,
0.020191097632050514,
-0.05854446813464165,
-0.014267495833337307,
-0.01558490376919508,
-0.0321393758058548,
0.007783803157508373,
-0.02764556184411049,
0.044435497373342514,
-0.011116879992187023,
-0.01807345263659954,
-0.021178290247917175,
0.021725362166762352,
0.028669599443674088,
-0.0018532524118199944,
-0.06369230151176453,
0.040223490446805954,
-0.004290980286896229,
0.04069054126739502,
-0.05738064646720886,
-0.031061677262187004,
-0.012354436330497265,
-0.033608049154281616,
0.02048370987176895,
0.00602841516956687,
0.04321262240409851,
0.06869980692863464,
0.04092854633927345,
-0.020686756819486618,
-0.03525477647781372,
0.02439890056848526,
-0.0650838315486908,
0.10218612104654312,
-0.0157045666128397,
0.0014795708702877164,
-0.00014855428889859468,
0.0037830788642168045,
0.00485483231022954,
0.022982541471719742,
0.006532539147883654,
-0.0045991637744009495,
-0.030726294964551926,
0.04386361688375473,
0.01913582533597946,
0.010543894954025745,
0.04392535239458084,
-0.009645650163292885
] |
<p>I have a model with two layers. There are 4 variables with random coefficients in the second layer of the model, which is a multivariate Logit. I assume the four random coefficients follow multivariate normal distribution with different variances. Some of them even have nonzero co-variances. </p>
<p>The values generated/simulated from the second layer are going to be put in the functions in the first layer, which is a dynamic model. The moment is the difference between real data and the product of values generated from functions of both two layers.</p>
<p>I know direct Monte Carlo simulations do not work for this problem because the efficiency is going to be low for such a problem. It may provides poor coverage and the number of draws will have to be very large to achieve a good approximation. However, I don't think other algorithms such as MCMC can work for my problem because I have a static model with random coefficients within a dynamic model. What's more, I also have to draw another set of errors to simulate households' behavior with the simulated parameters. </p>
<p>I also look into Laplace approximation and also find hard to apply in my situation. I wonder how I simulate efficiently in such a problem. Thank you all!</p>
|
g73979
|
[
-0.0021577172446995974,
-0.009067346341907978,
0.00292528816498816,
-0.042746491730213165,
-0.02178085595369339,
-0.03006778098642826,
0.011489192955195904,
-0.06704643368721008,
-0.024601003155112267,
0.027858588844537735,
-0.04540640488266945,
-0.0032545924186706543,
0.04657423868775368,
0.005068804603070021,
-0.03299253061413765,
0.02758592739701271,
0.03559015318751335,
0.022336479276418686,
-0.0016822400502860546,
0.0051099094562232494,
-0.020264381542801857,
0.005487819202244282,
0.027194013819098473,
-0.007509990595281124,
-0.06428580731153488,
-0.016727043315768242,
-0.05680752545595169,
0.10323381423950195,
-0.05504755675792694,
0.023933526128530502,
-0.07886715978384018,
0.02463778294622898,
0.022590959444642067,
-0.08415385335683823,
-0.01568160392343998,
0.022590328007936478,
0.007709125522524118,
-0.01897668093442917,
-0.033040132373571396,
-0.006810557097196579,
0.020073238760232925,
0.035886574536561966,
0.012713114731013775,
0.015083986334502697,
0.0499257929623127,
0.03268497809767723,
-0.02852827124297619,
-0.019449332728981972,
0.001202109269797802,
-0.03666152060031891,
-0.013517825864255428,
0.04281410947442055,
0.04888366162776947,
-0.007839910686016083,
0.013249571435153484,
-0.000751537038013339,
-0.02796381153166294,
-0.0005574566312134266,
0.04665996506810188,
0.0055378819815814495,
0.05423639342188835,
-0.03821314498782158,
-0.04983330890536308,
-0.043775562196969986,
-0.03877130523324013,
0.0483531691133976,
-0.01021153386682272,
0.0018748732982203364,
0.030935179442167282,
-0.020849239081144333,
-0.034576285630464554,
0.0173079464584589,
-0.017351964488625526,
-0.04070365056395531,
0.001630292972549796,
-0.028706436976790428,
-0.03662841022014618,
0.004687240347266197,
0.010120268911123276,
0.015661660581827164,
-0.04638256877660751,
0.05720078572630882,
0.055859774351119995,
0.02815084345638752,
0.024198094382882118,
-0.003141382709145546,
0.023902349174022675,
0.003968561068177223,
0.04134278744459152,
-0.014513744041323662,
0.0014329329133033752,
-0.001414470374584198,
0.04557841643691063,
0.07564140111207962,
-0.033941589295864105,
0.007544009946286678,
-0.10526760667562485,
0.04202675074338913,
-0.011372796259820461,
-0.012922088615596294,
-0.016309469938278198,
0.03235824778676033,
0.013150653801858425,
0.01779961585998535,
-0.07374833524227142,
-0.016833573579788208,
0.04308443143963814,
0.035977911204099655,
-0.04810970276594162,
-0.0007611790206283331,
-0.050378356128931046,
-0.016806533560156822,
-0.017065666615962982,
-0.02593551203608513,
0.000766756187658757,
-0.03906391188502312,
0.050412558019161224,
-0.017124764621257782,
-0.003093621926382184,
-0.050941579043865204,
-0.010829711332917213,
0.013310123234987259,
0.0193653404712677,
-0.00965078268200159,
0.00033143028849735856,
-0.011736326850950718,
-0.00846803467720747,
0.09306854009628296,
0.0403873510658741,
0.002150579122826457,
0.0013749469071626663,
0.013196389190852642,
0.022229764610528946,
0.04390076920390129,
-0.0016321723815053701,
-0.034933749586343765,
-0.052214235067367554,
-0.006558275781571865,
0.0175981055945158,
0.044229406863451004,
0.04996399208903313,
0.03444346785545349,
-0.004050029441714287,
-0.008758693933486938,
-0.07064342498779297,
0.024889931082725525,
0.02197243645787239,
-0.04971440136432648,
-0.025473274290561676,
-0.018302565440535545,
0.04915042221546173,
-0.0062670339830219746,
-0.03335168957710266,
0.05364053696393967,
0.024935904890298843,
0.018159016966819763,
-0.004779486916959286,
0.017154082655906677,
-0.0005901993717998266,
0.036185503005981445,
0.008259125985205173,
-0.0201118141412735,
0.029462642967700958,
-0.033257123082876205,
0.030230959877371788,
0.049017928540706635,
0.04305174574255943,
-0.035009048879146576,
-0.023537784814834595,
0.013198989443480968,
0.014994404278695583,
-0.02512357197701931,
-0.03360125422477722,
-0.004277042578905821,
-0.017719894647598267,
0.023753808811306953,
-0.006373996380716562,
-0.0013268472393974662,
0.021564116701483727,
0.046246156096458435,
0.01726047694683075,
-0.014835244975984097,
-0.02111761085689068,
-0.06790512055158615,
0.044170912355184555,
-0.008219171315431595,
-0.03458162397146225,
0.04029214754700661,
-0.01962396688759327,
-0.02764412946999073,
-0.010027744807302952,
-0.00457047438248992,
-0.05713576823472977,
-0.02424020692706108,
-0.03916413336992264,
-0.007581417448818684,
0.09292963892221451,
-0.07921134680509567,
0.016284244135022163,
0.016451261937618256,
0.025953395292162895,
-0.00847615022212267,
0.036802079528570175,
0.07569101452827454,
-0.04873870313167572,
0.02110200934112072,
-0.005405401811003685,
-0.037082821130752563,
0.019480884075164795,
-0.052966244518756866,
-0.0016883990028873086,
-0.0104140006005764,
-0.04251015931367874,
-0.01194124948233366,
0.04147309809923172,
0.005506743676960468,
-0.02746528945863247,
0.007435601670295,
-0.022319994866847992,
-0.011114876717329025,
-0.013583619147539139,
-0.03580983728170395,
0.05132489278912544,
-0.03875003010034561,
-0.00881765503436327,
0.015998510643839836,
0.055350396782159805,
0.03797927126288414,
-0.0006876690313220024,
0.05386233702301979,
0.00423583434894681,
0.011547938920557499,
0.010212481953203678,
-0.017725955694913864,
0.0023024235852062702,
0.020509812980890274,
-0.05569688230752945,
-0.024096695706248283,
0.013850190676748753,
0.017007112503051758,
-0.013226861134171486,
0.0018347528530284762,
0.03857989236712456,
0.04717142879962921,
-0.035090960562229156,
-0.01445670984685421,
0.037937700748443604,
0.0050881002098321915,
-0.0048401132225990295,
0.045650143176317215,
-0.025822816416621208,
-0.004473976790904999,
0.029215482994914055,
-0.013923833146691322,
-0.011530919931828976,
-0.03671187534928322,
0.062564916908741,
-0.007590220309793949,
0.0007905499660409987,
0.018019504845142365,
-0.022240018472075462,
0.011095752008259296,
0.010106462053954601,
0.04358871653676033,
0.05002529174089432,
0.03383452817797661,
0.00407487154006958,
-0.042276281863451004,
-0.006390978116542101,
0.02619479037821293,
-0.020278826355934143,
0.009823913685977459,
0.025910664349794388,
0.040935348719358444,
0.05009672790765762,
0.009367825463414192,
0.0014452053001150489,
-0.04615997150540352,
0.0031141159124672413,
-0.010050995275378227,
0.01792813092470169,
-0.05748447775840759,
0.08094825595617294,
0.026313558220863342,
0.0633181482553482,
-0.03428792953491211,
0.040254488587379456,
-0.02121942862868309,
-0.04851428419351578,
-0.025866664946079254,
-0.011904505081474781,
0.024173658341169357,
-0.028603458777070045,
0.02813328430056572,
0.034412406384944916,
-0.027660664170980453,
0.01899719052016735,
-0.04344608262181282,
0.02994285710155964,
0.023108936846256256,
-0.019927864894270897,
0.012156597338616848,
0.04506489634513855,
-0.013246468268334866,
0.0026464771945029497,
-0.01979200541973114,
0.02809862233698368,
0.04354512318968773,
0.017941869795322418,
-0.0509074367582798,
0.04718606919050217,
-0.004269254393875599,
-0.08135093003511429,
-0.04263852536678314,
0.00538254901766777,
-0.055221229791641235,
0.06542770564556122,
-0.036828264594078064,
0.07276049256324768,
-0.007164534647017717,
0.018537504598498344,
-0.04374518245458603,
0.023599019274115562,
0.06183018535375595,
-0.021389054134488106,
0.03945329040288925,
-0.06055878847837448,
0.05080191791057587,
-0.07926217466592789,
-0.011487080715596676,
0.061966169625520706,
0.04714953526854515,
0.03729871287941933,
0.010395487770438194,
-0.029933735728263855,
-0.07966957986354828,
0.01790548861026764,
-0.007433410733938217,
-0.0026832500007003546,
0.031581781804561615,
-0.029727838933467865,
-0.056106436997652054,
-0.05420614033937454,
-0.02938741259276867,
-0.06812284141778946,
-0.07030471414327621,
0.03135734796524048,
-0.008680695667862892,
0.006765770260244608,
0.021927425637841225,
0.044128213077783585,
-0.025339893996715546,
0.046957679092884064,
-0.02492118813097477,
-0.02407134510576725,
0.012045035138726234,
0.01285859290510416,
0.000006574190592800733,
0.024519067257642746,
0.06683697551488876,
0.040089674293994904,
-0.10393775254487991,
0.00426072021946311,
0.020516937598586082,
0.01904534548521042,
0.02912721037864685,
0.03437670320272446,
0.05709261819720268,
0.022757770493626595,
0.022100960835814476,
0.005453736055642366,
0.0813310444355011,
-0.00211702729575336,
-0.0047992076724767685,
0.01898042857646942,
0.02642173133790493,
-0.0029010053258389235,
-0.013959495350718498,
0.03851556405425072,
-0.003058879403397441,
0.02936733514070511,
-0.04792662709951401,
0.03349236026406288,
-0.034971315413713455,
-0.006652097683399916,
-0.0209767147898674,
-0.002647715387865901,
0.03471210598945618,
0.01589091867208481,
-0.051575668156147,
0.05084673687815666,
-0.01065504178404808,
-0.06266028434038162,
0.00870872288942337,
0.0847945511341095,
-0.07919177412986755,
-0.008651462383568287,
0.01639244705438614,
0.017494766041636467,
0.050341419875621796,
-0.030132416635751724,
-0.04597291722893715,
-0.020483415573835373,
0.018724150955677032,
0.0003922715550288558,
0.054241523146629333,
0.010146348737180233,
-0.023993903771042824,
-0.05320107936859131,
-0.0011222989996895194,
-0.04668122157454491,
-0.02512448839843273,
0.023014608770608902,
-0.02678653784096241,
0.08430995792150497,
-0.07897184789180756,
0.014596072025597095,
0.042625121772289276,
-0.020396951586008072,
0.04328688606619835,
-0.01380946859717369,
0.023215897381305695,
-0.0567946694791317,
-0.02860938385128975,
0.006250415928661823,
-0.03038734570145607,
0.03233491629362106,
-0.02670232020318508,
-0.00047122917021624744,
0.014195025898516178,
0.020240772515535355,
0.00920355599373579,
-0.0004025789094157517,
0.038699228316545486,
0.03462231159210205,
-0.026257537305355072,
-0.0486898273229599,
-0.06684184074401855,
-0.04344477504491806,
-0.01442321389913559,
-0.03327968344092369,
-0.011564401909708977,
0.056555625051259995,
-0.05618920177221298,
0.03397161513566971,
0.025120873004198074,
-0.019053397700190544,
-0.048462264239788055,
0.04380857199430466,
-0.001598247210495174,
0.017699915915727615,
-0.01716444455087185,
-0.0062640649266541,
0.02290930412709713,
0.03894453123211861,
-0.014465625397861004,
-0.004951975774019957,
0.007885187864303589,
-0.02457018755376339,
0.03229345753788948,
0.013448343612253666,
0.010289284400641918,
-0.06755904108285904,
-0.06683457642793655,
-0.05415518581867218,
-0.012684333138167858,
-0.041307054460048676,
-0.04401906952261925,
0.04272327944636345,
0.008975605480372906,
0.04325368255376816,
-0.026764165610074997,
0.006511622108519077,
0.05643552541732788,
-0.010793905705213547,
-0.034636612981557846,
-0.039551034569740295,
0.031438712030649185,
0.029535653069615364,
-0.03132864087820053,
-0.017941134050488472,
-0.018397394567728043,
0.007391511462628841,
0.0021221742499619722,
-0.005793422926217318,
-0.01572554185986519,
-0.049473002552986145,
-0.034631188958883286,
0.02315155230462551,
-0.06478621065616608,
-0.02374521642923355,
0.03823414444923401,
0.009542358107864857,
-0.025645099580287933,
0.021202413365244865,
-0.00713401148095727,
0.037039004266262054,
-0.01896410807967186,
-0.027976660057902336,
0.01657191291451454,
-0.030394921079277992,
0.007936351001262665,
0.009923943318426609,
-0.02139100804924965,
-0.01354844681918621,
0.004326492547988892,
0.08057462424039841,
0.01584862358868122,
-0.002425521844998002,
0.03826415538787842,
-0.01659640297293663,
-0.005998597014695406,
0.03654592111706734,
-0.036424197256565094,
-0.01820174790918827,
-0.016358939930796623,
0.00278472644276917,
-0.009586024098098278,
0.016271846368908882,
-0.05457926541566849,
0.05459998920559883,
-0.014747603796422482,
-0.029102874919772148,
0.0165395550429821,
0.006783283315598965,
-0.05432947352528572,
-0.06974174082279205,
-0.051342032849788666,
-0.058955173939466476,
-0.0069801295176148415,
-0.0007635673391632736,
-0.021824859082698822,
-0.02371450513601303,
-0.04338674619793892,
-0.02859598584473133,
0.00709851598367095,
-0.04132502153515816,
-0.08164073526859283,
-0.0004815222346223891,
0.05361495912075043,
-0.00026036216877400875,
-0.019803326576948166,
0.056129682809114456,
-0.007559813559055328,
0.02769182063639164,
-0.03627149760723114,
-0.0026787160895764828,
0.009196308441460133,
0.0391678661108017,
-0.039098434150218964,
0.007332427427172661,
0.009328613057732582,
0.008476159535348415,
0.0412600114941597,
-0.0047231921926140785,
-0.04181302338838577,
0.0008633261313661933,
-0.025246987119317055,
-0.013078548945486546,
0.019276341423392296,
-0.003621398936957121,
-0.029026905074715614,
0.03893238678574562,
0.005028574261814356,
0.00008863730181474239,
0.03136603534221649,
-0.02592482417821884,
0.032667115330696106,
-0.0353456512093544,
0.015682758763432503,
-0.0014401277294382453,
-0.037114523351192474,
0.0033653266727924347,
0.05823560804128647,
-0.016724249348044395,
0.06116647645831108,
0.025206778198480606,
0.0019620454404503107,
0.06515166163444519,
0.01599675975739956,
-0.025999747216701508,
-0.014137153513729572,
-0.07821552455425262,
0.01905052177608013,
0.028532231226563454,
0.04776059836149216,
0.006279794964939356,
-0.01294605154544115,
-0.029228627681732178,
0.031630489975214005,
-0.07565641403198242,
0.02198326401412487,
0.012183627113699913,
-0.06978315860033035,
0.058179840445518494,
-0.05163830146193504,
0.0023027798160910606,
0.006471469532698393,
0.04383310303092003,
0.002529140328988433,
-0.0206232201308012,
-0.0013238100800663233,
-0.01658131554722786,
-0.09025941789150238,
-0.01780800148844719,
-0.024304578080773354,
-0.03348546475172043,
-0.01127915270626545,
-0.0014155346434563398,
0.017529284581542015,
-0.04272979125380516,
0.010090978816151619,
0.00914463959634304,
0.04667691886425018,
0.018833978101611137,
0.01660684496164322,
-0.034305911511182785,
-0.012619161047041416,
-0.004499658942222595,
-0.03182416036725044,
0.036749403923749924,
-0.04126651585102081,
0.038468167185783386,
-0.026572076603770256,
0.0065463692881166935,
0.07489292323589325,
-0.023247988894581795,
0.010760746896266937,
0.0676245167851448,
0.00821169838309288,
0.024771038442850113,
-0.012837777845561504,
-0.002524451818317175,
0.02911560982465744,
0.0031211141031235456,
0.06555623561143875,
-0.07790053635835648,
0.05386894568800926,
0.01013802271336317,
0.1033763438463211,
0.006812653969973326,
0.05071176961064339,
0.007759780623018742,
0.01823056861758232,
0.04444878548383713,
-0.007851176895201206,
0.07121045887470245,
0.014483840204775333,
-0.06756258010864258,
0.04264417663216591,
0.042172666639089584,
-0.00290225213393569,
0.03193254396319389,
-0.013412300497293472,
-0.004664021544158459,
0.08701838552951813,
0.09561897814273834,
0.033347275108098984,
0.0148560656234622,
0.041893549263477325,
-0.043461088091135025,
0.014233572408556938,
0.006968292873352766,
-0.062471263110637665,
0.05381426587700844,
0.042876943945884705,
0.014190214686095715,
-0.027164317667484283,
-0.021250473335385323,
0.026488929986953735,
-0.05373621731996536,
-0.05938629433512688,
-0.04276036098599434,
0.07026376575231552,
0.01776016689836979,
-0.02354273572564125,
-0.011559272184967995,
0.030834771692752838,
-0.05171902850270271,
-0.022163840010762215,
0.011951223947107792,
-0.015670770779252052,
0.03381400927901268,
-0.016097508370876312,
-0.019402524456381798,
0.030400637537240982,
0.018883923068642616,
-0.002769854851067066,
0.006917902268469334,
-0.028076739981770515,
0.01632704585790634,
-0.0033998191356658936,
0.029968054965138435,
-0.04897559434175491,
-0.0657913088798523,
0.08444198966026306,
-0.04347813501954079,
-0.045788686722517014,
0.0411158986389637,
0.04750218614935875,
0.0039407629519701,
-0.024077674373984337,
-0.014510688371956348,
-0.031623516231775284,
-0.0025283927097916603,
-0.030525337904691696,
-0.03403662145137787,
-0.059520792216062546,
-0.027122395113110542,
-0.07165087014436722,
-0.0015781847760081291,
0.08031871169805527,
-0.021833347156643867,
0.027534589171409607,
-0.06982304900884628,
-0.03375793248414993,
-0.02675725519657135,
0.030901163816452026,
-0.00902058556675911,
0.022971561178565025,
-0.030455315485596657,
-0.040349651128053665,
-0.014464549720287323,
0.03713301569223404,
0.0268151443451643,
-0.086720310151577,
-0.05225391685962677,
0.010096341371536255,
0.011941658332943916,
0.022915568202733994,
0.0289788618683815,
-0.04929526150226593,
-0.03612319752573967,
0.012134192511439323,
0.07304185628890991,
-0.0077653368934988976,
0.010294914245605469,
0.027068808674812317,
0.0727739930152893,
-0.02173377200961113,
-0.041553039103746414,
-0.07138348370790482,
0.06208789721131325,
0.020334800705313683,
0.013604626059532166,
0.02879699505865574,
-0.043020449578762054,
0.05168382078409195,
-0.00602766266092658,
0.050649989396333694,
-0.019876979291439056,
-0.015962176024913788,
-0.05015871301293373,
-0.00047131304745562375,
0.0193169042468071,
-0.03783746808767319,
-0.03380591422319412,
0.015073348768055439,
0.03743712976574898,
-0.041732728481292725,
-0.021098991855978966,
-0.02216685749590397,
-0.03341708332300186,
0.040037915110588074,
0.06669548153877258,
-0.04543522745370865,
0.03332607075572014,
0.033560317009687424
] |
<p>How would I go about showing that:</p>
<p>$$\sum_{i=1}^n (X_i-\bar{X})^2=\sum_{i=1}^n X_i^2-n\bar{X}^2\,,$$ (where $\bar{X}=\frac{1}{n}\sum_{i=1}^n X_i$)?</p>
<p>Thank you for your help!</p>
|
g36574
|
[
-0.01875697821378708,
0.08252676576375961,
-0.03834237903356552,
-0.005084198899567127,
0.010818423703312874,
-0.03195839002728462,
0.03598817437887192,
-0.036458827555179596,
-0.006779137067496777,
0.014870778657495975,
-0.05237390100955963,
0.06715686619281769,
-0.005206144880503416,
0.03405527025461197,
0.014337831176817417,
-0.01802721992135048,
-0.0016268828185275197,
0.04866587743163109,
-0.02675134316086769,
-0.03617608919739723,
-0.0819728896021843,
-0.08210805058479309,
0.04661192744970322,
-0.024914560839533806,
0.05911565572023392,
-0.04089957848191261,
0.005473478697240353,
0.06445392221212387,
-0.02938726544380188,
0.029487336054444313,
-0.010962087661027908,
-0.023487618193030357,
0.026690073311328888,
-0.002382454462349415,
0.025011608377099037,
-0.050472646951675415,
0.036635808646678925,
0.016216358169913292,
0.038100142031908035,
-0.03631720319390297,
-0.06691288948059082,
-0.02055080607533455,
-0.011181044392287731,
0.0003645018732640892,
-0.04152156040072441,
-0.03807644546031952,
0.03333607688546181,
0.001279408112168312,
-0.043791837990283966,
-0.022709989920258522,
0.03608185425400734,
0.015939295291900635,
0.031156357377767563,
0.01254960149526596,
-0.05551512539386749,
-0.047044143080711365,
-0.017729606479406357,
-0.024168357253074646,
0.07384904474020004,
0.0430712066590786,
0.04293779283761978,
-0.015110696665942669,
0.025813966989517212,
0.009516043588519096,
0.027255600318312645,
0.04248454421758652,
-0.04831976071000099,
0.011286240071058273,
0.02261306159198284,
0.006620706059038639,
-0.004910617601126432,
-0.01605891063809395,
0.06109931692481041,
-0.02838180772960186,
-0.03211399167776108,
-0.041312988847494125,
0.06379345804452896,
0.04362459108233452,
0.003942483104765415,
-0.030024560168385506,
0.03249066323041916,
-0.032512664794921875,
0.06869782507419586,
0.001875210553407669,
0.0060783084481954575,
-0.029512643814086914,
0.0006508297519758344,
-0.046916402876377106,
-0.03882211819291115,
0.021318094804883003,
0.02117830514907837,
-0.01994960568845272,
-0.050270926207304,
-0.000075881092925556,
-0.00007246277527883649,
-0.051118649542331696,
-0.03290021792054176,
0.03803391009569168,
-0.025982482358813286,
0.008530847728252411,
0.011145219206809998,
-0.03205178305506706,
0.02111697755753994,
0.05132920667529106,
0.008267207071185112,
0.023154251277446747,
0.030139053240418434,
0.014345819130539894,
0.007913478650152683,
-0.024972544983029366,
-0.02286786586046219,
-0.0249948687851429,
-0.018822263926267624,
-0.03321627527475357,
-0.03858208283782005,
0.0055155074223876,
0.00700365612283349,
0.050378765910863876,
-0.015366112813353539,
0.08708779513835907,
-0.014811635948717594,
-0.003357221372425556,
0.017456794157624245,
0.016499623656272888,
0.006257058586925268,
0.015108690597116947,
-0.006316538900136948,
0.005768666043877602,
0.03085261769592762,
-0.017793167382478714,
-0.007253133226186037,
-0.0035775857977569103,
0.003883756697177887,
-0.009417428635060787,
0.04172912612557411,
0.02414092794060707,
-0.02986808866262436,
-0.05196799710392952,
-0.00040270385215990245,
-0.004008783493191004,
-0.06132792308926582,
-0.03425094857811928,
-0.019604304805397987,
0.00008190100925276056,
-0.02964656427502632,
0.008206569589674473,
-0.002845082199200988,
-0.04411726072430611,
0.007558218203485012,
-0.03243871405720711,
-0.030942358076572418,
0.0659494698047638,
-0.004329964518547058,
-0.017847808077931404,
0.0012682583183050156,
-0.008872587233781815,
-0.006922497414052486,
0.05164427310228348,
-0.0074860090389847755,
0.02215958759188652,
0.01343460287898779,
-0.04156506806612015,
-0.013085057958960533,
0.006154745351523161,
-0.061983540654182434,
0.002403923310339451,
-0.04675287753343582,
-0.014338769018650055,
0.028823966160416603,
-0.060073789209127426,
0.005298695061355829,
0.051164884120225906,
0.020304830744862556,
-0.006734455935657024,
0.06705053895711899,
0.0017064925050362945,
-0.03359245881438255,
0.005937506910413504,
0.009881334379315376,
0.0670228898525238,
-0.011259970255196095,
-0.04696847125887871,
-0.02757370099425316,
-0.03267767280340195,
0.034430813044309616,
-0.030538152903318405,
0.039306242018938065,
0.03992243483662605,
0.020919781178236008,
-0.020905351266264915,
-0.019009148702025414,
0.05489301308989525,
0.009602333419024944,
0.03543209657073021,
0.0013456877786666155,
0.0208700280636549,
-0.022564290091395378,
-0.04801736772060394,
0.052900075912475586,
0.05677851662039757,
0.014153513126075268,
0.03504263609647751,
0.02391117997467518,
0.0031704367138445377,
-0.04132949560880661,
-0.018939035013318062,
0.01452694647014141,
-0.03619033098220825,
0.031548090279102325,
0.02624407410621643,
-0.11631137132644653,
-0.10296827554702759,
-0.02565053105354309,
-0.032180290669202805,
0.004249386955052614,
0.010920523665845394,
0.004970278590917587,
-0.06049954518675804,
0.011039059609174728,
0.038205526769161224,
0.012207458727061749,
0.023564957082271576,
0.041315965354442596,
-0.024168729782104492,
0.04208284243941307,
0.011035073548555374,
-0.010676195845007896,
0.05073316767811775,
-0.016954075545072556,
-0.006690558977425098,
-0.06779737025499344,
0.001502170111052692,
0.01959199830889702,
-0.07906224578619003,
0.03404052555561066,
-0.03590866178274155,
0.00905389804393053,
0.07689942419528961,
-0.007285032421350479,
-0.0011592808878049254,
-0.07818985730409622,
-0.07425983995199203,
0.012897908687591553,
0.019208943471312523,
0.022577671334147453,
0.03850859776139259,
-0.031521666795015335,
-0.004052727483212948,
0.028880935162305832,
-0.0004301824956201017,
0.002671085065230727,
0.03383753448724747,
-0.03592995926737785,
0.023879243060946465,
-0.022348392754793167,
-0.02121662348508835,
0.03310006111860275,
-0.08891204744577408,
0.04056290164589882,
0.030017787590622902,
-0.03724714368581772,
-0.07758907228708267,
0.003545972518622875,
0.000026335268557886593,
-0.06444661319255829,
0.017708180472254753,
0.03165422007441521,
0.002459137700498104,
0.019258996471762657,
0.02456553466618061,
0.01628715731203556,
-0.003881854470819235,
-0.004926818422973156,
0.09006545692682266,
-0.008882383815944195,
-0.057038843631744385,
0.0019192968029528856,
0.0366184264421463,
-0.026659635826945305,
-0.004069346934556961,
0.018455082550644875,
0.031078750267624855,
0.002998356707394123,
0.01052006147801876,
0.05028149485588074,
-0.0011965823359787464,
0.0160837285220623,
0.00846799835562706,
-0.013020386919379234,
0.03881455585360527,
0.0372600331902504,
0.02283419668674469,
0.018632816150784492,
0.00020504988788161427,
-0.015982873737812042,
-0.020933380350470543,
-0.0016421002801507711,
0.014116017147898674,
0.019173182547092438,
-0.00038344983477145433,
0.010217680595815182,
0.016457730904221535,
-0.001992263365536928,
-0.038543373346328735,
0.07738015800714493,
-0.012787760235369205,
0.03728697821497917,
0.01417208556085825,
0.06566166132688522,
-0.0275434497743845,
-0.003968255594372749,
0.005374982487410307,
0.030908536165952682,
-0.014430406503379345,
-0.036947838962078094,
0.02794886752963066,
0.03791698440909386,
0.019383057951927185,
0.012819882482290268,
-0.0010155997006222606,
-0.009907358326017857,
-0.06951039284467697,
-0.0017959714168682694,
-0.006426079198718071,
-0.02551138587296009,
-0.050011053681373596,
-0.0670197606086731,
-0.011782407760620117,
-0.03400778770446777,
-0.008415782824158669,
0.0418589785695076,
0.009852319024503231,
0.021739421412348747,
-0.033270251005887985,
-0.018279818817973137,
-0.03965087607502937,
0.0195541400462389,
-0.0023276028223335743,
0.039132777601480484,
0.022739356383681297,
0.0007920058560557663,
0.01906859315931797,
-0.016132930293679237,
-0.045593664050102234,
-0.05433892086148262,
-0.006681165192276239,
-0.1060902401804924,
0.06048979610204697,
-0.0141702089458704,
-0.000042048788600368425,
-0.06203461065888405,
-0.0063336193561553955,
0.028920156881213188,
-0.028001021593809128,
-0.020508797839283943,
0.03490731120109558,
0.03117138147354126,
0.012977040372788906,
-0.025995353236794472,
-0.001338078873232007,
-0.0021932455711066723,
0.011300154961645603,
0.01932794414460659,
0.029603280127048492,
0.004129759501665831,
-0.05330498889088631,
0.016401974484324455,
0.014558943919837475,
-0.033468782901763916,
0.05374647676944733,
0.02288721315562725,
0.03216810151934624,
0.09753332287073135,
0.060616906732320786,
-0.0036320090293884277,
-0.03541196137666702,
0.005549655761569738,
0.039394501596689224,
0.07304628193378448,
0.020351840183138847,
0.03205154836177826,
-0.005126087926328182,
-0.015193337574601173,
0.003820889163762331,
0.0035836240276694298,
0.07583504170179367,
0.00857381708920002,
-0.043273113667964935,
0.06543505191802979,
-0.045616425573825836,
-0.009668970480561256,
-0.04167179390788078,
0.018786931410431862,
0.04734149947762489,
-0.0068833669647574425,
-0.061130374670028687,
-0.012590363621711731,
0.03107622265815735,
-0.10030023753643036,
0.05372380465269089,
0.012852193787693977,
0.014874264597892761,
0.023343993350863457,
-0.05516636744141579,
-0.0465141236782074,
-0.025667933747172356,
0.06071717292070389,
-0.031176241114735603,
0.013492608442902565,
0.009138798341155052,
0.01670987531542778,
-0.006706372834742069,
0.073652483522892,
-0.044430602341890335,
-0.05567985773086548,
-0.0003835414827335626,
0.06518933176994324,
-0.002097297227010131,
0.0829058513045311,
-0.001834121416322887,
-0.00031428123475052416,
-0.004890513140708208,
-0.0270715169608593,
-0.06836586445569992,
0.02588234469294548,
0.032143689692020416,
-0.015869712457060814,
0.051570720970630646,
-0.00421526562422514,
0.027738306671380997,
-0.10820674896240234,
-0.006229408085346222,
-0.004523266572505236,
0.01823589764535427,
-0.03763756901025772,
0.006290237419307232,
-0.012544823810458183,
-0.03374173492193222,
-0.04805431887507439,
0.02501569129526615,
-0.019727524369955063,
0.001566719845868647,
0.00265218922868371,
-0.030208533629775047,
0.03554031252861023,
-0.010156886652112007,
0.01849844679236412,
-0.04363870993256569,
-0.0024233805015683174,
-0.016835540533065796,
-0.03874920681118965,
0.02631445974111557,
0.056683216243982315,
-0.05711570009589195,
0.06817655265331268,
-0.043111179023981094,
0.02112988382577896,
-0.0019090453861281276,
-0.01794389635324478,
0.008944219909608364,
0.013273769989609718,
-0.020160192623734474,
0.007376184221357107,
-0.024700293317437172,
0.03492095693945885,
0.033569611608982086,
0.009761984460055828,
-0.015866467729210854,
0.04862213507294655,
-0.04512724280357361,
-0.00026004869141615927,
0.006088568828999996,
0.058251623064279556,
-0.03262864425778389,
0.025428300723433495,
0.0025743418373167515,
-0.005737663246691227,
-0.005084482952952385,
0.02922595664858818,
0.005577323026955128,
-0.009337570518255234,
0.030461831018328667,
-0.012762856669723988,
-0.019159667193889618,
0.017933156341314316,
-0.04212140664458275,
0.0009959448361769319,
-0.013841590844094753,
-0.04414043202996254,
0.003105463460087776,
0.03766942396759987,
-0.004677166696637869,
-0.0026064764242619276,
-0.03126052767038345,
-0.06503576040267944,
0.03069967031478882,
0.0567554235458374,
-0.01812056638300419,
0.07859808206558228,
0.041055817157030106,
-0.03373749181628227,
0.03522156924009323,
0.0009126430959440768,
0.024203389883041382,
0.00634425925090909,
0.06322445720434189,
0.03273991122841835,
-0.003437646199017763,
-0.021534310653805733,
0.05785932391881943,
-0.0010261002462357283,
-0.03242470696568489,
-0.022012919187545776,
-0.007652695290744305,
0.026758598163723946,
0.001046929624862969,
0.0271589495241642,
0.0429634153842926,
-0.030584638938307762,
-0.013999894261360168,
0.020713400095701218,
-0.02861098200082779,
0.042434822767972946,
0.06157688423991203,
-0.03426089882850647,
0.04652439430356026,
-0.04496791213750839,
-0.060580577701330185,
0.001690828357823193,
-0.03785126656293869,
-0.012493889778852463,
-0.06918637454509735,
-0.01639939658343792,
0.005395551677793264,
0.020016847178339958,
-0.020021550357341766,
0.01709367334842682,
0.04469957947731018,
-0.020874351263046265,
0.013275828212499619,
0.04250252991914749,
0.00009365931327920407,
0.03756929934024811,
0.0000015789490817041951,
0.004994794260710478,
0.010984578169882298,
-0.0059523493982851505,
-0.002969353925436735,
0.059463705867528915,
-0.01635678857564926,
0.06584446132183075,
0.02356366440653801,
-0.004784767050296068,
-0.07782208174467087,
0.0524890199303627,
0.018653947860002518,
-0.015096127986907959,
-0.0005261925398372114,
0.015169858001172543,
0.011378716677427292,
-0.0036691480781883,
-0.048710159957408905,
-0.037105921655893326,
-0.034827135503292084,
0.004694262519478798,
-0.042297523468732834,
0.06657338887453079,
-0.002642775885760784,
0.018274541944265366,
0.03886562958359718,
0.01358769554644823,
0.04072040319442749,
0.05615127459168434,
-0.08693841844797134,
0.06845351308584213,
0.054172590374946594,
0.024399500340223312,
-0.04786107316613197,
0.05410081148147583,
-0.03865668177604675,
0.008907796815037727,
0.028729833662509918,
0.017041271552443504,
0.014600726775825024,
-0.039346855133771896,
0.028807340189814568,
0.005923905409872532,
0.020097501575946808,
0.003908761311322451,
0.006045410875231028,
-0.04403189569711685,
-0.026782169938087463,
0.029252249747514725,
-0.012178352102637291,
0.00834901537746191,
-0.01911962777376175,
0.004718307871371508,
0.05164732784032822,
0.004981956910341978,
-0.05367575213313103,
0.013423038646578789,
-0.03070306032896042,
-0.015594030730426311,
-0.04715421050786972,
-0.05900406837463379,
0.03784370422363281,
0.015716474503278732,
-0.027676550671458244,
-0.029611969366669655,
0.05142417922616005,
-0.019102396443486214,
0.09186867624521255,
0.02063695155084133,
0.07650835067033768,
-0.027228081598877907,
-0.07108917087316513,
0.016714109107851982,
0.002877819584682584,
-0.01259579136967659,
-0.030525296926498413,
0.07195109128952026,
0.035023920238018036,
-0.04012395069003105,
-0.02027183212339878,
-0.007617870345711708,
0.03320838510990143,
-0.015846099704504013,
0.03158699348568916,
0.006331112235784531,
-0.026263440027832985,
-0.0062043978832662106,
0.039367444813251495,
-0.02418198063969612,
-0.023759523406624794,
-0.07223338633775711,
0.014265179634094238,
0.003931544255465269,
0.04457470402121544,
-0.0059199221432209015,
0.004978696350008249,
-0.04779374599456787,
0.0009721596143208444,
0.017007796093821526,
-0.00041320244781672955,
-0.03712301701307297,
0.031754232943058014,
0.01561233401298523,
0.0027411775663495064,
-0.060800645500421524,
0.017989331856369972,
0.01872907765209675,
0.024305501952767372,
0.036914531141519547,
0.04634007066488266,
-0.0758104920387268,
-0.06863332539796829,
0.02854735031723976,
-0.04003174230456352,
0.011788592673838139,
-0.005418667569756508,
-0.019800709560513496,
0.04684242978692055,
-0.018290743231773376,
-0.02168397791683674,
-0.020516231656074524,
0.11844267696142197,
0.01896076649427414,
-0.026589319109916687,
0.03833966702222824,
-0.04554857686161995,
0.028914643451571465,
-0.028123032301664352,
0.00599021278321743,
0.06858251988887787,
-0.05245950073003769,
0.041853681206703186,
0.024179723113775253,
0.03964972868561745,
-0.04432254284620285,
-0.024570738896727562,
0.0020027318969368935,
0.034212224185466766,
-0.019281012937426567,
-0.013961952179670334,
-0.020009586587548256,
0.0055876439437270164,
0.015666883438825607,
-0.06111489608883858,
-0.039967458695173264,
0.020364809781312943,
-0.035023532807826996,
-0.033235158771276474,
0.044008027762174606,
-0.004210648126900196,
0.03217223286628723,
-0.06836804002523422,
-0.023982062935829163,
-0.03130759671330452,
-0.0681127980351448,
0.018399154767394066,
0.04000655561685562,
0.031688712537288666,
-0.014030080288648605,
-0.05440521240234375,
-0.060811951756477356,
-0.010973837226629257,
0.025803184136748314,
-0.02299240604043007,
0.021475965157151222,
-0.05424472689628601,
0.03744981065392494,
-0.006862417794764042,
-0.025958983227610588,
0.006974607706069946,
0.05790478736162186,
-0.011594797484576702,
-0.0465070940554142,
0.03883671388030052,
-0.005560236983001232,
-0.016438277438282967,
-0.04421210289001465,
0.001514832372777164,
0.033036958426237106,
-0.06063515692949295,
-0.02197432890534401,
-0.002515649190172553,
0.0066000125370919704,
-0.014323236420750618,
-0.08054089546203613,
0.024736294522881508,
-0.06987941265106201,
-0.014131088741123676,
-0.004643284250050783,
0.04181612282991409,
-0.06174299120903015,
0.01659092679619789,
0.020302753895521164,
-0.01359900739043951,
0.07409847527742386,
0.0038507310673594475,
-0.04939955845475197,
0.01966475136578083,
-0.006850700359791517,
0.0108737051486969,
-0.03020634315907955,
-0.028283800929784775,
0.0032059508375823498,
0.023108432069420815,
0.01852997951209545,
-0.029063792899250984,
-0.0026059714145958424,
0.03311575576663017,
0.01791476458311081,
0.0018479723948985338,
0.08662416785955429,
-0.04724331945180893,
-0.006477882619947195,
0.08130883425474167,
0.0669812485575676,
-0.001147587550804019,
-0.05692115053534508,
-0.03369278460741043,
-0.0901549831032753,
0.012774063274264336,
-0.015126757323741913,
-0.03832213953137398,
-0.010379835031926632,
-0.0515412800014019
] |
<p>In the first time point - 75% (485 out of 646) of boys and 63% (350/555) of girls are in group A. </p>
<p>In the second time point - 80% (480/600) of boys and 45% (225/500) of girls are in group A.</p>
<p>So that is a difference of 5% for boys and 18% for girls between the two time points: </p>
<p>![Table][1]</p>
<p>I was hoping someone could point me in the right direction as to what test I should use to compare this change (5% versus 18%) between two timepoints. Note that the boys and girls in the first timepoint are not the same ones in the second timepoint. </p>
<p>Is this percent change assumed to be normally distributed?</p>
|
g73980
|
[
0.0243242084980011,
-0.06409735977649689,
-0.007942755706608295,
-0.04125034436583519,
0.04815860465168953,
-0.010123117826879025,
0.045163266360759735,
-0.0075736395083367825,
-0.029853656888008118,
0.07660924643278122,
-0.00698696868494153,
0.04644501954317093,
-0.006095850840210915,
0.006916687823832035,
-0.011267511174082756,
0.014510627835988998,
0.052484143525362015,
-0.019785309210419655,
-0.01135182473808527,
0.049663420766592026,
0.005313551984727383,
0.027325093746185303,
-0.0172517541795969,
-0.03384611755609512,
-0.02944088727235794,
-0.015289570204913616,
-0.053579188883304596,
0.05662192776799202,
-0.08165343105792999,
0.017538854852318764,
0.026941051706671715,
0.021742230281233788,
0.07610289007425308,
-0.06385187804698944,
-0.00774717889726162,
-0.02152721956372261,
0.034622807055711746,
0.002498694695532322,
0.01550521794706583,
-0.0013893316499888897,
-0.0038039812352508307,
0.041999757289886475,
0.029309550300240517,
-0.012218686752021313,
-0.0005288074025884271,
-0.032426077872514725,
-0.021964268758893013,
-0.00007978019857546315,
-0.007113825995475054,
-0.0009869440691545606,
-0.02586878463625908,
0.05843287706375122,
0.0008088064496405423,
0.016677163541316986,
0.03409156948328018,
0.038837190717458725,
-0.010329443030059338,
0.03358137980103493,
0.03163790702819824,
0.054112520068883896,
-0.0036651066038757563,
0.020974842831492424,
-0.020132210105657578,
0.017088962718844414,
-0.009641838259994984,
0.03491879627108574,
0.019543932750821114,
-0.02165323868393898,
-0.03506280481815338,
-0.009012904949486256,
-0.042098354548215866,
0.007462513167411089,
0.034000214189291,
-0.04019138589501381,
-0.05799303203821182,
-0.05628233402967453,
-0.014163433574140072,
-0.01834534853696823,
-0.019577931612730026,
0.06628112494945526,
-0.020451951771974564,
0.01909046247601509,
0.012547419406473637,
0.024166373535990715,
0.009593508206307888,
0.0185854472219944,
0.05926431715488434,
-0.014804315753281116,
-0.02402336709201336,
0.045594505965709686,
0.03983701765537262,
0.033948980271816254,
0.05194631591439247,
0.01477894652634859,
-0.011521799489855766,
0.016483161598443985,
0.004091651178896427,
0.046801626682281494,
0.017668411135673523,
0.048071883618831635,
0.00013768304779659957,
-0.03861289843916893,
0.021321553736925125,
0.04807109385728836,
-0.06273499131202698,
-0.03991688787937164,
0.016725951805710793,
-0.016002461314201355,
-0.048312488943338394,
-0.020298440009355545,
-0.02943466231226921,
-0.0035670159850269556,
-0.06727758795022964,
-0.06839995831251144,
0.017423901706933975,
-0.046792928129434586,
0.008711566217243671,
-0.003981649409979582,
0.05190940201282501,
-0.03100746124982834,
0.027934128418564796,
-0.03867073729634285,
-0.04273562878370285,
0.08080671727657318,
0.019100047647953033,
0.007352436892688274,
-0.05170077830553055,
0.04190149903297424,
0.031769778579473495,
0.014243697747588158,
-0.04061206057667732,
0.019378967583179474,
0.00036154771805740893,
-0.007850483059883118,
-0.022824591025710106,
0.031115535646677017,
0.07199380546808243,
0.0553102008998394,
-0.03309253230690956,
0.03079444356262684,
-0.037849895656108856,
0.023926494643092155,
0.03197319805622101,
-0.04139865189790726,
-0.004489191807806492,
0.03722815960645676,
0.021585945039987564,
-0.0356205478310585,
-0.01781657338142395,
-0.03756269812583923,
0.0008713946444913745,
0.010428479872643948,
0.08366077393293381,
0.021483808755874634,
-0.05649654567241669,
0.009450603276491165,
-0.0319678895175457,
0.03799029812216759,
0.020167792215943336,
0.045646216720342636,
-0.05523901805281639,
-0.041543979197740555,
0.0032291929237544537,
0.010063479654490948,
-0.015920601785182953,
0.004471570253372192,
0.038690123707056046,
-0.0020963316783308983,
0.0046334234066307545,
-0.04027189314365387,
0.006488661747425795,
-0.03231852874159813,
-0.008097009733319283,
0.028462940827012062,
-0.02940555103123188,
0.050631433725357056,
0.0608864352107048,
-0.03887885808944702,
0.008741089142858982,
0.0836646556854248,
0.023082861676812172,
-0.011283725500106812,
0.01034172996878624,
-0.03863271698355675,
0.03375475853681564,
-0.0623309388756752,
0.012547328136861324,
0.0416565015912056,
-0.06492466479539871,
-0.0045744068920612335,
0.006462068762630224,
-0.062131404876708984,
-0.0803876519203186,
-0.010818317532539368,
-0.04819333925843239,
-0.005596608854830265,
0.014793924987316132,
-0.02452627755701542,
-0.021334059536457062,
0.033094823360443115,
-0.028577692806720734,
-0.028880424797534943,
-0.07251515984535217,
0.009184284135699272,
-0.025289658457040787,
0.01428998913615942,
-0.006635631900280714,
0.00958192441612482,
-0.010219497606158257,
0.032460156828165054,
-0.0009490352822467685,
0.04890083894133568,
-0.017432324588298798,
-0.0003937609726563096,
0.008589597418904305,
0.017449896782636642,
0.003016433911398053,
0.00008399876969633624,
0.018747448921203613,
0.0064444392919540405,
-0.05095852166414261,
-0.031230414286255836,
0.03684287890791893,
-0.00905467290431261,
0.028094859793782234,
-0.0035847278777509928,
0.030216893181204796,
-0.05492298677563667,
-0.03526106849312782,
0.0385301373898983,
0.0005033352645114064,
0.048213161528110504,
0.0027028147596865892,
-0.027272693812847137,
0.010353641584515572,
0.013931303285062313,
-0.024120034649968147,
0.042975276708602905,
0.05530458316206932,
-0.018707118928432465,
0.009131185710430145,
0.0060641770251095295,
-0.037122342735528946,
0.08024612814188004,
0.03322569280862808,
0.0021422256249934435,
0.02919035591185093,
-0.04375438392162323,
-0.017225436866283417,
0.05704094097018242,
-0.016053225845098495,
0.039730168879032135,
-0.019328048452734947,
0.0254924688488245,
0.022844457998871803,
-0.021688099950551987,
0.012243169359862804,
-0.020559921860694885,
-0.039391372352838516,
-0.0382915697991848,
-0.023893063887953758,
-0.04370705410838127,
0.03221095725893974,
0.006097260396927595,
-0.006729624234139919,
-0.044494323432445526,
-0.017829418182373047,
-0.035495541989803314,
-0.01597764901816845,
-0.03323134407401085,
-0.04169714078307152,
0.0382346473634243,
0.043417200446128845,
0.10963006317615509,
-0.010413385927677155,
-0.07278894633054733,
0.0009862725855782628,
-0.07098880410194397,
0.0024658353067934513,
-0.01068841852247715,
0.07667231559753418,
-0.018246768042445183,
-0.033897001296281815,
0.03440619260072708,
0.06488969177007675,
0.030296895653009415,
0.07862967997789383,
-0.043014343827962875,
-0.10307304561138153,
0.0389348641037941,
-0.05062919482588768,
0.04561125859618187,
0.059016354382038116,
0.011625017039477825,
0.06715502589941025,
-0.0044638849794864655,
0.07119942456483841,
-0.07999986410140991,
-0.006914251949638128,
-0.011126227676868439,
-0.016100695356726646,
-0.02393888123333454,
-0.03103088214993477,
0.07676178216934204,
0.09182959794998169,
0.025234952569007874,
0.011558890342712402,
0.0017581537831574678,
0.0211069043725729,
0.01984701119363308,
0.02128000184893608,
0.01824088953435421,
0.015495600178837776,
-0.06175708770751953,
-0.011863166466355324,
-0.04245837405323982,
0.027729874476790428,
0.017780359834432602,
0.014027496799826622,
0.006330063566565514,
-0.0005314441514201462,
-0.002522645052522421,
0.029589544981718063,
0.05377825349569321,
-0.025587061420083046,
-0.005356652196496725,
-0.029588785022497177,
-0.008751546032726765,
-0.10818204283714294,
0.04501448571681976,
0.009772212244570255,
0.036393605172634125,
-0.04291076958179474,
-0.030572213232517242,
0.02684939280152321,
-0.01214041467756033,
0.00007093982276273891,
-0.00357465329580009,
-0.006319654174149036,
0.028742779046297073,
0.0027036641258746386,
-0.012878548353910446,
-0.030130378901958466,
0.02707684226334095,
0.013814196921885014,
-0.04102962836623192,
0.0794418603181839,
0.02481241710484028,
-0.024956250563263893,
0.03724779561161995,
0.00761639978736639,
-0.05734683573246002,
0.0022646647412329912,
-0.04116915911436081,
0.032643236219882965,
-0.02198161371052265,
0.0108836330473423,
-0.026501869782805443,
-0.00896525103598833,
0.006127881817519665,
0.04212162643671036,
-0.020453497767448425,
0.017817458137869835,
0.026041055098176003,
-0.019999703392386436,
-0.002011584583669901,
-0.007847920060157776,
0.02237211912870407,
0.0013384072808548808,
0.005518498830497265,
-0.000877990445587784,
0.020970188081264496,
0.02876327745616436,
0.0004398154269438237,
0.013788418844342232,
-0.003001168370246887,
0.044921305030584335,
0.03602897748351097,
-0.018816934898495674,
0.04451172798871994,
0.0445965975522995,
-0.052256785333156586,
-0.018988076597452164,
-0.025547292083501816,
-0.022709263488650322,
-0.05895508453249931,
-0.015067336149513721,
-0.02602536790072918,
0.011824240908026695,
-0.05322197079658508,
-0.000499168352689594,
-0.008620057255029678,
-0.05115192383527756,
0.02508874051272869,
0.01791575737297535,
0.014409221708774567,
0.001524998340755701,
0.035566192120313644,
0.02533600479364395,
0.06726144999265671,
-0.021016892045736313,
0.019409194588661194,
-0.02500949054956436,
-0.025308553129434586,
-0.024485081434249878,
-0.047293856739997864,
-0.005472286604344845,
0.003293773625046015,
0.007409384008497,
0.012796171009540558,
-0.011731591075658798,
-0.025301363319158554,
-0.016949284821748734,
-0.035872600972652435,
-0.017825718969106674,
0.00038212008075788617,
0.01989532820880413,
-0.0009268334251828492,
-0.006538350135087967,
-0.006091445684432983,
-0.04606107622385025,
0.0302320197224617,
-0.023218205198645592,
-0.03192577511072159,
0.01951158419251442,
0.02754988521337509,
0.021995076909661293,
0.04083333909511566,
0.04354555532336235,
-0.029441945254802704,
-0.006197422277182341,
0.02540918067097664,
0.00038102074177004397,
-0.008980751037597656,
-0.02951454184949398,
0.033141616731882095,
0.04405849799513817,
0.0003663939132820815,
-0.009308379143476486,
-0.046571940183639526,
-0.004316393751651049,
0.00042817252688109875,
-0.0684390589594841,
0.016816353425383568,
-0.00948900356888771,
0.0686773732304573,
-0.05593716725707054,
-0.050400104373693466,
0.04160020127892494,
-0.03477121517062187,
-0.03383595123887062,
0.0922638550400734,
0.06090174615383148,
0.041981521993875504,
-0.05292635038495064,
-0.026624854654073715,
0.047105781733989716,
-0.015456152148544788,
-0.020655188709497452,
0.058857064694166183,
-0.08954327553510666,
-0.030586164444684982,
0.020907390862703323,
-0.052078936249017715,
0.006037076469510794,
0.03765701502561569,
-0.008541081100702286,
-0.02517610229551792,
0.04962999373674393,
-0.03441613167524338,
0.023797854781150818,
-0.057977717369794846,
0.03793583810329437,
-0.03682111203670502,
0.008210515603423119,
0.05551431328058243,
-0.027116533368825912,
-0.014089560136198997,
0.06941884011030197,
-0.06584686785936356,
-0.05109654739499092,
-0.01923087239265442,
0.0843057706952095,
0.039473988115787506,
-0.008486035279929638,
-0.004549836274236441,
-0.005341670010238886,
-0.041372500360012054,
0.1612972617149353,
-0.0060203890316188335,
-0.006917562335729599,
-0.03774575516581535,
0.018224650993943214,
-0.00811436865478754,
0.03901073336601257,
-0.04446636140346527,
0.04884985834360123,
-0.06726726144552231,
0.01514884177595377,
-0.05633030831813812,
-0.07383549958467484,
0.09476586431264877,
0.014176195487380028,
0.002056609373539686,
-0.022410091012716293,
0.02106723003089428,
-0.02253975346684456,
-0.008315841667354107,
-0.03400931507349014,
0.06573308259248734,
-0.00030041285208426416,
-0.041561540216207504,
0.008963672444224358,
-0.015773095190525055,
-0.03414616733789444,
0.01695873588323593,
0.008309295400977135,
0.029949812218546867,
0.009838636964559555,
-0.03716381639242172,
0.0629107877612114,
-0.00024152295372914523,
0.03400423750281334,
0.031902603805065155,
-0.011895637959241867,
-0.025177594274282455,
-0.05115608125925064,
-0.05946657061576843,
0.02058671973645687,
-0.05896880477666855,
0.00588959502056241,
-0.03499283269047737,
-0.049177274107933044,
0.006383275147527456,
-0.018100418150424957,
-0.033366065472364426,
0.0035414935555309057,
-0.013426149263978004,
0.0396476574242115,
-0.014454212971031666,
-0.041019242256879807,
0.008584920316934586,
0.003727108705788851,
-0.022152183577418327,
-0.040388595312833786,
-0.006910426542162895,
-0.09266249090433121,
-0.03677385300397873,
-0.08023178577423096,
-0.00866556353867054,
0.02743346244096756,
0.03474171459674835,
0.03364389017224312,
0.009074593894183636,
-0.020591506734490395,
0.00897238776087761,
0.03456550091505051,
-0.014712302945554256,
0.04627065360546112,
0.009019024670124054,
0.011083471588790417,
-0.05686049535870552,
0.007045192178338766,
-0.0124445091933012,
0.0477374792098999,
-0.1084311455488205,
-0.04349842667579651,
-0.01641007885336876,
0.06712328642606735,
-0.0290147066116333,
0.03031395561993122,
-0.025813357904553413,
-0.01286228932440281,
0.008455364964902401,
-0.009101702831685543,
-0.022208455950021744,
-0.03163015842437744,
0.006206194404512644,
-0.02445327490568161,
0.010183517821133137,
-0.007802767213433981,
-0.029186250641942024,
-0.04661816731095314,
0.003252099733799696,
-0.014412485994398594,
0.05961616709828377,
0.025939879938960075,
-0.025900449603796005,
0.03509038686752319,
0.011349860578775406,
-0.01222329493612051,
-0.03673355653882027,
0.026705699041485786,
-0.022793816402554512,
-0.011375859379768372,
0.00311285606585443,
-0.04650048539042473,
0.0050212182104587555,
0.021123910322785378,
0.004137365147471428,
0.018411785364151,
-0.06472522020339966,
0.02597389742732048,
-0.02961615100502968,
0.016948791220784187,
-0.0029167288448661566,
0.0354333333671093,
-0.00341775082051754,
0.023855071514844894,
-0.03584425896406174,
-0.012440257705748081,
0.05014769732952118,
-0.0046310024335980415,
0.0807514488697052,
0.005290938541293144,
0.0479050949215889,
0.035429928451776505,
0.007541992235928774,
-0.024898210540413857,
0.005887221544981003,
0.06235529109835625,
-0.055607911199331284,
0.0072325593791902065,
0.005419366527348757,
0.0680844858288765,
0.06141366437077522,
-0.03828088194131851,
-0.048804871737957,
-0.036306753754615784,
0.010931086726486683,
-0.025705192238092422,
-0.0509345568716526,
-0.028838587924838066,
0.026322035118937492,
-0.045177560299634933,
0.005888937506824732,
-0.054886311292648315,
0.03885597735643387,
0.01521228812634945,
0.010505937971174717,
-0.006572854705154896,
0.01880943588912487,
-0.016032276675105095,
0.037243444472551346,
0.030802002176642418,
-0.025274595245718956,
0.01764092966914177,
0.0362810343503952,
-0.02810593880712986,
0.014032668434083462,
-0.011476116254925728,
0.0060656433925032616,
-0.03187205269932747,
0.011638795956969261,
0.003557509509846568,
0.0624014288187027,
0.06220690906047821,
0.019477974623441696,
0.07907222211360931,
-0.023216325789690018,
-0.04882645979523659,
-0.02361864596605301,
-0.007195626851171255,
-0.011902994476258755,
-0.015104595571756363,
0.011643433012068272,
0.0367044173181057,
-0.016748324036598206,
0.01719125546514988,
-0.04785370081663132,
0.025007575750350952,
0.021402616053819656,
0.011527414433658123,
0.004050171002745628,
0.0012512931134551764,
-0.004762378521263599,
0.008145633153617382,
0.012884517200291157,
-0.01094981748610735,
-0.029199788346886635,
-0.032722171396017075,
-0.0668545663356781,
0.03608287498354912,
-0.043657559901475906,
0.01695418357849121,
0.060582924634218216,
-0.06917507201433182,
-0.049013715237379074,
0.06209980323910713,
0.05817977339029312,
-0.013208345510065556,
-0.028681369498372078,
-0.05484846979379654,
-0.003068857826292515,
0.03111516870558262,
0.013084766454994678,
0.0027522400487214327,
-0.0010710378410294652,
-0.0032132260967046022,
-0.030358077958226204,
-0.014988970942795277,
-0.020133236423134804,
-0.02863949164748192,
0.015736756846308708,
-0.019635530188679695,
0.0005906671285629272,
-0.005214072298258543,
-0.025584062561392784,
0.0025189740117639303,
-0.027566924691200256,
0.014984728768467903,
0.03103160299360752,
0.06660299003124237,
0.02691851370036602,
0.023511771112680435,
-0.047932643443346024,
-0.07589111477136612,
-0.05405760928988457,
-0.0008740360499359667,
0.00901439506560564,
-0.02399098314344883,
-0.047446366399526596,
0.00159253622405231,
-0.021541448310017586,
0.0077191744931042194,
-0.025508761405944824,
0.027894604951143265,
0.022262245416641235,
0.02592012844979763,
-0.017981383949518204,
-0.06288109719753265,
-0.029873380437493324,
-0.030081814154982567,
0.025045501068234444,
0.002469913102686405,
0.03125598281621933,
0.07834698259830475,
0.008639943785965443,
-0.04039788246154785,
0.019879046827554703,
-0.0453573614358902,
0.01094274315983057,
0.021450519561767578,
0.03431117907166481,
-0.03674756735563278,
0.03958795964717865,
-0.001126486691646278,
0.059252992272377014,
0.0320589579641819,
-0.08396860212087631,
-0.040144842118024826,
0.038466230034828186,
-0.057216424494981766,
0.08000786602497101,
0.010938725434243679,
0.0017918380908668041,
0.018799476325511932,
0.020808594301342964,
0.0003151662240270525,
-0.03036963753402233,
-0.03290321305394173,
0.006778922397643328,
-0.05384287238121033,
0.03419884294271469,
-0.018224483355879784,
0.003948074299842119,
-0.019195670261979103,
0.010146916843950748
] |
<p>I observe a sample from a distribution that I expect to be the hitting time </p>
<p>$$\tau = \inf\{t>0| X(t)>a\}$$</p>
<p>where $X(t)$ is a Lévy process with $X(0)=0$ and $a$ is some constant. $X$ is not a Brownian motion and the experimental fit to the <a href="http://en.wikipedia.org/wiki/L%C3%A9vy_distribution" rel="nofollow">Lévy distribution</a> is poor. </p>
<p>However, I do not need to know the exact formula for the law of $\tau$. For my needs I only need to know that the expectation of $\tau$ is infinite (as in the case of tau for a Brownian motion). Is it possible to formulate and test this as a statistical hypothesis?</p>
|
g73981
|
[
0.003195325145497918,
0.04462527483701706,
-0.016138805076479912,
-0.05078309029340744,
0.043212685734033585,
-0.025195416063070297,
0.007684716023504734,
0.013886081986129284,
-0.04310841113328934,
-0.04470299556851387,
0.006503416690975428,
0.003676658496260643,
0.019443659111857414,
0.00045617352589033544,
-0.01911870576441288,
-0.03253904730081558,
0.08414014428853989,
0.0054289898835122585,
0.022727636620402336,
-0.013851962983608246,
0.008505824953317642,
-0.012225697748363018,
-0.003997452091425657,
-0.014135397970676422,
0.012129798531532288,
-0.05644241347908974,
-0.052026424556970596,
0.07431744784116745,
-0.022147612646222115,
-0.02877596765756607,
0.018138473853468895,
-0.040783338248729706,
0.026040704920887947,
-0.06368598341941833,
-0.020360564813017845,
-0.022736256942152977,
0.07325389981269836,
0.000833164609503001,
-0.022891933098435402,
0.009375699795782566,
-0.011039180681109428,
0.035352207720279694,
0.05739789828658104,
0.012061148881912231,
0.01584654487669468,
0.02334355004131794,
-0.02829204685986042,
0.029187163338065147,
-0.02373574487864971,
0.022126968950033188,
-0.0578053779900074,
0.012608252465724945,
0.015001914463937283,
-0.016543971374630928,
0.006601768545806408,
0.009632774628698826,
0.048667214810848236,
-0.023100925609469414,
-0.00416979705914855,
0.009160473942756653,
0.010059800930321217,
-0.07786551862955093,
-0.043825630098581314,
-0.036831311881542206,
0.017384981736540794,
-0.02283509075641632,
0.018341274932026863,
-0.018824266269803047,
0.03926501423120499,
0.009935177862644196,
0.010179809294641018,
-0.011080702766776085,
-0.018708236515522003,
-0.05177837610244751,
-0.028237033635377884,
0.032533761113882065,
-0.023101242259144783,
0.01573081687092781,
-0.0007732779486104846,
0.06474079191684723,
-0.02982085384428501,
0.014035754837095737,
0.0013219875982031226,
0.04829972982406616,
-0.011131901293992996,
-0.029853539541363716,
0.053775060921907425,
-0.012129700742661953,
0.009843429550528526,
0.016134057193994522,
0.03823137283325195,
-0.0039152717217803,
0.0322214774787426,
-0.0025768245104700327,
-0.013068785890936852,
-0.026241164654493332,
-0.06859952956438065,
0.05346786230802536,
-0.05101107805967331,
-0.01030318345874548,
-0.012172901071608067,
0.029602311551570892,
-0.019456304609775543,
-0.04094243794679642,
0.003114161780104041,
-0.03189292177557945,
0.02130080759525299,
0.0074477712623775005,
-0.05239458754658699,
-0.018808184191584587,
-0.043706074357032776,
0.00312847294844687,
0.010760302655398846,
-0.07703281939029694,
0.002547138137742877,
0.003606818150728941,
0.04148837551474571,
0.031503789126873016,
0.02319658361375332,
0.009845266118645668,
0.011822928674519062,
0.009527305141091347,
0.006760642398148775,
0.05164813622832298,
-0.04625691846013069,
0.051447317004203796,
-0.023671777918934822,
0.020374156534671783,
-0.019463280215859413,
0.009216911159455776,
0.03507380932569504,
0.019482018426060677,
0.03171355277299881,
0.017341922968626022,
0.0029159390833228827,
0.040785666555166245,
0.016221988946199417,
-0.004981348291039467,
-0.016993602737784386,
0.04380739480257034,
0.007923009805381298,
-0.022993391379714012,
0.011051991954445839,
0.01917591691017151,
-0.05400513485074043,
0.043473199009895325,
-0.029507700353860855,
-0.02601056545972824,
0.007596146780997515,
0.026824740692973137,
-0.052971042692661285,
0.04959125444293022,
0.01479802280664444,
0.02126402221620083,
0.00041576341027393937,
0.03151443973183632,
-0.010514697059988976,
0.02312934584915638,
0.04125445708632469,
-0.008331083692610264,
0.04799216613173485,
0.014073994942009449,
0.0383124016225338,
-0.016935748979449272,
-0.09690511971712112,
0.012390158139169216,
0.00655415840446949,
0.031353533267974854,
0.005826133769005537,
-0.040885601192712784,
-0.001901423092931509,
-0.01293289102613926,
-0.007903714664280415,
0.016597483307123184,
-0.051917850971221924,
0.0221524890512228,
-0.04548139125108719,
-0.003079386195167899,
0.011530915275216103,
-0.02291758917272091,
-0.0036382179241627455,
-0.010556701570749283,
-0.016455980017781258,
-0.0276119913905859,
0.04028232768177986,
0.012688870541751385,
0.04794337972998619,
-0.014429372735321522,
-0.05440022796392441,
0.00011207856005057693,
-0.009100490249693394,
-0.0457364059984684,
0.0019265356240794063,
0.005022199358791113,
0.007365132216364145,
-0.0030798627994954586,
0.00783059373497963,
-0.07761411368846893,
-0.00406840443611145,
-0.011686413548886776,
0.04438183084130287,
-0.011582301929593086,
0.011894090101122856,
0.024659646674990654,
-0.014111337251961231,
-0.02984756976366043,
0.013435544446110725,
-0.021318910643458366,
0.02147342823445797,
-0.013816810213029385,
0.00007200925756478682,
-0.053949736058712006,
-0.009925696067512035,
0.07951179891824722,
0.004147280473262072,
-0.006730007939040661,
0.007902252487838268,
0.0750487819314003,
0.029831981286406517,
0.00900052860379219,
0.016125289723277092,
0.014643966220319271,
0.027211999520659447,
0.014477594755589962,
0.0450654998421669,
-0.014413109049201012,
0.0018957227002829313,
-0.045336052775382996,
0.011436757631599903,
0.04390407353639603,
-0.06732859462499619,
-0.03142309561371803,
-0.016887379810214043,
0.03720933571457863,
-0.02310883440077305,
0.050616975873708725,
-0.0005597646813839674,
-0.008490094915032387,
0.01189444400370121,
0.03788360208272934,
-0.04968713968992233,
-0.00679394043982029,
-0.0543254055082798,
-0.0017323344945907593,
0.029646076261997223,
-0.06952816992998123,
0.01196860708296299,
-0.010625221766531467,
0.0450994074344635,
0.027737479656934738,
0.030638888478279114,
0.06983219087123871,
-0.013379371725022793,
-0.03612359240651131,
0.0009029456414282322,
-0.05873599648475647,
0.021883103996515274,
0.00749782333150506,
-0.043730270117521286,
-0.025510696694254875,
-0.024090595543384552,
0.024602524936199188,
0.026166314259171486,
-0.004284657072275877,
-0.027840182185173035,
-0.04049248620867729,
-0.031524717807769775,
0.007558404002338648,
-0.028178341686725616,
0.0045272004790604115,
-0.03122488223016262,
0.00888796430081129,
0.06505811959505081,
0.07872819900512695,
0.0035859327763319016,
0.001045593642629683,
-0.03188628703355789,
-0.011802522465586662,
-0.004645112901926041,
-0.05209534615278244,
-0.04406291991472244,
-0.07752461731433868,
0.024016274139285088,
0.08070127665996552,
-0.00018288361025042832,
-0.023029614239931107,
0.020505286753177643,
0.009393913671374321,
-0.0003763253043871373,
0.014145130291581154,
-0.018148884177207947,
0.00745704211294651,
0.029982205480337143,
0.040011126548051834,
-0.05839806795120239,
0.07561840116977692,
0.029342075809836388,
-0.04220982640981674,
0.023341981694102287,
0.03523705154657364,
-0.0438542477786541,
-0.035904236137866974,
-0.011314908042550087,
-0.004857594147324562,
0.04148261994123459,
0.02155899815261364,
-0.040217526257038116,
-0.021314164623618126,
0.002791745588183403,
-0.0015201104106381536,
-0.022761479020118713,
0.041006166487932205,
0.003661043243482709,
-0.06938795745372772,
-0.02538870833814144,
-0.03532946854829788,
0.03242244943976402,
-0.01184817310422659,
0.027518905699253082,
-0.04514637589454651,
0.0938652977347374,
-0.04991636052727699,
-0.06309770047664642,
0.02081516571342945,
0.05394737794995308,
-0.029013819992542267,
-0.05485779792070389,
0.05308109521865845,
-0.06917581707239151,
-0.01701315864920616,
0.049273863434791565,
-0.002426781924441457,
0.008668984286487103,
-0.05625636503100395,
0.027393369004130363,
-0.02823631279170513,
-0.011457929387688637,
0.04011140018701553,
0.0199439637362957,
0.022690152749419212,
-0.026740387082099915,
-0.02385518327355385,
-0.060066886246204376,
0.040310632437467575,
-0.014179917052388191,
-0.06249099224805832,
0.020605340600013733,
0.06344597786664963,
0.05358628183603287,
0.0027828013990074396,
0.03956442326307297,
-0.023172957822680473,
0.03624623641371727,
-0.04261036217212677,
0.025506798177957535,
0.06234852969646454,
0.09502680599689484,
0.0351715087890625,
0.09614863991737366,
-0.027236657217144966,
0.029907403513789177,
-0.08279793709516525,
0.01918596588075161,
-0.01136518083512783,
0.046248991042375565,
0.016901271417737007,
0.03027832694351673,
-0.014310376718640327,
0.09407589584589005,
0.023696983233094215,
-0.005276764277368784,
0.04231450706720352,
0.036857299506664276,
0.054184019565582275,
0.02567587047815323,
-0.02197754941880703,
0.02637217566370964,
0.06683505326509476,
-0.05537986382842064,
0.05934673175215721,
0.06415912508964539,
0.03963162750005722,
-0.03990978002548218,
0.01848570443689823,
0.06540076434612274,
-0.003316787537187338,
-0.018371231853961945,
-0.006477397866547108,
0.053238485008478165,
-0.04950888827443123,
0.03939837962388992,
-0.05463875085115433,
-0.045782849192619324,
0.054827190935611725,
0.015291317366063595,
-0.04986894875764847,
0.024605918675661087,
-0.02121044136583805,
0.005601604003459215,
-0.04054844751954079,
0.01731218211352825,
0.008409319445490837,
-0.01846264861524105,
0.0003712917387019843,
0.014762221835553646,
0.014511261135339737,
0.04580150544643402,
-0.00384843279607594,
-0.006316127721220255,
-0.02546127513051033,
-0.04591543972492218,
-0.032334424555301666,
-0.008653988130390644,
-0.044885676354169846,
0.012982716783881187,
0.0011648666113615036,
0.05135855823755264,
-0.02247978188097477,
-0.03741595894098282,
0.04596000164747238,
0.011949131265282631,
-0.02959677204489708,
0.054397884756326675,
-0.032348744571208954,
-0.03745504468679428,
-0.005522569175809622,
0.033088188618421555,
0.011243872344493866,
0.05409758910536766,
-0.09034070372581482,
-0.018714088946580887,
0.03285715728998184,
-0.012758919969201088,
0.032567936927080154,
-0.013320902362465858,
0.031871646642684937,
-0.04332307353615761,
-0.012263608165085316,
-0.0015381274279206991,
0.037225764244794846,
-0.016924167051911354,
-0.010298863053321838,
0.01722954586148262,
0.024283381178975105,
-0.025665653869509697,
0.09689696133136749,
0.006464134436100721,
-0.06538892537355423,
0.01992141827940941,
-0.000367399217793718,
-0.05181529000401497,
-0.007433982100337744,
-0.061176154762506485,
-0.014588186517357826,
0.03937295079231262,
-0.0003448974166531116,
-0.028101645410060883,
0.03594858571887016,
-0.050364840775728226,
0.0513603612780571,
-0.021420849487185478,
-0.05730557069182396,
0.014588471502065659,
0.008806869387626648,
0.005689901765435934,
-0.04531033709645271,
-0.026610201224684715,
-0.038802750408649445,
-0.03153768926858902,
-0.015122581273317337,
-0.06525512784719467,
0.03430763632059097,
0.05631726235151291,
-0.026398103684186935,
-0.06563913077116013,
-0.031472403556108475,
0.005042841657996178,
0.023860955610871315,
0.03258223459124565,
-0.021816160529851913,
-0.013218355365097523,
-0.06495741754770279,
-0.04076429083943367,
-0.05718877911567688,
0.02115393616259098,
0.03552175685763359,
-0.05084666609764099,
-0.018323063850402832,
0.014780509285628796,
-0.016379309818148613,
-0.005585503298789263,
-0.000511385384015739,
0.06992051750421524,
-0.021094121038913727,
-0.023332972079515457,
-0.06655652076005936,
0.045171380043029785,
-0.04507087543606758,
0.010342287831008434,
0.009419290348887444,
-0.10240603238344193,
0.020089557394385338,
0.005994170904159546,
0.015046646818518639,
-0.01153950858861208,
0.01872747391462326,
0.018332647159695625,
-0.008353011682629585,
-0.016541847959160805,
0.049856580793857574,
0.03511610999703407,
0.068361297249794,
0.019298244267702103,
-0.033612560480833054,
-0.025534242391586304,
0.03312470391392708,
0.009309773333370686,
0.029341507703065872,
-0.005825284868478775,
0.004599235486239195,
0.04857771098613739,
-0.004916361067444086,
-0.020362408831715584,
-0.016412533819675446,
0.024852721020579338,
-0.08511829376220703,
-0.04676755145192146,
0.002050065668299794,
-0.013817116618156433,
0.02352406643331051,
0.0357607863843441,
-0.02461984194815159,
0.005539826117455959,
-0.0628613531589508,
-0.021959194913506508,
-0.003053868655115366,
0.04120295122265816,
0.04915246739983559,
-0.03524941951036453,
-0.017393942922353745,
-0.034995898604393005,
-0.061080630868673325,
0.06103572994470596,
-0.008776180446147919,
-0.008344778791069984,
0.010135400108993053,
-0.06337328255176544,
0.013931150548160076,
0.0416397787630558,
-0.07410915940999985,
0.020829252898693085,
0.06779246777296066,
-0.014009510166943073,
0.012122784741222858,
-0.0022420163732022047,
0.0070718941278755665,
0.00759165408089757,
-0.04031907021999359,
0.006240885704755783,
-0.002479590941220522,
0.0024364287964999676,
-0.007761734072118998,
0.02848595380783081,
0.03529534116387367,
-0.02003490924835205,
0.004610133823007345,
-0.013167503289878368,
-0.029977023601531982,
0.00841241329908371,
0.037200652062892914,
0.06116366386413574,
0.027021098881959915,
-0.009891774505376816,
0.05615067854523659,
-0.004713466856628656,
-0.0026326836086809635,
0.024999139830470085,
0.02382098324596882,
-0.04274541884660721,
-0.016628237441182137,
-0.018277738243341446,
-0.02504810504615307,
0.0029353895224630833,
-0.028726384043693542,
-0.018061518669128418,
0.04838939011096954,
0.007074201479554176,
-0.01101219654083252,
0.021786093711853027,
0.0004326281778048724,
-0.035118911415338516,
-0.008585328236222267,
0.016834916546940804,
-0.0773671492934227,
0.0027554568368941545,
-0.013230018317699432,
-0.03573712706565857,
-0.061098139733076096,
-0.0013108941493555903,
-0.024471798911690712,
-0.032900240272283554,
-0.06949561089277267,
-0.015070661902427673,
-0.02723930962383747,
-0.01956762559711933,
0.0053805457428097725,
0.008602459914982319,
0.06600863486528397,
0.052776508033275604,
0.022820504382252693,
-0.01883923076093197,
0.015226694755256176,
0.023805169388651848,
0.017796646803617477,
-0.024958837777376175,
-0.047755248844623566,
-0.08062060177326202,
0.004125668201595545,
0.02340700663626194,
-0.006246490869671106,
0.06796593964099884,
-0.07192163914442062,
-0.054621849209070206,
-0.028924809768795967,
-0.020194366574287415,
0.03258569911122322,
-0.05407825857400894,
0.011636772193014622,
0.052536558359861374,
-0.027577560395002365,
0.06029711663722992,
0.019543033093214035,
-0.037091564387083054,
0.035082343965768814,
-0.04501955583691597,
0.026819104328751564,
-0.016751296818256378,
0.04517778754234314,
0.024121137335896492,
0.005858756601810455,
0.011245287023484707,
0.05366227403283119,
0.03256350755691528,
0.0032704519107937813,
-0.017170777544379234,
0.04797043651342392,
0.04960120841860771,
0.02036925218999386,
-0.08462794125080109,
-0.027432681992650032,
0.04158696159720421,
-0.01073470152914524,
0.03683702275156975,
-0.01613062247633934,
0.04036401957273483,
0.04091599956154823,
0.023901524022221565,
-0.005761568434536457,
0.06211624667048454,
-0.05101059749722481,
-0.012673693709075451,
-0.043040309101343155,
-0.01134340837597847,
-0.049944162368774414,
0.014080212451517582,
0.031318359076976776,
-0.03916551172733307,
-0.06831232458353043,
0.0026828593108803034,
-0.11134515702724457,
0.08584044873714447,
-0.014225823804736137,
-0.0007652933127246797,
0.043623633682727814,
-0.0025514308363199234,
0.057944584637880325,
0.00233672559261322,
0.0718376412987709,
-0.00921555608510971,
0.002442021854221821,
-0.011235123500227928,
-0.01443706639111042,
-0.04312049224972725,
0.0024743275716900826,
-0.01667780987918377,
0.05878099054098129,
-0.05058411508798599,
-0.03353166580200195,
-0.004980237223207951,
0.020658321678638458,
-0.044866081327199936,
0.043628938496112823,
0.00223723822273314,
-0.06777846813201904,
0.04851438105106354,
0.04200887680053711,
0.02870572730898857,
-0.02348063513636589,
-0.001371643622405827,
0.0420440137386322,
-0.003566641127690673,
0.004096501506865025,
-0.04034605249762535,
-0.022348986938595772,
-0.0068729897029697895,
0.008914601057767868,
-0.010920010507106781,
-0.04058424010872841,
-0.10076408088207245,
-0.03948982059955597,
0.031025541946291924,
0.04481431841850281,
-0.07170715928077698,
-0.01569417305290699,
0.03623409941792488,
-0.014939263463020325,
-0.015181291848421097,
0.0024571861140429974,
0.020847149193286896,
-0.015755504369735718,
0.00948918703943491,
0.0010705977911129594,
0.03051118552684784,
0.00021249397832434624,
0.02356160804629326,
-0.03820602223277092,
-0.06430758535861969,
0.02474907971918583,
-0.014649743214249611,
0.010214138776063919,
-0.02735852263867855,
0.016565538942813873,
-0.01590181328356266,
-0.01977629028260708,
-0.06071150675415993,
0.06311065703630447,
0.03533776476979256,
0.0011036571813747287,
-0.042946815490722656,
0.061470504850149155,
-0.042181596159935,
0.05023802071809769,
0.03664853796362877,
-0.01676364243030548,
0.024431370198726654,
0.007008429151028395,
-0.02449621818959713,
-0.014838182367384434,
0.026577970013022423,
0.0010571947786957026,
-0.027171142399311066,
0.012696669436991215,
-0.0707736387848854,
0.06162186712026596,
0.014526434242725372,
0.012295064516365528,
0.008145243860781193,
0.04873672500252724,
0.044840384274721146,
-0.03382474184036255,
-0.039985135197639465,
-0.058608703315258026,
-0.046825021505355835,
0.062105219811201096,
0.012766439467668533,
-0.011588122695684433,
0.0786237046122551,
0.017233416438102722
] |
<p>Wikipedia says in <a href="http://en.wikipedia.org/wiki/Binary_classification#Converting_continuous_values_to_binary" rel="nofollow">binary classification</a>:</p>
<blockquote>
<p>Tests whose results are of continuous values, such as most blood
values, can artificially be made binary by defining a cutoff value,
with test results being designated as positive or negative depending
on whether the resultant value is higher or lower than the cutoff.</p>
</blockquote>
<p>Is there some guidance as to whether this is a desirable thing to do or not? I have data where the output value is continuous in the training set and I'm interested to know how strong the output variable is. Ideally an accurate continuous value would be the best, but I also would be satisfied with binary classification. My layman's assumption is that the binary classification task would be a little simpler. Is there any guidance as to whether to prefer continuous output vs binary classification?</p>
|
g43363
|
[
0.025016924366354942,
-0.0063031939789652824,
0.013346070423722267,
-0.029338590800762177,
-0.017007483169436455,
-0.02717798575758934,
0.01523808017373085,
0.014253276400268078,
-0.05292621627449989,
-0.03316366299986839,
0.030973684042692184,
0.03815517574548721,
0.01722635142505169,
-0.013224414549767971,
0.025474559515714645,
-0.058171346783638,
0.014830408617854118,
-0.01266701053828001,
0.011648954823613167,
0.003935555461794138,
0.0011826060945168138,
0.0777040496468544,
-0.011917388066649437,
-0.0008539555128663778,
-0.016764674335718155,
-0.04034410044550896,
-0.004937839228659868,
0.013255166821181774,
-0.04529903829097748,
0.018757937476038933,
0.00485204765573144,
0.027996113523840904,
0.016383320093154907,
0.017176775261759758,
0.003921570722013712,
0.07059403508901596,
-0.0012609866680577397,
0.014811880886554718,
0.021541208028793335,
-0.00850832648575306,
0.013177442364394665,
0.0007072225562296808,
-0.0077813128009438515,
-0.018983010202646255,
-0.04327463358640671,
-0.035933271050453186,
-0.0040104626677930355,
-0.018957309424877167,
0.06299480050802231,
0.002920453203842044,
0.03564684838056564,
-0.030613809823989868,
0.027454867959022522,
0.05187724158167839,
0.09674248099327087,
0.04874807596206665,
-0.019231434911489487,
0.04431900754570961,
-0.07066842168569565,
-0.0666646733880043,
0.003283657832071185,
0.0038677251432090998,
-0.03618541732430458,
-0.02215997874736786,
0.049674734473228455,
0.004872845020145178,
-0.010871701873838902,
-0.018855921924114227,
-0.05244550481438637,
0.08462251722812653,
-0.019387127831578255,
-0.0572984516620636,
-0.014296610839664936,
0.03099820949137211,
-0.003338955109938979,
-0.008255166001617908,
-0.025260668247938156,
-0.028351185843348503,
0.039108410477638245,
0.05558913201093674,
0.014020528644323349,
-0.025607457384467125,
0.046782419085502625,
0.03502604365348816,
0.037888552993535995,
0.02254772000014782,
-0.0025164412800222635,
-0.05337473750114441,
0.0029152848292142153,
0.032611578702926636,
0.0016558548668399453,
0.013741660863161087,
0.043626103550195694,
-0.014252346940338612,
0.007817215286195278,
0.07509767264127731,
-0.03424858674407005,
0.0479750819504261,
-0.03626842424273491,
0.04552718251943588,
-0.004732097964733839,
0.07588116824626923,
0.06387406587600708,
-0.09426083415746689,
-0.03404752537608147,
-0.03234013915061951,
0.07008516788482666,
-0.0006590468692593277,
-0.07148472219705582,
-0.012886835262179375,
0.0055861519649624825,
0.022270334884524345,
-0.029361067339777946,
0.02580629475414753,
-0.05886863172054291,
-0.002738043898716569,
0.030035842210054398,
-0.0026552684139460325,
-0.08475873619318008,
0.008987453766167164,
0.047215525060892105,
-0.022504067048430443,
0.044409193098545074,
0.018002165481448174,
-0.015810340642929077,
-0.035394422709941864,
-0.06599415838718414,
0.06858306378126144,
0.053877219557762146,
-0.028765084221959114,
-0.015569762326776981,
0.012455692514777184,
-0.005871450062841177,
0.008044986054301262,
0.013945184648036957,
0.03907523676753044,
0.0647277683019638,
-0.010525110177695751,
0.01355616096407175,
0.02336210012435913,
-0.0036735241301357746,
0.023308265954256058,
0.005613618064671755,
0.06378843635320663,
-0.02285865880548954,
-0.005501582752913237,
-0.06734217703342438,
0.045745059847831726,
0.054172053933143616,
0.050334230065345764,
0.027441328391432762,
0.015052136965095997,
-0.04675648361444473,
0.005987092852592468,
0.009693407453596592,
0.016488751396536827,
0.04073946923017502,
-0.019630908966064453,
-0.05639288201928139,
0.015841692686080933,
0.0489639975130558,
-0.012673982419073582,
-0.03149938955903053,
-0.011720937676727772,
-0.025677217170596123,
-0.0480516254901886,
-0.039270706474781036,
-0.026116009801626205,
0.02863515168428421,
-0.047603316605091095,
0.007121194154024124,
0.06127731874585152,
0.002692626090720296,
-0.004436577204614878,
0.0770891085267067,
-0.007668922655284405,
0.05702151358127594,
0.062290627509355545,
0.062108706682920456,
0.007034027948975563,
-0.0643889531493187,
0.08349402993917465,
0.05642550438642502,
0.025976525619626045,
0.053324759006500244,
-0.00872556772083044,
-0.07148829102516174,
-0.0036964681930840015,
-0.011928209103643894,
-0.05070437490940094,
-0.013752802275121212,
-0.03499773144721985,
-0.015295016579329967,
0.029674069955945015,
-0.057205680757761,
0.025230515748262405,
-0.0063557736575603485,
-0.04244205355644226,
0.01075367908924818,
-0.0202313382178545,
0.020297259092330933,
0.076311856508255,
0.006408357061445713,
0.010267929174005985,
-0.031131144613027573,
-0.024700568988919258,
0.05002574622631073,
-0.04615653678774834,
-0.054049037396907806,
-0.009558064863085747,
0.012248977087438107,
-0.029357973486185074,
0.01691683754324913,
0.07013096660375595,
-0.04984907805919647,
-0.04587768763303757,
-0.06410984694957733,
0.02185484580695629,
0.00973343662917614,
0.015361298806965351,
0.016560159623622894,
-0.02353913150727749,
0.028107883408665657,
0.03581899777054787,
-0.04881402477622032,
0.013957718387246132,
0.004939061123877764,
0.031252436339855194,
0.052905235439538956,
-0.03075551800429821,
0.010864228941500187,
-0.03263082355260849,
-0.031282201409339905,
-0.04968954250216484,
0.027852686122059822,
0.03154716268181801,
-0.014800745993852615,
0.06884115189313889,
-0.059158530086278915,
0.015267020091414452,
0.04118172451853752,
-0.04556853324174881,
0.012203329242765903,
0.001143391476944089,
-0.016243143007159233,
-0.08621088415384293,
-0.022434664890170097,
0.02207791805267334,
0.018306907266378403,
-0.0014451732859015465,
-0.10691715776920319,
0.024313367903232574,
-0.00811727810651064,
0.01223404798656702,
-0.0019867178052663803,
0.0036674330476671457,
0.032829880714416504,
0.058895546942949295,
0.009524895809590816,
0.04504268243908882,
-0.01705016940832138,
-0.04810739681124687,
-0.014583427459001541,
0.04500603303313255,
-0.009408622048795223,
0.002863932168111205,
-0.022661009803414345,
-0.003370076883584261,
0.004731104709208012,
0.00419274577870965,
-0.006502089556306601,
-0.012835600413382053,
0.05200699716806412,
-0.004447443876415491,
-0.025053633376955986,
0.02024608664214611,
0.015780366957187653,
0.038105558604002,
0.02792026475071907,
-0.01468642894178629,
-0.03296705335378647,
-0.00463397242128849,
-0.037012577056884766,
0.013711497187614441,
-0.023276684805750847,
0.030634384602308273,
0.0041785030625760555,
-0.01289259921759367,
0.005167745053768158,
0.05761545151472092,
-0.024390485137701035,
0.004954352043569088,
-0.01068519614636898,
-0.015264958143234253,
-0.006592234596610069,
-0.012686438858509064,
-0.01027775090187788,
0.0307711623609066,
0.008473972789943218,
0.044079218059778214,
-0.05506477877497673,
-0.08457677066326141,
-0.02079593390226364,
-0.007783960551023483,
0.014236248098313808,
-0.04588773101568222,
-0.07952095568180084,
0.019328933209180832,
-0.018778685480356216,
0.026055514812469482,
0.005945985205471516,
0.03429378941655159,
0.030895797535777092,
0.0029669718351215124,
0.03939873352646828,
-0.030766379088163376,
-0.03181513026356697,
-0.010908319614827633,
-0.01011634711176157,
-0.07449494302272797,
0.022661346942186356,
-0.002880038460716605,
0.03464382141828537,
0.03454525023698807,
0.03126845508813858,
-0.0029706251807510853,
0.006805932614952326,
0.02338603511452675,
-0.03714713081717491,
0.006234293337911367,
0.04745038226246834,
0.021240301430225372,
-0.0027306475676596165,
0.04239443689584732,
0.01905938610434532,
-0.06711295247077942,
0.004149151034653187,
-0.008061693049967289,
0.0297866091132164,
-0.006117070559412241,
0.01050031092017889,
-0.005061164498329163,
-0.03026287816464901,
0.007613940164446831,
-0.01593783125281334,
-0.043684545904397964,
0.030241303145885468,
0.020559625700116158,
-0.07111068814992905,
0.012234495021402836,
-0.041878413408994675,
-0.02461102046072483,
0.04892899468541145,
0.0018695511389523745,
0.025222504511475563,
-0.00008100504783215001,
-0.017324144020676613,
0.02582084760069847,
-0.004750241991132498,
-0.012162190861999989,
-0.02584744058549404,
0.011018900200724602,
-0.025122351944446564,
0.0699029490351677,
-0.010107248090207577,
0.0045419782400131226,
-0.0111008295789361,
0.060115184634923935,
-0.00955638661980629,
-0.05509684234857559,
0.030011864379048347,
-0.012727908790111542,
0.02989370748400688,
0.032742876559495926,
-0.02028546668589115,
-0.0006083149928599596,
0.020061971619725227,
-0.008790113963186741,
-0.004274958278983831,
0.04049084708094597,
-0.018556032329797745,
0.03094201721251011,
0.06902000308036804,
-0.02833796665072441,
-0.04608311131596565,
-0.07802700251340866,
0.015288014896214008,
-0.03208887577056885,
0.031842391937971115,
-0.06999015808105469,
0.01565229333937168,
-0.05721364542841911,
-0.017966032028198242,
-0.0017267384100705385,
-0.07926329225301743,
0.002922490006312728,
-0.03541475906968117,
-0.03596780076622963,
-0.024595709517598152,
0.058965038508176804,
-0.02826789580285549,
-0.01611894927918911,
-0.030313625931739807,
0.0032206408213824034,
-0.01962427794933319,
-0.044929854571819305,
-0.02944520302116871,
0.025503819808363914,
-0.031363595277071,
0.018170086666941643,
-0.0207995418459177,
-0.05155663564801216,
-0.03348512575030327,
-0.09357967972755432,
0.00783216580748558,
0.005871837493032217,
0.05104333534836769,
0.006369821727275848,
0.04266192764043808,
0.027938561514019966,
0.04858391359448433,
0.010434064082801342,
-0.03313611075282097,
-0.04232817888259888,
0.016478078439831734,
0.004539324436336756,
-0.003329424187541008,
-0.014180744998157024,
0.03993375971913338,
-0.0018892778316512704,
0.027889082208275795,
0.0361495241522789,
0.0027813822962343693,
0.04077756032347679,
0.02616792730987072,
0.037848640233278275,
-0.059633150696754456,
0.01180728618055582,
0.03303707018494606,
-0.017417699098587036,
0.002704198006540537,
-0.04508893936872482,
-0.02540317177772522,
-0.021630937233567238,
-0.034394603222608566,
0.07037264853715897,
-0.0019920135382562876,
-0.043769534677267075,
-0.01935534179210663,
-0.013616856187582016,
-0.04097329080104828,
0.013002503663301468,
-0.027287103235721588,
-0.049598582088947296,
-0.005071533378213644,
-0.03120400942862034,
0.012021578848361969,
-0.018605615943670273,
0.049867115914821625,
0.039001815021038055,
0.062220316380262375,
-0.03405541554093361,
0.0168298427015543,
-0.024138180539011955,
0.025119131430983543,
-0.008128611370921135,
-0.040616896003484726,
-0.030129292979836464,
0.05908350646495819,
-0.04852461814880371,
-0.041800837963819504,
-0.009246104396879673,
0.06401541084051132,
-0.0004020733176730573,
-0.0027716367039829493,
0.018455710262060165,
0.030587170273065567,
0.01967846043407917,
0.008819615468382835,
0.019691983237862587,
-0.03337077423930168,
-0.01672009751200676,
0.061964001506567,
-0.008481742814183235,
0.016703661531209946,
0.020162319764494896,
0.021451514214277267,
-0.029141098260879517,
0.038759633898735046,
0.0022252837661653757,
0.07104921340942383,
0.043686483055353165,
0.10405652970075607,
-0.01287612970918417,
-0.054100215435028076,
-0.06854996085166931,
0.0060822926461696625,
-0.05848820507526398,
-0.029429664835333824,
-0.026415133848786354,
-0.08384665101766586,
-0.03213735669851303,
0.038773756474256516,
-0.02294277213513851,
0.004681122023612261,
0.04718612879514694,
0.022126412019133568,
-0.0015441427240148187,
0.02011491358280182,
0.03681868314743042,
-0.021978210657835007,
-0.021465621888637543,
-0.006214129272848368,
0.030885055661201477,
-0.026094134896993637,
0.0015015479875728488,
-0.039804957807064056,
0.017093662172555923,
-0.03979719802737236,
-0.037838004529476166,
0.04693552106618881,
-0.0072107776068151,
0.006400441285222769,
0.01996912993490696,
0.021053330972790718,
-0.049184393137693405,
-0.0003461205633357167,
-0.03915548324584961,
-0.008166776038706303,
-0.04561197757720947,
0.04256764054298401,
0.025335362181067467,
0.02773461677134037,
0.008074336685240269,
-0.044249583035707474,
-0.022940009832382202,
-0.012463708408176899,
0.050928641110658646,
-0.06576333194971085,
0.034704387187957764,
-0.009022010490298271,
0.061722371727228165,
-0.021564939990639687,
0.0485202819108963,
0.048082850873470306,
-0.05515386536717415,
-0.0035921018570661545,
-0.052350930869579315,
-0.04740175977349281,
-0.04998904839158058,
-0.023137420415878296,
-0.010319164022803307,
0.000874090357683599,
-0.017632151022553444,
0.043324824422597885,
0.010612687095999718,
0.024495543912053108,
0.0406283400952816,
0.05279209092259407,
-0.025180047377943993,
-0.056521352380514145,
-0.05025392025709152,
-0.05627072975039482,
0.010358349420130253,
0.024407612159848213,
-0.0243305042386055,
-0.005896508228033781,
-0.017288867384195328,
0.008816896937787533,
0.05189460515975952,
0.039061177521944046,
-0.044906552881002426,
0.011150660924613476,
0.01794746331870556,
-0.05441351979970932,
-0.04167218878865242,
-0.012754981406033039,
-0.003337990026921034,
0.052756037563085556,
0.03801674395799637,
-0.0569765642285347,
-0.011775387451052666,
0.000027515659894561395,
0.02693125233054161,
0.02701064571738243,
0.002921828767284751,
-0.07050088793039322,
0.03563364967703819,
-0.017184080556035042,
0.013712989166378975,
0.007329475600272417,
-0.0237582940608263,
-0.022706694900989532,
0.030233314260840416,
-0.006162445060908794,
-0.0307479090988636,
0.0193462073802948,
0.03485533967614174,
-0.013630111701786518,
-0.06226266920566559,
-0.027993841096758842,
0.02462845668196678,
0.02868363820016384,
-0.040332745760679245,
0.014004546217620373,
0.06614935398101807,
0.02748933620750904,
0.04857362061738968,
-0.012597593478858471,
-0.02211148850619793,
-0.016275934875011444,
-0.002709828782826662,
-0.05370565876364708,
-0.01896270550787449,
0.012141072191298008,
0.016411179676651955,
-0.005476497579365969,
-0.05688316002488136,
0.0005621049785986543,
0.0230360496789217,
-0.007271565031260252,
-0.012974635697901249,
0.010305087082087994,
-0.007421590853482485,
0.05258125811815262,
0.10492078214883804,
0.038648199290037155,
0.004439914599061012,
0.023504288867115974,
0.04910057783126831,
-0.04892146214842796,
0.0231470987200737,
-0.015112880617380142,
-0.0057121021673083305,
-0.021527107805013657,
0.0026172450743615627,
-0.09825856238603592,
0.03553469479084015,
0.017609398812055588,
0.0039697266183793545,
-0.008751459419727325,
0.028855470940470695,
0.013913953676819801,
-0.005735775455832481,
0.05293519049882889,
0.0019714324735105038,
0.061582013964653015,
0.07085348665714264,
-0.04253842681646347,
0.026968546211719513,
0.016415446996688843,
0.039773985743522644,
-0.007514954544603825,
-0.0637601763010025,
-0.03501344844698906,
0.06754527240991592,
0.03793828561902046,
0.08786610513925552,
0.0284857340157032,
0.007117217406630516,
0.0597243569791317,
-0.09673911333084106,
-0.05456002056598663,
0.0454411655664444,
-0.0038492109160870314,
0.03318827599287033,
-0.06278253346681595,
-0.00583360530436039,
0.007805371657013893,
-0.075247623026371,
0.04611421003937721,
-0.013485516421496868,
0.0012629693374037743,
0.035294122993946075,
0.03874889388680458,
0.0035570829641073942,
0.014162828214466572,
0.030501842498779297,
-0.0011188059579581022,
-0.04223264008760452,
-0.021728260442614555,
0.0059905266389250755,
0.0054146358743309975,
-0.025138622149825096,
-0.04145517945289612,
0.023052018135786057,
-0.06662362813949585,
0.01012473925948143,
0.0977516695857048,
-0.027669791132211685,
-0.018654203042387962,
0.02257133461534977,
0.0045756995677948,
-0.01115268561989069,
0.0019329459173604846,
-0.03494926169514656,
-0.013299240730702877,
0.003597061615437269,
0.0183059424161911,
0.04949672892689705,
0.038302209228277206,
0.012682621367275715,
-0.03062327764928341,
-0.021114837378263474,
-0.018495380878448486,
0.012917064130306244,
-0.009122321382164955,
0.0007506618276238441,
-0.04784258082509041,
0.009976154193282127,
-0.005774206947535276,
0.0196377020329237,
-0.020454365760087967,
-0.03802744299173355,
-0.0332254134118557,
0.015621285885572433,
-0.020530996844172478,
-0.0058018979616463184,
0.019103262573480606,
0.0519145168364048,
-0.023285139352083206,
-0.027411138638854027,
-0.0012070757802575827,
0.032359980046749115,
0.0047790477983653545,
0.029527800157666206,
-0.028066333383321762,
-0.07116306573152542,
-0.09387011080980301,
0.0009313016780652106,
-0.02202756516635418,
-0.018848037347197533,
0.02551397867500782,
-0.029692595824599266,
-0.01324925571680069,
0.004506462719291449,
0.008426906540989876,
0.08954854309558868,
-0.05083681643009186,
0.034020569175481796,
0.030462831258773804,
0.01649426855146885,
-0.022285163402557373,
-0.05205192044377327,
0.009876180440187454,
-0.0019272150238975883,
-0.05328240618109703,
0.059904854744672775,
0.02147047221660614,
-0.03360029309988022,
-0.003371894359588623,
-0.03666144236922264,
0.007895832881331444,
0.01548041496425867,
0.01604146510362625,
0.023040316998958588,
-0.03690867871046066,
-0.028915897011756897,
0.09179225564002991,
-0.03015471063554287,
0.001771294279024005,
0.009577827528119087,
-0.04118487983942032,
-0.034528061747550964,
-0.058127377182245255,
-0.023236194625496864,
-0.024187693372368813,
0.011102474294602871
] |
<p>I'm having some trouble with overfitting in pLSA (Probabilistc Latent Semantic Analisys).</p>
<p>I'll use the following notation:</p>
<ul>
<li>$t \in T$: topic, the latent variables</li>
<li>$d \in D = D_{train} \cup D_{test}$: documents</li>
<li>$w \in W$: terms</li>
</ul>
<p>Each document $d$ is a vector of $|W|$ elements and $d[i] = 1$ if $w_i \in W$ appears in $d$.</p>
<p><strong>Training:</strong>
I apply the EM algorithm on a training set and i estimate the probabilities $P( w | t), \forall w, t$.</p>
<p><strong>Testing:</strong>
Using EM algorithm, for each document $d' \in D_{test}$ i compute $P( t | d')$; then i rebuild the document with:
$$d'_{predicted}[w] = \sum_{t \in T} P(w | t)P(t | d)$$</p>
<p>Now i can compute <em>False Positive Rate</em> and <em>False Negative Rate</em> and the value of an <em>error</em> function (let's say the area under a ROC curve).</p>
<p>I have noticed that if i increment the number of topic the error keep to decrease, so it is like if i have some overfitting but in the validation set. </p>
<p>Since in the validation phase i estimate some parameter with EM algorithm, is it possible that if the number of latent variables (topics) is overestimated i fit also the noise?</p>
|
g43365
|
[
0.002531163627281785,
-0.018777914345264435,
0.012651344761252403,
-0.02944229729473591,
-0.020466787740588188,
-0.002639167243614793,
-0.006057892460376024,
0.017013033851981163,
-0.05923015996813774,
0.011062420904636383,
0.0032313980627804995,
-0.02911824733018875,
0.023170746862888336,
-0.00202106311917305,
-0.0013826258946210146,
-0.0029552788473665714,
0.012604131363332272,
0.04516959562897682,
0.013896518386900425,
0.0024949812795966864,
0.004937078803777695,
-0.0018448135815560818,
-0.005007504019886255,
-0.058571022003889084,
0.024139132350683212,
-0.0375947579741478,
-0.038903556764125824,
0.006664654705673456,
-0.06277881562709808,
-0.00890327524393797,
-0.03674307465553284,
-0.019413815811276436,
0.012934342958033085,
-0.003457094309851527,
-0.002019827952608466,
-0.01904500089585781,
0.025617429986596107,
0.03599889576435089,
0.0370250940322876,
0.0184696726500988,
-0.03786100447177887,
0.04969577491283417,
0.1098121851682663,
0.044051673263311386,
-0.021037911996245384,
-0.0037119637709110975,
-0.0407998189330101,
-0.005713512189686298,
0.04212993010878563,
-0.029355216771364212,
0.013553901575505733,
-0.0028001179452985525,
0.018530147150158882,
0.03641445189714432,
0.015232919715344906,
0.05925178527832031,
-0.06110571697354317,
-0.030847495421767235,
-0.0030431586783379316,
-0.013362704776227474,
0.007870687171816826,
-0.008029467426240444,
-0.08544569462537766,
0.04273302108049393,
-0.020551124587655067,
0.009260335005819798,
-0.052876122295856476,
-0.005765753798186779,
-0.012082642875611782,
-0.04539986327290535,
-0.0096849724650383,
0.029445016756653786,
-0.039381854236125946,
-0.02489028126001358,
-0.014515158720314503,
0.0161296259611845,
-0.017235029488801956,
0.05537450313568115,
-0.003264837898313999,
0.06783974915742874,
-0.029133955016732216,
0.015984753146767616,
0.005460641346871853,
0.008840624243021011,
-0.020022939890623093,
0.008991322480142117,
0.026927145197987556,
0.017084581777453423,
0.0014892074977979064,
0.05300115421414375,
0.04618581011891365,
-0.04236222803592682,
0.008700428530573845,
-0.03395075350999832,
0.05319651961326599,
-0.0033369946759194136,
-0.03847238048911095,
0.011620000004768372,
-0.038234468549489975,
-0.018903683871030807,
-0.008733341470360756,
0.003680057590827346,
0.005144662689417601,
-0.06692548096179962,
0.0077999732457101345,
0.0526110902428627,
-0.030273184180259705,
-0.010523295029997826,
-0.0520336739718914,
0.001578937517479062,
-0.005333258304744959,
-0.00343651813454926,
0.02134287916123867,
-0.01857052370905876,
-0.04322444647550583,
0.007516039535403252,
0.08510623127222061,
0.027535773813724518,
-0.04887571930885315,
-0.021748533472418785,
-0.010083703324198723,
-0.025779075920581818,
0.03491578996181488,
0.037444163113832474,
0.001914551598019898,
0.00011239812738494948,
-0.016810942441225052,
0.01930929347872734,
0.07532268762588501,
0.028945012018084526,
-0.008973849005997181,
0.012093261815607548,
0.024114415049552917,
0.013471996411681175,
0.03671932592988014,
0.08521769195795059,
0.019742319360375404,
0.010386521928012371,
-0.01875060237944126,
0.06779745221138,
-0.07169841974973679,
-0.016143713146448135,
0.04728860780596733,
-0.08592890202999115,
-0.030594533309340477,
0.04081166535615921,
-0.021487757563591003,
-0.03109762817621231,
0.017227070406079292,
-0.049712032079696655,
-0.0390167236328125,
0.016032936051487923,
0.009490312077105045,
-0.03494733199477196,
-0.015940416604280472,
0.04000069200992584,
0.012016301974654198,
-0.04335373267531395,
0.01762094348669052,
-0.004930541384965181,
0.022297557443380356,
0.023544002324342728,
0.06011408567428589,
-0.024266161024570465,
0.015254459343850613,
0.026486143469810486,
0.033016640692949295,
-0.013333932496607304,
-0.07379859685897827,
0.0009926112834364176,
-0.0019802977330982685,
-0.0880141630768776,
0.08283928036689758,
-0.0427992008626461,
0.04479668289422989,
0.029966671019792557,
0.08077214658260345,
-0.028639407828450203,
-0.0034138725604861975,
0.07967054098844528,
0.00236484850756824,
0.06612841039896011,
0.0003299748059362173,
-0.010409706272184849,
-0.005930460058152676,
-0.004740634933114052,
0.0381695032119751,
0.032082825899124146,
-0.04056054353713989,
-0.003353418316692114,
-0.06280610710382462,
0.017774155363440514,
-0.00869716890156269,
-0.014630741439759731,
0.007087471429258585,
-0.014339539222419262,
0.038966868072748184,
-0.0633421242237091,
-0.037088971585035324,
-0.04389147832989693,
0.02377852238714695,
0.0019722224678844213,
-0.0306901466101408,
0.02417854219675064,
-0.03300183266401291,
-0.008955377154052258,
-0.06263014674186707,
0.02193618007004261,
-0.06326289474964142,
0.030986445024609566,
0.018185263499617577,
0.023667005822062492,
0.0029297308064997196,
0.03402302414178848,
-0.022622818127274513,
0.04649903625249863,
0.0066578686237335205,
0.03568164259195328,
-0.009334150701761246,
-0.01943073235452175,
0.06413442641496658,
-0.017465470358729362,
0.08217811584472656,
0.0011884106788784266,
-0.07232456654310226,
0.02660730853676796,
-0.002240048488602042,
0.008718064986169338,
-0.010742858983576298,
-0.02433808147907257,
-0.010516529902815819,
-0.02748006023466587,
-0.0015600061742588878,
-0.002881410298869014,
0.0010355028789490461,
-0.00943735335022211,
-0.00808298122137785,
0.03013685531914234,
-0.04338580369949341,
0.022085506469011307,
0.06534698605537415,
-0.02553059160709381,
-0.0023513175547122955,
-0.03112175315618515,
0.03933851048350334,
-0.06360933184623718,
0.015591271221637726,
-0.008698333986103535,
-0.02294979803264141,
0.07626871019601822,
-0.06753755360841751,
-0.0000070842397690285,
0.022792967036366463,
0.029317503795027733,
-0.0025852934923022985,
0.026402952149510384,
-0.04649839922785759,
-0.009842010214924812,
0.04535077139735222,
0.010637915693223476,
0.013821837492287159,
0.035700723528862,
0.037241894751787186,
0.007744915783405304,
-0.02029699645936489,
0.02510162442922592,
-0.002197532681748271,
-0.07014894485473633,
0.015518204309046268,
0.0020564936567097902,
0.05825885757803917,
-0.003403640119358897,
0.07409566640853882,
0.08131632208824158,
0.07651195675134659,
0.032843220978975296,
-0.06281986832618713,
0.05182844400405884,
0.04152999445796013,
0.08492487668991089,
-0.031976375728845596,
-0.03706970810890198,
-0.01704883761703968,
0.01324416883289814,
-0.01892278343439102,
0.006474947556853294,
0.013323451392352581,
-0.03357651084661484,
0.02079123444855213,
-0.034804798662662506,
0.01109110377728939,
0.0233991127461195,
0.024787725880742073,
-0.0032137243542820215,
-0.011735843494534492,
-0.02363637462258339,
0.020571580156683922,
-0.07878006994724274,
0.0018706379923969507,
-0.006622035522013903,
-0.03709839656949043,
0.033859096467494965,
0.02990538440644741,
0.011236293241381645,
0.045534566044807434,
-0.03779641538858414,
0.021233215928077698,
0.026220066472887993,
0.02410918101668358,
-0.009954151697456837,
-0.042471833527088165,
-0.004736195784062147,
-0.0009347386658191681,
-0.0649120882153511,
-0.004826403688639402,
0.02564469538629055,
0.039619818329811096,
0.022913655266165733,
0.02452162094414234,
-0.03852194547653198,
0.056677330285310745,
-0.0055315811187028885,
0.006506406702101231,
0.017005667090415955,
-0.029352344572544098,
-0.06929905712604523,
-0.0005966331227682531,
0.01221777405589819,
0.0016013731947168708,
0.06635099649429321,
0.05403456091880798,
0.021744512021541595,
0.01634378731250763,
0.02992168255150318,
0.03761175274848938,
-0.03981877490878105,
-0.03278409689664841,
0.04303121566772461,
-0.0015595968579873443,
0.02440420165657997,
-0.014693782664835453,
0.003900152398273349,
0.050330791622400284,
-0.02177419885993004,
0.0034164064563810825,
0.044670023024082184,
0.013410578481853008,
-0.009649284183979034,
0.01703544519841671,
-0.03522955998778343,
0.04532663896679878,
0.007567292079329491,
-0.025893554091453552,
-0.009390061721205711,
0.08679047971963882,
-0.02987370826303959,
0.036354754120111465,
0.00992240384221077,
0.018527086824178696,
-0.0019260451663285494,
0.03370088338851929,
-0.023051775991916656,
-0.06778780370950699,
-0.029448362067341805,
-0.021776793524622917,
0.0222751647233963,
0.047102056443691254,
0.04782937094569206,
-0.005922103766351938,
0.018805887550115585,
0.008946022018790245,
-0.03217397257685661,
-0.012771626934409142,
-0.043036770075559616,
0.00573165575042367,
0.05523739010095596,
0.08582493662834167,
0.02813095413148403,
-0.03345087915658951,
0.0008725873194634914,
0.05103004351258278,
0.0007587848231196404,
-0.027612917125225067,
-0.02041804790496826,
-0.045124515891075134,
-0.041111335158348083,
-0.0005498696700669825,
-0.007604110985994339,
-0.022235674783587456,
-0.046268705278635025,
-0.04715868830680847,
0.027040136978030205,
-0.059337057173252106,
0.015516632236540318,
0.012639136053621769,
-0.05033157020807266,
0.050490714609622955,
0.03877662494778633,
0.009087271057069302,
0.008011475205421448,
-0.00755899865180254,
0.02027592435479164,
0.07953940331935883,
-0.011279774829745293,
-0.03303344547748566,
-0.054825231432914734,
-0.004493331536650658,
0.055320072919130325,
0.008110054768621922,
0.02029416151344776,
-0.002885132096707821,
-0.015549147501587868,
-0.0176393985748291,
-0.04203194007277489,
0.0045958273112773895,
-0.0352354422211647,
0.0474308617413044,
-0.029607567936182022,
-0.07045511156320572,
0.01716260239481926,
-0.019066719338297844,
0.08377312868833542,
-0.008007969707250595,
-0.04467540979385376,
-0.002737379865720868,
0.022493192926049232,
0.02377554588019848,
-0.0600150041282177,
0.07826831191778183,
-0.03541039302945137,
-0.00132889358792454,
0.03175372630357742,
-0.004494950175285339,
0.06425272673368454,
0.029885662719607353,
-0.02675866149365902,
0.061674948781728745,
0.07325040549039841,
0.012900399044156075,
-0.009583333507180214,
-0.004556723404675722,
-0.04955126345157623,
-0.06020272150635719,
0.02187996543943882,
-0.02275645174086094,
-0.013399372808635235,
-0.015013461001217365,
-0.032736677676439285,
0.02865104004740715,
0.059091776609420776,
-0.0036041727289557457,
0.007271908223628998,
0.0396321639418602,
0.0028287533205002546,
0.04059304669499397,
-0.0342569574713707,
-0.03192457929253578,
-0.01014105137437582,
-0.017028748989105225,
0.014096338301897049,
0.04954371601343155,
-0.03998245298862457,
-0.05156630277633667,
0.04369531571865082,
0.005516035482287407,
-0.05765165388584137,
-0.04200723022222519,
-0.04981111362576485,
0.020123599097132683,
0.0011866727145388722,
0.008392148651182652,
-0.008656490594148636,
0.034276850521564484,
0.010745186358690262,
-0.028984738513827324,
-0.02358424849808216,
0.004699154756963253,
-0.0023245697375386953,
0.003251851536333561,
-0.039419859647750854,
0.03649855777621269,
-0.022603217512369156,
-0.024410856887698174,
-0.0181255005300045,
0.0001666503376327455,
-0.00810010451823473,
0.04117177054286003,
-0.06755576282739639,
0.035466518253088,
-0.01984146609902382,
0.022253595292568207,
-0.028698859736323357,
0.05226143077015877,
-0.03331886604428291,
-0.07549858093261719,
-0.06864877045154572,
0.04273800179362297,
-0.01902340166270733,
0.0008593465900048614,
-0.015707388520240784,
-0.07218506932258606,
-0.04189122095704079,
0.014130470342934132,
-0.054396048188209534,
-0.0326782651245594,
-0.021636469289660454,
0.008473384194076061,
0.07395914942026138,
-0.0755850225687027,
0.011472643353044987,
0.025347616523504257,
0.10564772039651871,
-0.0031880028545856476,
-0.038358937948942184,
-0.07493667304515839,
-0.0347902774810791,
0.0010483147343620658,
0.056320495903491974,
-0.05916421115398407,
-0.0054137082770466805,
0.043882809579372406,
-0.00731780705973506,
0.058395866304636,
0.03369636833667755,
-0.006744644604623318,
-0.02009403705596924,
0.01628917083144188,
-0.0806703269481659,
-0.0003159753396175802,
-0.023813670501112938,
-0.007297210860997438,
-0.019039500504732132,
-0.05165933445096016,
0.0035042150411754847,
-0.033969730138778687,
-0.017000334337353706,
0.03040757030248642,
-0.027247460559010506,
-0.02385834790766239,
0.02050679177045822,
0.0010192344198003411,
-0.010191287845373154,
0.05354560911655426,
0.020299382507801056,
-0.009383549913764,
-0.003512602299451828,
-0.0537206195294857,
0.00123477668967098,
-0.05367327854037285,
-0.05212496593594551,
0.02552054263651371,
0.0017424920806661248,
0.01369938999414444,
-0.028246499598026276,
-0.05616672709584236,
-0.019738294184207916,
0.00044608546886593103,
-0.03806782886385918,
0.04242710769176483,
-0.01954338513314724,
-0.04928325489163399,
-0.07114343345165253,
-0.03433137759566307,
0.039927586913108826,
-0.003420385532081127,
0.0817754939198494,
0.005982762668281794,
-0.009690620936453342,
-0.07810202240943909,
0.004688609391450882,
-0.016757529228925705,
-0.01462148129940033,
0.04743899405002594,
0.04431872442364693,
0.01685369201004505,
-0.02432614378631115,
0.05770488828420639,
-0.05085021257400513,
0.00780622661113739,
-0.054479897022247314,
0.010349569842219353,
0.02906431443989277,
-0.00719350203871727,
-0.05100037157535553,
-0.023995306342840195,
-0.006446543615311384,
0.011132114566862583,
0.00794224999845028,
-0.027416475117206573,
0.019238846376538277,
-0.032337531447410583,
-0.0027927218470722437,
0.027970192953944206,
-0.018928760662674904,
-0.06203612685203552,
-0.04757111519575119,
-0.057742826640605927,
-0.016168244183063507,
-0.007514006923884153,
-0.007534111849963665,
0.05365723744034767,
-0.038166023790836334,
0.051261719316244125,
-0.05001591145992279,
0.009924891404807568,
-0.0018339662346988916,
-0.03595545515418053,
0.01489943452179432,
-0.013816360384225845,
-0.017183441668748856,
0.04150303825736046,
-0.028041725978255272,
0.025538839399814606,
0.05639544501900673,
0.003204909386113286,
-0.06929658353328705,
0.003222658531740308,
0.007762164808809757,
0.004141625948250294,
0.018197808414697647,
0.03547458350658417,
-0.015499203465878963,
-0.0030014936346560717,
0.010274152271449566,
-0.023057475686073303,
0.05360708385705948,
0.013512711971998215,
-0.004174468107521534,
0.06725198030471802,
0.04973045736551285,
0.030710356310009956,
0.041651397943496704,
-0.0688653290271759,
0.027817489579319954,
-0.06649709492921829,
0.07109095901250839,
-0.077171690762043,
0.038131289184093475,
-0.012170740403234959,
0.06050962582230568,
-0.02048402838408947,
0.00986459944397211,
-0.004640474449843168,
-0.016225088387727737,
0.014117908664047718,
0.002786849392578006,
0.016828441992402077,
-0.00101526640355587,
-0.09804986417293549,
-0.03910572826862335,
0.036101751029491425,
0.050128836184740067,
0.014057242311537266,
-0.03972911834716797,
-0.03023359552025795,
0.04116107523441315,
0.011180940084159374,
0.0016625139396637678,
0.034782085567712784,
0.03276257589459419,
-0.024301888421177864,
-0.043491214513778687,
0.0020123152062296867,
-0.005235568154603243,
0.0372929684817791,
0.05396183952689171,
0.036587540060281754,
-0.031576041132211685,
-0.033030588179826736,
-0.07072723656892776,
-0.07513422518968582,
-0.012397928163409233,
-0.07990638166666031,
0.0027782858815044165,
0.025712404400110245,
-0.029326753690838814,
0.03428630158305168,
0.03747838735580444,
-0.017184939235448837,
-0.042439501732587814,
0.03393015265464783,
-0.03694579005241394,
0.0075372797437012196,
-0.04491961747407913,
0.015178116969764233,
-0.0004685440508183092,
-0.0026171603240072727,
0.015456260181963444,
0.004795134533196688,
-0.0042046732269227505,
-0.012033180333673954,
-0.03136129677295685,
0.09270132333040237,
0.015451080165803432,
-0.02357790805399418,
0.019382772967219353,
-0.04164547845721245,
0.007997355423867702,
0.02634933777153492,
0.014033522456884384,
0.023268239572644234,
0.039703305810689926,
-0.018823420628905296,
0.02104022726416588,
0.012248780578374863,
-0.0029342735651880503,
-0.013494682498276234,
0.006256059743463993,
0.024001969024538994,
-0.03194994851946831,
-0.04560776799917221,
0.022698216140270233,
-0.028610192239284515,
-0.013247582130134106,
0.002830522134900093,
0.011759464628994465,
0.030911918729543686,
-0.05348401889204979,
-0.008363996632397175,
-0.01701056770980358,
-0.033158984035253525,
-0.03802437335252762,
-0.06078585237264633,
0.01297024730592966,
0.053653452545404434,
-0.08735765516757965,
0.0035997782833874226,
0.024062132462859154,
0.02317853644490242,
0.04826714098453522,
-0.04718324914574623,
-0.022046631202101707,
-0.05066962540149689,
0.05774268880486488,
0.03730537369847298,
-0.003211447037756443,
0.07001147419214249,
0.02004111185669899,
-0.036255016922950745,
0.024948839098215103,
-0.022477976977825165,
-0.03387920558452606,
0.031349677592515945,
0.044465091079473495,
0.00925888866186142,
0.017824195325374603,
-0.051192447543144226,
0.030329518020153046,
0.025432730093598366,
-0.004698497708886862,
-0.04865049198269844,
-0.021799204871058464,
-0.021709276363253593,
0.054015710949897766,
-0.014983645640313625,
0.048564981669187546,
0.04285866767168045,
0.021108554676175117,
0.03197257220745087,
-0.07740391045808792,
0.025967689231038094,
-0.0033096771221607924,
0.009442353621125221,
-0.008845117874443531,
-0.005480361636728048,
0.027073297649621964,
0.0030805375427007675,
0.002715802751481533
] |
<p>I have five point likert scale responses ((1-most imp, 5-least imp) for 14 items that I want convert them into 5 factors with confirmatory factor analysis. I already have designed which item should go into what factor, so I can't use exploratory FA. Once I get the factor scores, I will use them in a logistic regression. I have the problem of skewed responses as well, with more people responding for certain facilities to be more important in their neighborhood. My question is, shall I go for CFA, or shall I just calculate the mean value for the item responses within each amenity (e.g. Public transportation-bus, metro) and use these mean values in the logistic regression? Also for CFA, Can I use SPSS adding only the items that will be in that factor by forcing it to extract only one factor? If so, which method should I use-PC, ULS, GLS, ML, PAF? Thanks, aruna</p>
|
g73982
|
[
-0.03831972926855087,
-0.015595757402479649,
0.00900870468467474,
-0.04240977391600609,
0.02396204322576523,
-0.002146334620192647,
0.0027116842102259398,
0.0507361926138401,
-0.026166589930653572,
0.003915034234523773,
-0.004198012873530388,
0.013959302566945553,
0.040970202535390854,
-0.017426446080207825,
-0.013642136007547379,
-0.022986406460404396,
0.008196080103516579,
-0.020773371681571007,
0.00044165863073430955,
0.016998615115880966,
0.02327967807650566,
0.024909332394599915,
0.0139801986515522,
-0.0039102002047002316,
-0.017941541969776154,
-0.009963356889784336,
-0.012388785369694233,
0.07516805082559586,
-0.061980776488780975,
0.027167676016688347,
-0.03553526848554611,
-0.0033617867156863213,
0.011441788636147976,
-0.031961385160684586,
-0.03697264939546585,
-0.016303932294249535,
0.051677729934453964,
0.05954769253730774,
-0.01789148524403572,
0.01877208612859249,
0.015278840437531471,
-0.020458536222577095,
0.08024445176124573,
0.05527117848396301,
0.008577066473662853,
-0.024582337588071823,
-0.02177039347589016,
-0.03579697757959366,
0.037610627710819244,
0.02731807343661785,
-0.038237038999795914,
0.024223871529102325,
-0.013949594460427761,
-0.005721189081668854,
-0.013945493847131729,
0.004520953167229891,
-0.025911768898367882,
-0.00009272387978853658,
-0.012774617411196232,
0.028526542708277702,
-0.005713503807783127,
-0.022095417603850365,
-0.03288010507822037,
0.00006460565782617778,
0.03805586323142052,
0.07838829606771469,
0.010903976857662201,
0.001835307339206338,
-0.06248891353607178,
0.026482712477445602,
0.026474203914403915,
0.014216112904250622,
0.028786202892661095,
0.0035760910250246525,
-0.01892627216875553,
0.009641601704061031,
0.004602923523634672,
0.006688701920211315,
0.03188125416636467,
0.07623736560344696,
0.022679833695292473,
-0.0460529625415802,
0.08730751276016235,
-0.017109211534261703,
0.007833119481801987,
0.025923237204551697,
-0.00901876762509346,
-0.06473323702812195,
0.05518227443099022,
-0.05323212966322899,
0.005114617291837931,
-0.006143828388303518,
0.07027195394039154,
0.03057374805212021,
-0.07007727771997452,
0.019198769703507423,
-0.028271270915865898,
-0.03949568793177605,
-0.014048649929463863,
-0.05180199071764946,
-0.017936047166585922,
-0.005579235963523388,
-0.039703913033008575,
-0.01890777423977852,
-0.04621834307909012,
-0.027805937454104424,
0.030787009745836258,
0.06791423261165619,
-0.008003688417375088,
-0.019144568592309952,
-0.07925143092870712,
0.02412916161119938,
-0.0457802414894104,
-0.025311246514320374,
-0.04163600504398346,
-0.03929900750517845,
0.034732118248939514,
0.033176764845848083,
0.03908751904964447,
0.04443485662341118,
0.012867631390690804,
-0.02850211225450039,
0.056129541248083115,
0.05904557183384895,
0.008526734076440334,
-0.008684282191097736,
-0.04154469445347786,
0.10118564963340759,
0.06906183063983917,
-0.0350923091173172,
0.016106000170111656,
-0.05036909133195877,
-0.007461543194949627,
-0.035051699727773666,
-0.03108619526028633,
0.016772357746958733,
-0.05723664164543152,
0.05355503410100937,
-0.004032730590552092,
-0.009561475366353989,
-0.0290176123380661,
0.08106742054224014,
0.008135095238685608,
-0.004977695178240538,
-0.037427108734846115,
0.08215884864330292,
-0.044734030961990356,
0.013691237196326256,
-0.010847081430256367,
0.01845722086727619,
-0.0013145339908078313,
0.037770211696624756,
-0.07277631014585495,
0.026633117347955704,
-0.05006546154618263,
0.00007004514191066846,
0.03755376487970352,
-0.005288712680339813,
-0.014719286933541298,
-0.007779568899422884,
0.0222812220454216,
-0.04036995768547058,
0.019368816167116165,
0.04246285930275917,
0.021560724824666977,
0.03044700250029564,
-0.03012881614267826,
0.008037292398512363,
-0.05690907686948776,
0.03208514675498009,
0.03138880804181099,
-0.0170962605625391,
0.016575997695326805,
-0.015260804444551468,
0.05473775044083595,
-0.001595178502611816,
0.08067044615745544,
-0.0025982847437262535,
0.034138746559619904,
0.015192817896604538,
0.0361260250210762,
-0.0013194178463891149,
0.016083955764770508,
-0.01689261943101883,
0.005955137312412262,
-0.04167193919420242,
-0.04861912876367569,
0.050759490579366684,
-0.028259530663490295,
0.03308461606502533,
0.03116985596716404,
-0.0021595745347440243,
-0.065327949821949,
0.03176292032003403,
0.00952428113669157,
-0.009549804031848907,
0.047721393406391144,
-0.06504953652620316,
-0.016193261370062828,
-0.010242783464491367,
-0.0385933518409729,
0.0206836499273777,
-0.00618262542411685,
0.016896868124604225,
-0.03861429542303085,
0.015796897932887077,
-0.038224540650844574,
-0.017472226172685623,
0.005598550662398338,
-0.0008973038056865335,
0.0058058276772499084,
-0.0015226878458634019,
-0.08583236485719681,
0.02092055231332779,
-0.013079099357128143,
0.0037798492703586817,
-0.024891221895813942,
0.023871829733252525,
0.0022146280389279127,
0.02242664061486721,
-0.012364447116851807,
-0.0099726477637887,
-0.01629936881363392,
0.021869970485568047,
-0.023833274841308594,
0.053840890526771545,
-0.0014618652639910579,
-0.024612506851553917,
0.07195456326007843,
0.0049317884258925915,
-0.03370489552617073,
-0.039005547761917114,
0.021715227514505386,
0.00426660617813468,
0.0254147220402956,
-0.05042489245533943,
0.022992925718426704,
0.0057440996170043945,
-0.020730681717395782,
0.03381512314081192,
-0.007963277399539948,
0.06837115436792374,
0.006266548298299313,
-0.03696298971772194,
0.0059535689651966095,
-0.02244323305785656,
0.017170332372188568,
0.004442359786480665,
0.07045504450798035,
0.038756679743528366,
-0.03485880792140961,
0.06448555737733841,
0.0251272264868021,
-0.04602868854999542,
-0.03613371029496193,
0.00014763673243578523,
0.030210204422473907,
0.006255922839045525,
0.008782432414591312,
0.010909393429756165,
0.01390700414776802,
-0.03641487658023834,
0.029333999380469322,
0.05283190682530403,
-0.015921739861369133,
0.009127696976065636,
0.03363405540585518,
-0.036061495542526245,
-0.010971411131322384,
0.004782402887940407,
-0.008516906760632992,
-0.021690210327506065,
0.048027146607637405,
0.049580663442611694,
0.04308416321873665,
0.036462459713220596,
-0.02695145644247532,
0.02123408578336239,
0.016352150589227676,
-0.011282611638307571,
0.026880545541644096,
-0.019865747541189194,
-0.03723416104912758,
0.02206605114042759,
0.0168373491615057,
0.02848541922867298,
0.0810818076133728,
-0.004456166177988052,
0.021708272397518158,
0.009502044878900051,
-0.020551148802042007,
0.003802892751991749,
-0.03706403821706772,
0.023254120722413063,
-0.004014795646071434,
0.028680555522441864,
0.046739574521780014,
-0.09646857529878616,
0.059623975306749344,
0.07474654167890549,
-0.04423831030726433,
-0.020976996049284935,
0.019129231572151184,
0.03512303903698921,
0.010852341540157795,
-0.029501203447580338,
0.025626307353377342,
-0.03139888867735863,
0.0157755259424448,
0.00043852481758221984,
-0.029651299118995667,
-0.014536494389176369,
0.02715403586626053,
-0.06985894590616226,
-0.008248789235949516,
0.0037797377444803715,
0.0473778210580349,
-0.004701786208897829,
0.03198486939072609,
-0.023292478173971176,
-0.007201913744211197,
0.00047598942182958126,
-0.027003709226846695,
0.011905568651854992,
-0.006740853190422058,
0.023310275748372078,
-0.005593039561063051,
-0.00050436268793419,
-0.03572588786482811,
0.00730294082313776,
-0.012281353585422039,
0.05007532984018326,
-0.032811522483825684,
-0.014734961092472076,
0.0035668525379151106,
0.000986727187409997,
-0.038370899856090546,
-0.01272660680115223,
0.006730610970407724,
-0.02525896392762661,
-0.03380890190601349,
-0.03446536138653755,
0.02888830192387104,
-0.009541215375065804,
-0.0318589024245739,
-0.018758654594421387,
0.021798165515065193,
0.02589971385896206,
0.0028977631591260433,
-0.03549077361822128,
-0.015686584636569023,
0.0008486234582960606,
0.007237150799483061,
-0.01122409850358963,
0.01796552538871765,
-0.05563778430223465,
0.11470546573400497,
0.0420261025428772,
-0.0357629731297493,
-0.0225194301456213,
0.00023773140856064856,
-0.03033975325524807,
-0.009488536976277828,
0.030532564967870712,
-0.03179784491658211,
0.010162877850234509,
0.004119832534343004,
0.07821384072303772,
-0.02871018834412098,
-0.050187431275844574,
0.050964150577783585,
-0.06220722198486328,
0.05656205490231514,
-0.04930790886282921,
-0.0592714324593544,
-0.031302161514759064,
0.02708647958934307,
0.011861882172524929,
0.021635739132761955,
0.014399368315935135,
0.028171056881546974,
0.04736420139670372,
-0.06199471279978752,
-0.017364082857966423,
0.0191387590020895,
-0.04216350242495537,
-0.07372010499238968,
-0.03127618506550789,
0.06153007224202156,
-0.010693100281059742,
-0.03387139365077019,
0.020830271765589714,
-0.07804594188928604,
0.04902875795960426,
0.06814833730459213,
-0.0000459882321592886,
-0.0021534014958888292,
0.018897755071520805,
0.004644652362912893,
0.0822739452123642,
0.026265332475304604,
-0.015973040834069252,
0.06938942521810532,
0.0707031637430191,
-0.02120567485690117,
-0.04686597362160683,
0.004849832504987717,
-0.07975783199071884,
-0.04584799334406853,
-0.012565424665808678,
-0.05880202353000641,
0.0011197652202099562,
0.025087326765060425,
-0.061506494879722595,
0.0630732849240303,
-0.006018414162099361,
0.07673929631710052,
-0.06079193204641342,
0.017695292830467224,
-0.022218160331249237,
-0.0068679009564220905,
-0.006761375814676285,
-0.065526083111763,
-0.027224376797676086,
0.0049923998303711414,
-0.03854874521493912,
-0.011071871966123581,
-0.0042376830242574215,
0.005427955649793148,
-0.008417259901762009,
0.04409916326403618,
0.07857703417539597,
-0.006201703101396561,
-0.011286049149930477,
0.024643823504447937,
-0.03540586307644844,
-0.015060859732329845,
0.006958982441574335,
0.02015306055545807,
-0.05561045557260513,
-0.054450660943984985,
-0.014017961919307709,
-0.006602322682738304,
0.047063350677490234,
-0.013632048852741718,
-0.03818313032388687,
-0.1025761216878891,
-0.029767971485853195,
0.009243995882570744,
0.06192638352513313,
0.02901233732700348,
0.0014789022970944643,
-0.003299521980807185,
-0.004131624940782785,
0.03841066360473633,
0.03322259709239006,
0.03402867913246155,
0.04462489113211632,
0.009225290268659592,
0.021977826952934265,
0.01960979402065277,
-0.07005052268505096,
-0.027209702879190445,
-0.01906079426407814,
-0.00025501675554551184,
0.03245537355542183,
-0.008771861903369427,
-0.02423194609582424,
0.03515109792351723,
-0.004825873300433159,
-0.025043172761797905,
-0.015779223293066025,
0.04096793010830879,
-0.027166621759533882,
0.03955170512199402,
0.0684238150715828,
-0.04456780478358269,
-0.005873873829841614,
-0.027319641783833504,
-0.04885461553931236,
-0.0524614043533802,
-0.03093831241130829,
0.0378345288336277,
-0.009837930090725422,
-0.011340503580868244,
-0.03840739652514458,
0.027578964829444885,
-0.07123983651399612,
0.030627725645899773,
-0.0515371710062027,
-0.05304693058133125,
0.06804188340902328,
0.003637236077338457,
-0.0013840734027326107,
0.01661830209195614,
-0.010020369663834572,
-0.022300701588392258,
-0.01546537410467863,
0.0334799699485302,
-0.005013220012187958,
-0.018093323335051537,
0.04191961884498596,
0.028439030051231384,
0.017822084948420525,
-0.04442305490374565,
-0.03666117414832115,
0.04580504819750786,
-0.06404631584882736,
0.04827311635017395,
0.049987517297267914,
0.007139496970921755,
0.04994703829288483,
-0.00460196053609252,
-0.037584349513053894,
-0.018455825746059418,
-0.026078376919031143,
0.0070329406298696995,
0.048820674419403076,
0.034710343927145004,
0.02040267549455166,
0.07777415961027145,
0.03564582020044327,
-0.045813463628292084,
-0.003431734861806035,
-0.0002620602026581764,
-0.013329382054507732,
-0.003031626343727112,
-0.09166939556598663,
0.03788523003458977,
-0.027113204821944237,
0.00756422895938158,
0.10435587167739868,
0.003571532666683197,
0.031227754428982735,
0.041541531682014465,
-0.004078731406480074,
-0.031200872734189034,
0.0010149084264412522,
0.0140505600720644,
-0.017963388934731483,
-0.07146726548671722,
0.032440830022096634,
0.01036878116428852,
-0.011885958723723888,
0.005970492027699947,
-0.03382742032408714,
0.04735797643661499,
-0.0676136314868927,
-0.022386135533452034,
-0.0007599025266245008,
-0.03705553710460663,
0.014101136475801468,
0.021266579627990723,
-0.01755593530833721,
0.01583753153681755,
0.006461817305535078,
0.011797775514423847,
0.017230166122317314,
0.057602595537900925,
-0.04064140468835831,
-0.04557716101408005,
-0.06828327476978302,
-0.002251947531476617,
0.0004213517822790891,
-0.004422916565090418,
-0.0077329655177891254,
0.028168486431241035,
0.015256367623806,
-0.046329792588949203,
0.03777509927749634,
0.032791804522275925,
-0.08940746635198593,
0.07869281619787216,
0.04726244509220123,
-0.019760439172387123,
0.027306534349918365,
0.020912231877446175,
0.013689485378563404,
0.04760003089904785,
0.07067989557981491,
-0.008603480644524097,
-0.005798469763249159,
-0.011526825837790966,
-0.03873994201421738,
-0.027075961232185364,
0.027965489774942398,
0.0039004292339086533,
-0.030398858711123466,
-0.053295161575078964,
-0.013449180871248245,
0.027211178094148636,
0.005684651900082827,
0.03473249822854996,
-0.006967576220631599,
0.017052413895726204,
-0.024293402209877968,
-0.007445538882166147,
0.025735335424542427,
0.03793768584728241,
-0.008781437762081623,
-0.037800420075654984,
0.03498905152082443,
-0.014125104993581772,
-0.07689802348613739,
0.04135940968990326,
-0.0025178943760693073,
0.006909535266458988,
0.007018368225544691,
0.03517252951860428,
-0.03302161395549774,
-0.031011361628770828,
-0.0032177865505218506,
0.026744652539491653,
0.08534542471170425,
0.03601003810763359,
0.0309328380972147,
-0.009965446777641773,
-0.006234318017959595,
0.00040334073128178716,
-0.016577713191509247,
0.02744537964463234,
-0.036192405968904495,
-0.019907722249627113,
-0.01716499961912632,
0.027394935488700867,
0.06934835016727448,
-0.00970342569053173,
0.0015093650436028838,
0.05793173611164093,
0.018024761229753494,
-0.04947689548134804,
0.047140806913375854,
0.0021651096176356077,
-0.04922911152243614,
-0.09061364084482193,
0.05068391561508179,
-0.06422741711139679,
0.06784842163324356,
-0.0047397976741194725,
0.030415916815400124,
0.008260520175099373,
0.06327224522829056,
-0.05122563615441322,
0.007554290350526571,
-0.026770666241645813,
-0.02680205926299095,
0.04593738168478012,
0.04251320660114288,
-0.035476647317409515,
0.08692046254873276,
0.01221680361777544,
-0.049012985080480576,
0.02482161484658718,
-0.10689887404441833,
0.005500041879713535,
0.001545117935165763,
0.04070095345377922,
0.038177240639925,
0.030063817277550697,
0.049841832369565964,
-0.0213710218667984,
-0.0315263532102108,
-0.006921077147126198,
0.03987704962491989,
-0.029268089681863785,
0.08020102977752686,
-0.035956479609012604,
0.02343643642961979,
0.026241527870297432,
-0.057471368461847305,
-0.03200729563832283,
-0.0033511416986584663,
-0.042425528168678284,
0.025021541863679886,
0.038989320397377014,
0.022777970880270004,
-0.05297798290848732,
0.03468922898173332,
-0.05294210836291313,
-0.013007646426558495,
-0.002141806297004223,
-0.03563641756772995,
-0.00043304276186972857,
-0.04617371782660484,
-0.021914927288889885,
0.024994224309921265,
0.0024862238205969334,
-0.03362753614783287,
0.026150939986109734,
-0.01830495148897171,
-0.10758769512176514,
-0.019549310207366943,
0.03710097819566727,
0.02054663375020027,
-0.011822559870779514,
-0.022360241040587425,
-0.01353265531361103,
0.00985111016780138,
-0.025704970583319664,
0.001249754219315946,
0.0016044409712776542,
0.05437061935663223,
-0.003343085292726755,
-0.020193196833133698,
-0.0050981598906219006,
0.026350386440753937,
-0.004130527377128601,
-0.050861913710832596,
0.02521400898694992,
-0.007324620615690947,
-0.0002493825159035623,
-0.03680203855037689,
-0.01834062673151493,
0.035389479249715805,
0.02276182733476162,
-0.009625812992453575,
-0.032105229794979095,
-0.040184032171964645,
0.04627687856554985,
-0.006300500128418207,
-0.005197369027882814,
-0.03463776409626007,
-0.07133613526821136,
0.016465820372104645,
-0.021245792508125305,
0.0013278243131935596,
-0.017816899344325066,
-0.015718523412942886,
-0.03489990532398224,
-0.012681018561124802,
-0.02679857425391674,
-0.062446121126413345,
-0.03404530882835388,
0.037881411612033844,
0.022727685049176216,
-0.021300747990608215,
0.02615451067686081,
-0.06388042122125626,
-0.03310822695493698,
0.04392348974943161,
-0.04968235641717911,
-0.024907177314162254,
-0.012820174917578697,
0.05302710458636284,
0.007154297083616257,
0.016569992527365685,
-0.03565160930156708,
0.028851762413978577,
0.022650696337223053,
-0.02650800533592701,
-0.01774338260293007,
-0.005388162098824978,
-0.023021766915917397,
-0.014239508658647537,
-0.07569601386785507,
0.03323148563504219,
-0.006396591197699308,
-0.00623188354074955,
0.009408421814441681,
-0.038688525557518005,
-0.0031407526694238186,
-0.025036003440618515,
-0.050784241408109665,
0.04995448514819145,
0.020977819338440895,
-0.0035334036219865084,
-0.018804380670189857,
-0.006863438058644533
] |
<p>I am trying to detect convergence of a random walk on a graph. After doing some preliminary research, the Geweke convergence diagnostic seems to be most commonly used for this.
This diagnostic calls for the z-score of the chain at each iteration of the walk and declares convergence when the z-score falls within an interval of [-1, 1].
The z-score is calculated thusly:</p>
<p>$$
z=\frac{E(X_a)-E(X_b)}{\sqrt{Var(X_a)+Var(X_b)}}
$$</p>
<p>where $X_a$ and $X_b$ are two subsequences of the current chain, typically the first 10% and the last 50% of the chain.</p>
<p>My dataset is a dense crawl of a social network where each node is a user.
My question is: in this context, what would the expected values of the subchains $X_a$ and $X_b$ be? Would it be the lengths, or a function of the lengths and degrees of the nodes or something else?
Thank you!!</p>
|
g73983
|
[
0.045255906879901886,
0.01974337361752987,
-0.018047455698251724,
0.00015468707715626806,
0.002810344099998474,
-0.02000206522643566,
0.06907875835895538,
-0.00572668993845582,
-0.024557489901781082,
-0.014184077270328999,
-0.035139989107847214,
0.02845803275704384,
0.01962398551404476,
-0.02900192327797413,
-0.04022156819701195,
-0.05526510253548622,
0.035225510597229004,
0.02483328804373741,
-0.008307502605021,
-0.013849611394107342,
-0.07721907645463943,
0.012553047388792038,
-0.0015638176118955016,
-0.03317134454846382,
0.04499708116054535,
-0.016086013987660408,
0.022654155269265175,
0.07583387196063995,
-0.042394474148750305,
0.015155023895204067,
-0.03111233562231064,
0.008957667276263237,
0.03183843195438385,
-0.025744710117578506,
0.024691393598914146,
0.011547350324690342,
0.022405851632356644,
-0.01809624955058098,
0.0383344367146492,
-0.03375061973929405,
-0.0505220964550972,
0.036295436322689056,
0.0034950568806380033,
0.02019801177084446,
0.022222643718123436,
0.017748111858963966,
-0.0024293167516589165,
0.038358643651008606,
0.07608561962842941,
-0.0029377725441008806,
-0.045206449925899506,
0.10803474485874176,
-0.007349454332143068,
0.025455938652157784,
0.0178631953895092,
0.05197857320308685,
0.02251146361231804,
-0.03872416913509369,
0.035030215978622437,
-0.017666518688201904,
0.013238494284451008,
-0.06953601539134979,
-0.03947702795267105,
0.019744716584682465,
0.07132649421691895,
0.006594537291675806,
-0.024253929033875465,
0.032397810369729996,
0.03376755118370056,
-0.020301640033721924,
0.00500934524461627,
-0.044484276324510574,
0.034935928881168365,
0.04896964505314827,
-0.061668407171964645,
-0.05608993396162987,
-0.04486624151468277,
-0.031939346343278885,
0.008841408416628838,
0.033346906304359436,
-0.040369369089603424,
0.021084314212203026,
-0.009828460402786732,
0.035291511565446854,
-0.0066152517683804035,
0.017783991992473602,
-0.06412976235151291,
-0.029691418632864952,
-0.011859545484185219,
0.04984554648399353,
0.024100052192807198,
0.01684226281940937,
-0.000731607957277447,
0.013383250683546066,
-0.003498008707538247,
-0.05231023579835892,
-0.029147107154130936,
0.02198103256523609,
0.06094909459352493,
0.003052454674616456,
0.014406832866370678,
0.007201958913356066,
0.012825526297092438,
-0.023091165348887444,
-0.031361255794763565,
-0.08097713440656662,
0.0037055585999041796,
-0.03156270831823349,
0.06326330453157425,
-0.002370373345911503,
0.014648866839706898,
0.027196479961276054,
-0.059927988797426224,
-0.01114809513092041,
0.0022753668017685413,
-0.006056478247046471,
-0.02735275961458683,
0.040522605180740356,
0.0021176922600716352,
0.008222791366279125,
0.02754444256424904,
-0.007687238045036793,
-0.023277588188648224,
0.012219187803566456,
-0.033762458711862564,
0.041118573397397995,
-0.010931932367384434,
0.01257995329797268,
-0.02379770018160343,
0.021056367084383965,
0.022044898942112923,
0.07416332513093948,
0.01944592036306858,
0.009569433517754078,
-0.033677633851766586,
-0.004191756248474121,
-0.04207124188542366,
0.03842391446232796,
-0.05424479767680168,
-0.01643512211740017,
0.03782487288117409,
-0.05898397043347359,
0.0328274741768837,
-0.03249363228678703,
-0.0464048832654953,
-0.01834811083972454,
0.023658452555537224,
-0.034494828432798386,
0.01740497536957264,
0.04021503031253815,
-0.051796749234199524,
0.06232530623674393,
-0.03533319756388664,
-0.020179318264126778,
-0.009943977929651737,
0.043968942016363144,
-0.00028719587135128677,
-0.031742602586746216,
0.03254677355289459,
0.021993571892380714,
0.004146484658122063,
0.01127741951495409,
0.024686601012945175,
0.00033696345053613186,
-0.05399060249328613,
-0.06477262824773788,
0.02780033089220524,
-0.03584660217165947,
-0.025511622428894043,
-0.009410673752427101,
-0.062456823885440826,
0.047160226851701736,
0.017044134438037872,
0.02501780539751053,
-0.02601536735892296,
0.0799623355269432,
0.004527381155639887,
0.004400659818202257,
0.04790797084569931,
0.07636894285678864,
0.016219820827245712,
0.004726401064544916,
0.05562677979469299,
-0.01249499898403883,
0.02573288604617119,
-0.020893409848213196,
-0.012339253909885883,
-0.07747402787208557,
0.0011437745997682214,
-0.01804948039352894,
-0.0017264578491449356,
-0.08157104253768921,
-0.017616551369428635,
0.014164084568619728,
-0.02633153647184372,
-0.03163858503103256,
-0.02919401414692402,
-0.07648853957653046,
-0.022131018340587616,
0.00474257068708539,
0.0019765833858400583,
0.004477629438042641,
0.03404366225004196,
0.05688950791954994,
-0.00126270717009902,
0.0001545434060972184,
-0.07679295539855957,
0.005649555008858442,
0.025411242619156837,
0.07970260083675385,
-0.007185893598943949,
-0.09022141247987747,
0.009961960837244987,
-0.005367801990360022,
-0.014054611325263977,
-0.014574239030480385,
0.05526250600814819,
0.014624090865254402,
0.06280774623155594,
0.022303972393274307,
0.03579075634479523,
-0.04760150611400604,
0.03578903526067734,
-0.016338864341378212,
0.013320371508598328,
0.014045815914869308,
0.0034654666669666767,
-0.02659255638718605,
0.06140289083123207,
-0.014128283597528934,
-0.012213940732181072,
-0.02467689849436283,
-0.006162750534713268,
-0.041589267551898956,
0.002476996276527643,
0.022878240793943405,
-0.011144726537168026,
0.012712620198726654,
0.02610017918050289,
-0.0502452552318573,
0.041767340153455734,
-0.008394329808652401,
-0.00878641102463007,
0.011506683193147182,
-0.0004110222798772156,
0.01807396672666073,
0.0003795497177634388,
-0.010568395256996155,
-0.06532272696495056,
0.09430250525474548,
0.009699159301817417,
0.0046272845938801765,
0.03111555613577366,
0.07993550598621368,
-0.004665763583034277,
-0.03309742733836174,
-0.01662980020046234,
-0.010615583509206772,
0.030770456418395042,
-0.04243958741426468,
-0.050855591893196106,
-0.0224837027490139,
-0.024050166830420494,
0.02077992632985115,
0.04036489129066467,
-0.041014980524778366,
0.04306777939200401,
-0.0055587198585271835,
-0.04942221939563751,
0.04799174144864082,
0.008396940305829048,
-0.01773063652217388,
0.012439871206879616,
0.018065443262457848,
0.014991558156907558,
-0.014604796655476093,
0.01991565339267254,
-0.03758583962917328,
0.004117500968277454,
-0.03979920223355293,
-0.03262704610824585,
0.02548733912408352,
-0.03014335222542286,
0.046620745211839676,
0.013453562743961811,
-0.0033317413181066513,
0.0358717255294323,
0.022824067622423172,
0.009181326255202293,
0.045489922165870667,
-0.028940897434949875,
-0.014538300223648548,
0.04478571563959122,
0.010369566269218922,
0.05637720227241516,
-0.012271132320165634,
0.027305522933602333,
0.005815500859171152,
0.01085243932902813,
0.027517512440681458,
-0.04093315079808235,
-0.007205357775092125,
-0.003178253071382642,
-0.03663196414709091,
-0.0009501026361249387,
-0.012969987466931343,
-0.08772188425064087,
-0.014763166196644306,
-0.004336499143391848,
0.006654002238065004,
-0.015439710579812527,
-0.0051531242206692696,
0.05437381938099861,
-0.07084330916404724,
-0.01896548829972744,
0.0012584144715219736,
0.031418327242136,
0.018367130309343338,
-0.0287936944514513,
-0.0717918798327446,
0.02117025852203369,
-0.05689600110054016,
-0.06427107751369476,
-0.012487110681831837,
0.01789064332842827,
-0.012802772223949432,
0.019032809883356094,
0.02262142300605774,
0.0057273549027740955,
0.0105522396042943,
0.020393364131450653,
0.04387710615992546,
0.018257753923535347,
-0.01235941518098116,
0.022273756563663483,
-0.04342269524931908,
0.03617793321609497,
-0.021452883258461952,
0.005046115722507238,
0.0570141039788723,
-0.03996305540204048,
-0.015807487070560455,
0.011536886915564537,
-0.04116353020071983,
0.06314904242753983,
-0.023859357461333275,
0.012365511618554592,
0.01537428330630064,
-0.009988078847527504,
-0.01291031762957573,
-0.03457733616232872,
-0.04348504915833473,
-0.03117140382528305,
-0.036525800824165344,
-0.021836834028363228,
0.021029911935329437,
0.0037720557302236557,
-0.040050096809864044,
-0.012802314013242722,
0.012336899526417255,
0.08661111444234848,
-0.018090324476361275,
-0.002089649671688676,
0.022301282733678818,
0.030761003494262695,
0.010077684186398983,
0.03915918618440628,
0.07864313572645187,
0.06047867611050606,
-0.01890699379146099,
0.06373001635074615,
-0.018535267561674118,
0.05301301181316376,
0.006698417477309704,
-0.05531807616353035,
-0.029447801411151886,
-0.045052383095026016,
-0.01287718117237091,
-0.008035799488425255,
0.03113716095685959,
-0.004003789275884628,
-0.03370516002178192,
0.00551209133118391,
0.00529928132891655,
-0.0043844012543559074,
-0.05149420350790024,
-0.025024715811014175,
-0.02215978316962719,
-0.021900860592722893,
0.022705040872097015,
-0.025763649493455887,
0.00917730014771223,
-0.016723502427339554,
0.054618872702121735,
0.05155354365706444,
-0.035065293312072754,
-0.017682423815131187,
0.03988351300358772,
-0.027243560180068016,
0.09715201705694199,
0.010176346637308598,
0.009248021990060806,
-0.0549500547349453,
-0.03057044930756092,
-0.017423342913389206,
0.004416114185005426,
-0.04944198206067085,
-0.01278024073690176,
0.0696200430393219,
0.03812723606824875,
-0.00597921060398221,
0.01697220280766487,
0.01311744749546051,
-0.05554790422320366,
0.028321286663413048,
0.027017995715141296,
0.020222293213009834,
-0.030824072659015656,
0.022282131016254425,
0.006381831597536802,
-0.03136499226093292,
0.011216833256185055,
-0.02399790845811367,
-0.027688754722476006,
-0.06855425238609314,
0.024779992178082466,
-0.02387477457523346,
0.0316719152033329,
0.03144313395023346,
0.017038235440850258,
0.024213504046201706,
0.032798003405332565,
-0.03285760059952736,
0.08053988963365555,
-0.033621616661548615,
0.015487435273826122,
0.07047338038682938,
-0.012306597083806992,
-0.025659790262579918,
-0.0016991314478218555,
-0.013462844304740429,
-0.028126699849963188,
-0.03314778953790665,
-0.050347018986940384,
0.05323188751935959,
-0.012585019692778587,
-0.03955582156777382,
-0.03982839360833168,
0.002917408710345626,
0.018940668553113937,
0.012797195464372635,
0.02792525477707386,
0.014651204459369183,
0.015391054563224316,
0.0002555126848164946,
0.011542238295078278,
0.016141226515173912,
0.05588620901107788,
-0.014751200564205647,
-0.017716025933623314,
0.017513200640678406,
-0.01953583024442196,
-0.013063715770840645,
-0.029358552768826485,
-0.050795555114746094,
-0.004446906037628651,
-0.025775140151381493,
0.00476586539298296,
0.0038334843702614307,
0.07499764859676361,
-0.05880076438188553,
-0.015403269790112972,
0.06467116624116898,
-0.016302714124321938,
-0.006220017559826374,
0.07994640618562698,
0.028559697791934013,
0.04878991097211838,
-0.01447600219398737,
-0.04101748764514923,
-0.019684722647070885,
-0.01800309121608734,
-0.04068094491958618,
-0.02374112978577614,
-0.048283133655786514,
-0.05700075253844261,
0.01123262569308281,
-0.09845238924026489,
0.054696887731552124,
0.04531761258840561,
0.043013252317905426,
0.08168695867061615,
0.07411368191242218,
0.05868365988135338,
-0.02093151956796646,
-0.054515939205884933,
0.038347139954566956,
0.02028396725654602,
0.027491088956594467,
0.030211839824914932,
-0.008739565499126911,
0.03154253587126732,
-0.031025120988488197,
-0.040075235068798065,
-0.014500650577247143,
0.06551265716552734,
0.03980328142642975,
-0.043183621019124985,
0.005803064908832312,
-0.026901202276349068,
-0.046682629734277725,
0.015001482330262661,
0.06628851592540741,
0.05359378829598427,
-0.046141356229782104,
-0.01358867809176445,
-0.0330716148018837,
-0.02613462135195732,
-0.01828949525952339,
0.01786787435412407,
0.007865924388170242,
0.03130380064249039,
-0.015128415077924728,
-0.03789405897259712,
0.03380182012915611,
-0.05894402414560318,
-0.050088465213775635,
0.044852882623672485,
-0.04563327506184578,
0.012838557362556458,
0.07010406255722046,
-0.014750613830983639,
-0.006520676892250776,
-0.0014926362782716751,
0.0163261815905571,
0.010001322254538536,
0.0019281759159639478,
-0.017420271411538124,
-0.009649766609072685,
0.052350886166095734,
-0.03661632537841797,
0.029758689925074577,
-0.032691579312086105,
-0.02491743117570877,
-0.050242021679878235,
-0.07592418044805527,
0.030438410118222237,
-0.01616671122610569,
-0.015391410328447819,
-0.10499165207147598,
0.0016957304906100035,
0.03301481902599335,
-0.03997114673256874,
-0.014222064055502415,
-0.030381791293621063,
0.00798533484339714,
0.04457349702715874,
-0.002622764790430665,
0.03555887192487717,
0.0029124817810952663,
0.052591126412153244,
-0.05157319828867912,
-0.03807380795478821,
-0.01926976814866066,
0.026198523119091988,
-0.057537585496902466,
-0.03460892662405968,
0.013939537107944489,
0.01771295815706253,
0.059162963181734085,
-0.004283880814909935,
-0.12572714686393738,
0.04716857150197029,
0.03808329254388809,
-0.0192341860383749,
0.004546870477497578,
-0.010547403246164322,
-0.018032629042863846,
0.003995749168097973,
-0.015824995934963226,
-0.05578963831067085,
0.013145837001502514,
0.02208736352622509,
0.04988013580441475,
0.041236892342567444,
0.029236910864710808,
-0.05406360328197479,
0.029159465804696083,
-0.0391000472009182,
0.02573568932712078,
-0.022144846618175507,
0.03640890121459961,
-0.02566477470099926,
0.012063502334058285,
0.0006573189166374505,
-0.01674686372280121,
0.014882661402225494,
-0.048547741025686264,
-0.043493419885635376,
0.03623222932219505,
0.023471297696232796,
-0.005820798687636852,
0.046463217586278915,
-0.08687242120504379,
-0.023495584726333618,
-0.02364588901400566,
-0.0015800709370523691,
-0.01980832777917385,
-0.014407621696591377,
-0.00736146280542016,
0.02474145218729973,
0.028000153601169586,
0.05351828411221504,
0.05797967314720154,
0.03918088972568512,
0.01348229218274355,
0.0010121911764144897,
-0.024898802861571312,
-0.04651181399822235,
-0.022103415802121162,
0.06067545711994171,
-0.0111805759370327,
-0.04270687699317932,
-0.032552022486925125,
0.015157900750637054,
-0.011460895650088787,
0.03251847252249718,
0.012772717513144016,
0.018595373257994652,
-0.02014888823032379,
-0.0008497755043208599,
0.07524053007364273,
-0.015310578979551792,
-0.006184064317494631,
-0.0512450709939003,
0.03447330370545387,
-0.08801834285259247,
0.045115187764167786,
0.05525997653603554,
0.09214185923337936,
0.09752056747674942,
-0.017233116552233696,
-0.0397258885204792,
-0.020324822515249252,
-0.033521316945552826,
-0.035045087337493896,
-0.008965515531599522,
0.08304651081562042,
-0.035651031881570816,
0.015044736675918102,
-0.008553032763302326,
0.0569724477827549,
-0.025182630866765976,
0.019678713753819466,
-0.007142584305256605,
-0.013144115917384624,
-0.00693922396749258,
0.02920645847916603,
0.02341284416615963,
-0.0029400652274489403,
-0.06398113816976547,
0.0291130393743515,
-0.028397999703884125,
0.013845590874552727,
0.007990190759301186,
-0.010510610416531563,
-0.03660067170858383,
-0.08588257431983948,
-0.05473373830318451,
-0.04847818985581398,
-0.010055338963866234,
-0.02874935045838356,
0.01706893928349018,
0.0021128300577402115,
0.01233366783708334,
0.004364080261439085,
-0.029808752238750458,
0.006466799881309271,
-0.04633656516671181,
-0.04213552549481392,
-0.01743575558066368,
0.06181497871875763,
0.038107194006443024,
0.0019503310322761536,
-0.025682302191853523,
0.031197378411889076,
-0.009583964943885803,
-0.02716485969722271,
0.00583307258784771,
-0.03224369138479233,
-0.017370659857988358,
-0.011650240048766136,
0.03255194053053856,
-0.03436525911092758,
-0.02636699751019478,
0.05477920174598694,
-0.03811284154653549,
0.029176730662584305,
0.01920408383011818,
0.04891565442085266,
0.042257651686668396,
0.02986796200275421,
0.000015867961337789893,
0.056289900094270706,
-0.021366775035858154,
-0.023883868008852005,
-0.013455838896334171,
-0.05872166156768799,
0.02545389160513878,
-0.01377294771373272,
-0.029612017795443535,
0.014637792482972145,
0.0027004920411854982,
0.057810548692941666,
0.00499174278229475,
0.036813996732234955,
-0.026163723319768906,
-0.015681162476539612,
0.02773352526128292,
0.07467424124479294,
-0.03663250431418419,
0.023704463616013527,
0.04210219159722328,
-0.004053398966789246,
-0.07205230742692947,
-0.019811296835541725,
-0.047618117183446884,
0.00489425053820014,
0.02203512191772461,
0.026543166488409042,
-0.07025163620710373,
0.018212029710412025,
-0.052574094384908676,
-0.02336493693292141,
-0.01812584511935711,
-0.007533357944339514,
0.03499877452850342,
0.01758486218750477,
-0.015236048959195614,
-0.01685226708650589,
0.012132251635193825,
0.020065978169441223,
0.04680483415722847,
0.04375388100743294,
0.021126175299286842,
-0.005858178250491619,
0.04691668972373009,
-0.00993154663592577,
0.059893958270549774,
-0.07276158779859543,
-0.05726934224367142,
-0.023842737078666687,
0.055950235575437546,
-0.007618621923029423,
-0.04160381853580475,
0.03440576046705246,
-0.026826761662960052,
0.01666850410401821,
0.0022358507849276066,
-0.007770221680402756,
0.01587318256497383,
0.0031196840573102236,
-0.046322211623191833,
0.030294016003608704,
-0.03617686778306961,
-0.011798636987805367,
0.019546503201127052,
-0.008456825278699398
] |
<p>I understand the basic principle behind the algorithm for LLE consists of three steps.</p>
<ol>
<li>Finding the neighborhood of each data point by some metric such as k-nn.</li>
<li>Find weights for each neighbor which denote the effect the neighbor has on the data point.</li>
<li>Construct the low dimensional embedding of the data based on the computed weights.</li>
</ol>
<p>But the mathematical explanation of steps 2 and 3 are confusing in all the text books and online resources that I have read. I am not able to reason why the formulas are used.</p>
<p>How are these steps performed in practice? Is there any intuitive way of explaining the mathematical formulas used? </p>
<p>References:
<a href="http://www.cs.nyu.edu/~roweis/lle/publications.html" rel="nofollow">http://www.cs.nyu.edu/~roweis/lle/publications.html</a></p>
|
g73984
|
[
0.05880129709839821,
-0.02113090455532074,
-0.03885272145271301,
-0.0754576325416565,
0.0063567860051989555,
0.01885603927075863,
0.006148763932287693,
0.05917525291442871,
-0.10795533657073975,
-0.03705120086669922,
-0.02443172223865986,
-0.004735850729048252,
0.11311846226453781,
0.019881732761859894,
-0.03676692768931389,
0.0276205874979496,
0.02861833944916725,
-0.022162217646837234,
0.009317183867096901,
0.004316939041018486,
0.019397595897316933,
0.05119994282722473,
0.055601850152015686,
-0.03618214651942253,
-0.025413753464818,
-0.020975587889552116,
0.05475819483399391,
0.029109960421919823,
-0.06556075811386108,
-0.014518914744257927,
-0.0015231379074975848,
-0.04718666523694992,
0.07048019766807556,
-0.07147172093391418,
-0.04821673035621643,
0.00997885875403881,
0.046302903443574905,
0.02256711572408676,
-0.05114156752824783,
-0.011022097431123257,
-0.008460295386612415,
-0.019603624939918518,
0.05653094872832298,
0.06327690184116364,
-0.05830879509449005,
-0.045077595859766006,
-0.04272198677062988,
-0.04638044536113739,
0.03410911187529564,
-0.06135592982172966,
-0.04688502848148346,
0.041751276701688766,
0.009371064603328705,
-0.019212843850255013,
0.03261811286211014,
0.0511167049407959,
0.010335173457860947,
-0.0023807347752153873,
0.056049954146146774,
-0.03463428467512131,
0.02962035872042179,
0.010583334602415562,
-0.05594154819846153,
0.049549732357263565,
0.04555438831448555,
0.04374053329229355,
-0.017614664509892464,
-0.009430786594748497,
0.03076901286840439,
-0.03212791308760643,
0.00252673146314919,
-0.05561989173293114,
-0.02397390641272068,
-0.07294974476099014,
-0.030263889580965042,
0.015648575499653816,
-0.00567231560125947,
0.0472864992916584,
-0.013327437452971935,
0.04642342031002045,
-0.007965074852108955,
0.04050643369555473,
0.06319560110569,
-0.04583340510725975,
0.003563340986147523,
0.03478580713272095,
-0.04433454945683479,
0.0053801219910383224,
0.029185816645622253,
-0.010306654497981071,
-0.01775471307337284,
0.03508983552455902,
0.01844417117536068,
0.024823281913995743,
-0.03087424486875534,
-0.07525858283042908,
-0.0512353777885437,
0.009462100453674793,
0.011720401234924793,
-0.02783406712114811,
-0.035224512219429016,
0.0231077428907156,
-0.034684956073760986,
-0.0021979613229632378,
-0.035058021545410156,
-0.0034617288038134575,
0.08452031761407852,
0.0597536675632,
-0.0012397263199090958,
0.005195993464440107,
-0.07821132242679596,
-0.01217621099203825,
-0.020620737224817276,
-0.01588531956076622,
-0.006745460443198681,
0.024746902287006378,
0.042471859604120255,
-0.02148955687880516,
0.025632157921791077,
0.026796117424964905,
0.025469744578003883,
0.04190422222018242,
0.04307796061038971,
-0.012451298534870148,
-0.008644375018775463,
-0.0001722962479107082,
-0.033616527915000916,
0.0031908524688333273,
0.0021759583614766598,
-0.014729601331055164,
0.060418374836444855,
-0.03744826838374138,
-0.03515798598527908,
0.0004577126237563789,
-0.013863164000213146,
0.06285235285758972,
-0.006638531573116779,
0.042641326785087585,
0.029089301824569702,
0.016854139044880867,
-0.024074869230389595,
0.006171318702399731,
-0.0058363028801977634,
-0.0689118281006813,
-0.06911367923021317,
0.06193125247955322,
-0.03936350718140602,
-0.055253271013498306,
-0.022919898852705956,
0.0008786208345554769,
0.010791563428938389,
0.07527530193328857,
0.020749950781464577,
-0.02117007039487362,
0.017641939222812653,
0.05656852200627327,
0.009134494699537754,
-0.01166345551609993,
0.038900226354599,
0.018773788586258888,
0.021610746160149574,
-0.025836197659373283,
0.03586764633655548,
0.000029317214284674264,
0.015164803713560104,
0.0019661779515445232,
0.017484543845057487,
-0.01751096174120903,
-0.0074348230846226215,
-0.0982959121465683,
-0.01960526406764984,
-0.02738981507718563,
0.031953148543834686,
0.036571647971868515,
-0.029252441599965096,
0.060394320636987686,
-0.026281343773007393,
-0.05178787559270859,
0.0532066747546196,
0.024896522983908653,
0.01832210086286068,
-0.0021561570465564728,
0.07673607766628265,
-0.02294578216969967,
-0.002691871952265501,
-0.04168451949954033,
0.01629532314836979,
-0.040533874183893204,
0.019848760217428207,
-0.02028900757431984,
-0.04331737756729126,
0.019431469962000847,
0.017122166231274605,
0.016219494864344597,
0.029989300295710564,
0.021416906267404556,
0.026280757039785385,
-0.1035633310675621,
-0.05160817131400108,
-0.011486232280731201,
0.014840330928564072,
0.005337260197848082,
0.041706979274749756,
0.06759577244520187,
-0.030964326113462448,
0.05932750552892685,
-0.0068771266378462315,
-0.04150499776005745,
0.007811605464667082,
0.04195023328065872,
-0.07632075995206833,
-0.03610892593860626,
0.06490274518728256,
0.015079155564308167,
0.029693633317947388,
0.04017691686749458,
-0.060144729912281036,
0.039541784673929214,
0.021038757637143135,
-0.015045559965074062,
0.010230034589767456,
-0.031904567033052444,
0.0085098622366786,
-0.014234691858291626,
-0.039239462465047836,
0.069022037088871,
-0.025455601513385773,
0.0031503289937973022,
-0.031061388552188873,
-0.01166409719735384,
-0.04606083407998085,
-0.05361305549740791,
-0.022259779274463654,
-0.0039678579196333885,
0.05681116506457329,
0.0335572212934494,
-0.04252956062555313,
-0.0436285063624382,
0.03636961057782173,
0.061003487557172775,
0.045378848910331726,
-0.011837834492325783,
0.022294187918305397,
0.04571732133626938,
0.020547933876514435,
-0.02298278734087944,
0.03979615494608879,
-0.02909824810922146,
-0.07358892261981964,
0.020631367340683937,
-0.0071270763874053955,
0.025885088369250298,
-0.01770884357392788,
-0.03336389362812042,
0.019468743354082108,
-0.028012270107865334,
-0.021055690944194794,
-0.006805763114243746,
-0.013731523416936398,
0.006377153564244509,
-0.012409576214849949,
-0.0003309570311103016,
-0.0043722172267735004,
0.013538329862058163,
-0.04840315133333206,
-0.0324954055249691,
-0.019346052780747414,
-0.04532530531287193,
0.04945250228047371,
0.015957575291395187,
-0.034322649240493774,
-0.0028456200379878283,
0.09317131340503693,
0.025108031928539276,
0.02071547694504261,
-0.015406320802867413,
0.023961791768670082,
0.04466347023844719,
-0.011276139877736568,
0.023326698690652847,
0.030710671097040176,
-0.05286487191915512,
-0.06843549758195877,
0.006223471835255623,
0.032345790416002274,
-0.03378256782889366,
0.0579352080821991,
-0.00497436011210084,
0.035940445959568024,
-0.008546867407858372,
-0.014552166685461998,
-0.014030192978680134,
0.01386424619704485,
-0.05009010434150696,
0.014768257737159729,
0.05642201378941536,
-0.026012280955910683,
-0.0268440879881382,
0.0008044451242312789,
-0.007661524694412947,
-0.03137073293328285,
-0.009195593185722828,
0.04599596560001373,
-0.08472079783678055,
0.02559640258550644,
0.01866970583796501,
0.016152970492839813,
-0.062203459441661835,
-0.0447465181350708,
-0.040773265063762665,
-0.01240722555667162,
-0.01340467482805252,
-0.014647872187197208,
-0.03723300248384476,
-0.016362909227609634,
0.01117479894310236,
0.006848999764770269,
-0.002450632629916072,
0.001997532555833459,
-0.0475664921104908,
0.021851971745491028,
-0.05381447449326515,
-0.0027940699364989996,
0.0007950384169816971,
0.041393429040908813,
0.01857641525566578,
-0.013487220741808414,
0.03242579475045204,
0.003755756188184023,
0.01683487929403782,
0.004651742521673441,
0.004006655421108007,
0.009430401027202606,
-0.0033996624406427145,
-0.023525826632976532,
-0.07046070694923401,
-0.08063051104545593,
-0.02701753005385399,
-0.009344353340566158,
-0.009283161722123623,
-0.017349427565932274,
0.006948370486497879,
-0.04166509211063385,
-0.01777013950049877,
-0.028548821806907654,
-0.022000228986144066,
0.033893633633852005,
0.02720143459737301,
-0.022384177893400192,
-0.015983548015356064,
0.010195652022957802,
-0.025359077379107475,
-0.017918525263667107,
-0.0527111180126667,
-0.006145977880805731,
0.026931915432214737,
-0.006033376790583134,
-0.015010785311460495,
0.02282763458788395,
0.04101181402802467,
0.04072728008031845,
-0.0035338960587978363,
-0.02592902071774006,
0.023744679987430573,
-0.01799796149134636,
-0.030775438994169235,
0.08288716524839401,
0.08807188272476196,
0.0015859075356274843,
0.0337972529232502,
0.03953032195568085,
-0.04915159195661545,
0.02994588389992714,
0.005510082934051752,
-0.009528810158371925,
-0.0013883684296160936,
0.009982898831367493,
0.02584092877805233,
0.013075719587504864,
0.02581676095724106,
-0.05021853372454643,
0.049714840948581696,
0.014615250751376152,
-0.004964523017406464,
0.030741380527615547,
-0.020228907465934753,
-0.05426670238375664,
0.01727653481066227,
0.018374649807810783,
-0.0012931323144584894,
-0.0024915882386267185,
-0.027517026290297508,
-0.057848863303661346,
0.021714061498641968,
0.027719827368855476,
0.002474963665008545,
0.0005068823229521513,
0.002280936576426029,
0.007076858542859554,
0.040879663079977036,
-0.009934552945196629,
0.05142750218510628,
0.012412285432219505,
-0.0033689280971884727,
-0.02824830636382103,
-0.013716120272874832,
0.01214223075658083,
0.03648613765835762,
0.03257111832499504,
0.061839133501052856,
-0.019797245040535927,
-0.014578873291611671,
0.053979892283678055,
-0.08773471415042877,
-0.015756672248244286,
-0.0037763817235827446,
0.08251430094242096,
-0.031015094369649887,
-0.04862471669912338,
0.017306972295045853,
-0.05758485943078995,
-0.0025610087905079126,
-0.057146601378917694,
-0.029523439705371857,
-0.008488653227686882,
0.06215416267514229,
0.02524971216917038,
0.01699800230562687,
0.0070249540731310844,
-0.012137999758124352,
0.02488650381565094,
0.03784719854593277,
0.023681558668613434,
0.02791486866772175,
0.019294997677206993,
-0.06612282246351242,
-0.007334765046834946,
0.08749754726886749,
-0.022556761279702187,
-0.03907574713230133,
-0.01744132675230503,
-0.06736297905445099,
-0.0159732848405838,
0.016071055084466934,
0.002043426502496004,
0.037261757999658585,
-0.05392899736762047,
0.0034242619294673204,
-0.003654233645647764,
0.05059199035167694,
0.054276201874017715,
0.004588914103806019,
0.026592036709189415,
-0.023640114814043045,
0.031649716198444366,
0.02661447785794735,
-0.0039028667379170656,
0.01166197657585144,
0.03250102698802948,
0.018818549811840057,
0.05112340673804283,
-0.027699410915374756,
-0.09000129252672195,
-0.03078482672572136,
0.0008884507114998996,
-0.00388935930095613,
-0.05049834027886391,
-0.01514072809368372,
0.028281914070248604,
-0.008313663303852081,
0.0001000778065645136,
-0.001074386527761817,
-0.013718879781663418,
-0.04774496704339981,
0.03096037544310093,
0.046056684106588364,
-0.022103171795606613,
-0.00624024448916316,
0.05123789235949516,
-0.05084982141852379,
-0.039163365960121155,
-0.04609531909227371,
-0.018349675461649895,
0.012034285813570023,
-0.04308705776929855,
0.00989453960210085,
0.003522071987390518,
-0.048361871391534805,
-0.002233196282759309,
0.01635092869400978,
-0.05405706912279129,
0.008056693710386753,
0.032205600291490555,
0.025724608451128006,
-0.02435903623700142,
-0.020551329478621483,
0.03440440446138382,
0.001128345844335854,
0.00220685382373631,
-0.015589875169098377,
-0.00196463312022388,
0.02469182386994362,
0.020370954647660255,
-0.03950393572449684,
0.03362186253070831,
-0.02489616721868515,
0.10118387639522552,
0.00781912449747324,
0.005318729672580957,
-0.06354644894599915,
0.03384438157081604,
0.05163739249110222,
0.013503655791282654,
0.030779654160141945,
0.02547255903482437,
-0.04801460728049278,
-0.018930844962596893,
0.08149178326129913,
-0.010530438274145126,
0.02007022313773632,
0.040757227689027786,
-0.0002877911028917879,
-0.0018934261752292514,
-0.008849132806062698,
0.07754120230674744,
-0.06047816574573517,
-0.016798589378595352,
-0.03255335986614227,
-0.024992816150188446,
0.0301870908588171,
-0.018229098990559578,
0.015363597311079502,
-0.04713596776127815,
0.007303240709006786,
0.01813475973904133,
-0.01913648471236229,
0.018416613340377808,
0.012054272927343845,
0.027095384895801544,
0.00785272940993309,
0.005171441473066807,
-0.06389564275741577,
0.00017018898506648839,
0.02954130433499813,
-0.0252413060516119,
-0.049124184995889664,
0.06381039321422577,
-0.017174404114484787,
0.045275941491127014,
-0.0053446050733327866,
-0.04229281097650528,
-0.002608868759125471,
0.06673965603113174,
0.028463728725910187,
0.005011792294681072,
-0.073089100420475,
-0.01401109341531992,
-0.02695709466934204,
-0.0718894898891449,
-0.008621093817055225,
0.022526413202285767,
-0.01015910692512989,
0.012447473593056202,
0.03118063136935234,
0.028041815385222435,
-0.007896733470261097,
0.004685348365455866,
0.05181380361318588,
0.05507601797580719,
0.0031232319306582212,
0.005362585186958313,
-0.06142612174153328,
0.0914740115404129,
0.03225113824009895,
0.0364721454679966,
0.03890245035290718,
0.000827495357953012,
-0.04886028170585632,
-0.00326159386895597,
0.004964199382811785,
0.02257452718913555,
-0.0034760343842208385,
-0.04254847764968872,
-0.03211970627307892,
0.02017739601433277,
0.04438214749097824,
-0.024425674229860306,
-0.04736015200614929,
0.024084031581878662,
-0.05248493328690529,
-0.03179670497775078,
0.03093446046113968,
0.013298681937158108,
-0.001894776476547122,
-0.02306322753429413,
-0.004858749452978373,
0.012779944576323032,
0.04202594608068466,
0.02253696881234646,
-0.03746935352683067,
0.0053483303636312485,
0.019375232979655266,
0.057310424745082855,
-0.04357136785984039,
-0.05595219507813454,
0.04740515351295471,
-0.035360340029001236,
-0.06002786010503769,
-0.0443568117916584,
-0.038830142468214035,
-0.0415816530585289,
0.034389693289995193,
0.020733952522277832,
0.03898721560835838,
-0.00495519582182169,
-0.048783816397190094,
-0.04403781518340111,
0.007832260802388191,
-0.030673103407025337,
-0.02832949161529541,
-0.006547828670591116,
-0.06340839713811874,
-0.06061622500419617,
0.019139228388667107,
0.004147923085838556,
0.053929198533296585,
-0.04094593599438667,
0.027119476348161697,
0.05432978644967079,
0.037271082401275635,
0.007073605433106422,
-0.013783591799438,
-0.015266435220837593,
0.023852046579122543,
-0.02324960194528103,
-0.01559443585574627,
-0.007368957158178091,
0.0864071398973465,
0.07880093157291412,
0.07288742810487747,
-0.017825935035943985,
0.021058663725852966,
-0.06893383711576462,
-0.014030950143933296,
-0.013099869713187218,
-0.020040158182382584,
-0.008677679114043713,
0.05626538395881653,
-0.04607601463794708,
0.033892594277858734,
0.01214683335274458,
0.0007874805014580488,
-0.017536427825689316,
-0.010536102578043938,
-0.0031501413322985172,
0.0013233107747510076,
-0.038779087364673615,
0.008699608035385609,
0.021470272913575172,
-0.02356782741844654,
-0.05992257595062256,
-0.022969622164964676,
-0.024462491273880005,
-0.01436865795403719,
0.0375913642346859,
-0.01612538844347,
-0.033335424959659576,
0.02098243311047554,
0.06169484183192253,
0.010930274613201618,
0.01581672951579094,
-0.0854414701461792,
-0.02344035543501377,
0.06739374250173569,
-0.014793806709349155,
0.05292403697967529,
-0.01478351466357708,
0.015341468155384064,
-0.036907169967889786,
-0.02287301793694496,
0.0688619315624237,
0.07055043429136276,
-0.02352805621922016,
-0.02644071914255619,
-0.025430191308259964,
0.02689347043633461,
-0.03863263502717018,
0.0037367006298154593,
-0.012634504586458206,
-0.020176362246274948,
0.027260517701506615,
0.05476236715912819,
0.01942855678498745,
0.008226016536355019,
0.02798030525445938,
0.049019403755664825,
0.014016940258443356,
-0.006964254658669233,
0.012269259430468082,
0.060620613396167755,
0.003825678490102291,
-0.03413405269384384,
-0.009844542481005192,
-0.020002199336886406,
-0.025879288092255592,
-0.02153078094124794,
-0.01143613364547491,
-0.029305532574653625,
-0.004957332741469145,
-0.03223249316215515,
0.002674809191375971,
0.0002057099191006273,
0.0012236220063641667,
-0.007867658510804176,
0.009645980782806873,
0.05174349620938301,
0.029963424429297447,
0.003886815160512924,
-0.0013964967802166939,
0.017696838825941086,
0.014171389862895012,
-0.020647196099162102,
0.07416470348834991,
-0.03625291958451271,
0.0038887590635567904,
-0.06068390607833862,
0.03982720896601677,
0.02426856756210327,
-0.04700940102338791,
0.04364471882581711,
-0.02183659002184868,
-0.019533200189471245,
0.009165721945464611,
-0.010245936922729015,
0.03316456452012062,
0.02269020304083824,
-0.0156854260712862,
-0.03341628983616829,
0.06244402378797531,
0.03533775731921196,
-0.044011589139699936,
0.002299415646120906,
0.022488664835691452,
-0.045102789998054504,
-0.010132838971912861,
-0.031172849237918854,
-0.05479948967695236,
0.022620346397161484,
0.061840951442718506,
-0.04115321487188339,
-0.0017812680453062057,
0.0040099769830703735,
0.02309168502688408,
-0.00366590335033834,
-0.02915443480014801,
0.011205731891095638,
-0.03542076051235199,
-0.04433711990714073,
0.06475064903497696,
-0.03932324796915054,
0.016560876742005348,
-0.02045380510389805,
-0.04097694903612137,
0.04524000361561775,
-0.0012726682471111417,
-0.0017048688605427742,
-0.0430259071290493,
0.056260090321302414
] |
<p>Suppose we have $V \sim W_p(n-1,\sigma^2 I)$</p>
<p>In order to find the moments of the Mauchly sphericity statistic $\Lambda = \frac{|V|}{(tr(\frac{V}{p}))^p}$ i read one can split it defining $\Lambda_1 = \frac{|V|}{v_{11}...v_{pp}}$ and $\Lambda_2 = \frac{v_{11}...v_{pp}}{(tr(\frac{V}{p}))^p}$ and then using $E[\Lambda^h] = E[\Lambda_1^h]E[\Lambda_2^h]$ (where they are using independence of $\Lambda_1$ and $\Lambda_2$). This statistics $\Lambda_1$ and $\Lambda_2$ are, respectively, the LR criterion for equality of variances and for independence, so its moments may me already calculated.</p>
<p>My question is: how can we see that this two statistics are independent? </p>
|
g73985
|
[
0.026245590299367905,
-0.0125926798209548,
-0.03441736847162247,
-0.04001450166106224,
-0.004020701162517071,
-0.020904451608657837,
-0.015570866875350475,
0.04598473012447357,
-0.041956186294555664,
0.02561729960143566,
-0.03655851259827614,
-0.001363495015539229,
0.00554739311337471,
0.025216812267899513,
0.010067209601402283,
0.007159863132983446,
0.023572659119963646,
0.019937923178076744,
0.018292266875505447,
0.025381816551089287,
-0.048709042370319366,
-0.037099212408065796,
0.004599723964929581,
0.018678227439522743,
0.05035891383886337,
-0.029360463842749596,
-0.020666208118200302,
0.052918169647455215,
-0.04536901041865349,
0.02673344500362873,
-0.0020530582405626774,
0.031699370592832565,
0.06747069954872131,
-0.044698767364025116,
-0.01565248891711235,
0.03345473110675812,
0.048340752720832825,
0.01988883502781391,
0.02591274492442608,
-0.010969237424433231,
-0.0254877507686615,
0.018545763567090034,
0.032896481454372406,
0.03175928816199303,
-0.0376247838139534,
0.035326406359672546,
-0.05626269057393074,
0.008488664403557777,
0.009843737818300724,
-0.050545934587717056,
0.03496195748448372,
0.023846687749028206,
0.041814688593149185,
-0.011866306886076927,
-0.032763198018074036,
-0.028940074145793915,
0.051673535257577896,
-0.05920182913541794,
0.06991435587406158,
0.0006371060153469443,
0.0049345907755196095,
-0.09034653753042221,
-0.07800913602113724,
0.05421927198767662,
0.015483556315302849,
-0.019456950947642326,
0.015082413330674171,
-0.0696834847331047,
-0.04106916859745979,
-0.02974063530564308,
-0.01865239441394806,
-0.053530484437942505,
0.030658995732665062,
-0.04870233312249184,
-0.07163632661104202,
-0.04650447145104408,
0.030489319935441017,
0.01998869702219963,
-0.012377595528960228,
-0.018844308331608772,
0.023103253915905952,
-0.034596558660268784,
0.0574767179787159,
0.018128864467144012,
0.033130183815956116,
-0.029456747695803642,
0.02777327038347721,
0.00295708398334682,
-0.02231079526245594,
0.02497212588787079,
0.029178688302636147,
-0.07490386813879013,
0.0039323000237345695,
0.0619024857878685,
-0.012191573157906532,
-0.03815064951777458,
-0.007997588254511356,
0.02526010386645794,
0.004518092609941959,
-0.022508669644594193,
-0.0005384089308790863,
0.030790429562330246,
-0.002533378778025508,
0.004990257788449526,
0.02410748414695263,
0.0017248204676434398,
0.003184655914083123,
0.00319138215854764,
-0.024249140173196793,
-0.04465499892830849,
-0.012403159402310848,
-0.010500247590243816,
-0.011828855611383915,
-0.02963096834719181,
-0.05831979587674141,
-0.08358705043792725,
0.07029827684164047,
-0.01971391588449478,
-0.03363118693232536,
-0.0019148747669532895,
-0.01568147912621498,
-0.003089768346399069,
0.04928494989871979,
0.07085389643907547,
-0.03682256117463112,
0.045980989933013916,
0.028345128521323204,
0.005105932243168354,
0.01276007667183876,
0.01831776462495327,
0.05436839535832405,
-0.00773079227656126,
0.05873745679855347,
0.033670827746391296,
-0.025526046752929688,
0.034602612257003784,
0.009144522249698639,
0.07542964071035385,
0.00914103165268898,
0.02680164948105812,
-0.009461269713938236,
0.03144224360585213,
0.0029513011686503887,
-0.058803290128707886,
-0.061748020350933075,
0.011380906216800213,
0.028834888711571693,
-0.0760645717382431,
-0.02448403649032116,
0.0052696168422698975,
0.011851746588945389,
0.03487890958786011,
-0.03867358714342117,
0.020341234281659126,
-0.05317173898220062,
-0.005803481675684452,
0.0006688421126455069,
-0.00017571593343745917,
0.023157166317105293,
0.0046893274411559105,
0.023417163640260696,
-0.014156063087284565,
0.048448119312524796,
0.014312499202787876,
-0.037969157099723816,
0.0262234415858984,
0.010641217231750488,
-0.05983265861868858,
-0.010509070008993149,
-0.0766809955239296,
0.016970936208963394,
0.004730116110295057,
0.006288213189691305,
-0.010642115958034992,
0.050811346620321274,
-0.0067915846593678,
-0.021889731287956238,
0.005671125371009111,
0.05655848607420921,
0.05029067024588585,
0.002696071984246373,
0.006185515318065882,
-0.013617490418255329,
-0.09045787155628204,
-0.012999382801353931,
-0.04803168401122093,
0.0515558198094368,
-0.004522425122559071,
-0.016228865832090378,
0.0017296649748459458,
-0.01982554979622364,
0.01862848363816738,
-0.045518603175878525,
0.06986816972494125,
-0.014434308744966984,
-0.027287296950817108,
0.010185807943344116,
-0.00877384189516306,
0.01168369222432375,
0.04316459968686104,
-0.009186537005007267,
0.03712506964802742,
-0.00975852645933628,
0.0840817540884018,
-0.041565485298633575,
0.0012194684240967035,
0.03137088194489479,
0.012607498094439507,
0.003808550303801894,
-0.004488784819841385,
-0.015423453412950039,
-0.030667275190353394,
-0.017174076288938522,
0.019551938399672508,
0.020810682326555252,
-0.005207771901041269,
-0.008040538057684898,
0.025644071400165558,
-0.03279110789299011,
-0.060199107974767685,
0.04279327392578125,
0.020606297999620438,
0.0353507362306118,
-0.028074488043785095,
0.034001972526311874,
0.0025640802923589945,
-0.03733464702963829,
0.05518511310219765,
0.06168638542294502,
-0.013852586969733238,
-0.037751205265522,
-0.06137045472860336,
0.01920405961573124,
0.012843155302107334,
-0.036371178925037384,
0.02048710733652115,
-0.04531729221343994,
0.016017308458685875,
0.0031890159007161856,
0.000009985007636714727,
0.002369580091908574,
-0.05197778716683388,
-0.0051681664772331715,
-0.0023641756270080805,
0.03841259703040123,
0.016700925305485725,
0.06710578501224518,
0.020161183550953865,
-0.014946947805583477,
0.04683154821395874,
-0.008948946371674538,
0.01630319096148014,
-0.01720130629837513,
0.00735798105597496,
-0.024833351373672485,
-0.016318999230861664,
0.007961340248584747,
-0.028768349438905716,
-0.05786324292421341,
0.00021061366715002805,
-0.03718103840947151,
-0.023331832140684128,
0.07398876547813416,
0.039512261748313904,
-0.031964655965566635,
0.002345727290958166,
-0.03538772091269493,
0.0010375678539276123,
-0.04174140468239784,
-0.01025326270610094,
0.015535197220742702,
0.06544631719589233,
0.03398600220680237,
0.07316333055496216,
0.02659020386636257,
0.01959807612001896,
-0.0054542263969779015,
-0.017682451754808426,
-0.028593450784683228,
0.00665119057521224,
-0.04290288686752319,
0.03726832568645477,
0.010847472585737705,
0.026866815984249115,
0.03968248516321182,
-0.045658987015485764,
0.031199680641293526,
0.00032767499214969575,
-0.009406053461134434,
0.00868261605501175,
-0.01201422605663538,
-0.010294349864125252,
0.06997189670801163,
-0.04428087919950485,
-0.025351690128445625,
0.023462334647774696,
0.008823656477034092,
-0.08154318481683731,
0.004013818223029375,
-0.02186707779765129,
0.02461092546582222,
0.022836636751890182,
-0.0035251418594270945,
0.0218979399651289,
0.024473736062645912,
0.017025429755449295,
-0.009110741317272186,
-0.061955537647008896,
0.026536231860518456,
-0.0596751905977726,
0.002807941287755966,
0.013853379525244236,
-0.009537570178508759,
-0.05258931964635849,
-0.02420244738459587,
-0.03436576947569847,
0.02990175411105156,
-0.0009064390324056149,
-0.024042390286922455,
0.019443858414888382,
-0.029485652223229408,
-0.08756985515356064,
-0.014077804051339626,
0.0021745581179857254,
-0.017546866089105606,
-0.012434552423655987,
-0.07985138893127441,
0.0015435104724019766,
-0.031264595687389374,
-0.012691718526184559,
0.006262153387069702,
0.07769562304019928,
0.06220000237226486,
-0.049017470329999924,
-0.05912097543478012,
-0.013926990330219269,
-0.015240381471812725,
0.03600173071026802,
0.024472009390592575,
0.035964060574769974,
-0.013199924491345882,
-0.0085605438798666,
-0.05120735615491867,
0.0363042838871479,
-0.06458739936351776,
-0.000521759910043329,
0.013102327473461628,
0.04969581961631775,
0.07129693776369095,
-0.032055534422397614,
-0.0014430079609155655,
0.04546075314283371,
0.04747915267944336,
-0.024011971428990364,
0.03937660902738571,
0.030930347740650177,
0.01461008470505476,
0.008210655301809311,
0.01253604143857956,
0.0003202823281753808,
0.03338084742426872,
-0.06859707832336426,
-0.0064137582667171955,
-0.05141948536038399,
0.023272616788744926,
-0.04834838584065437,
0.00040351151255890727,
0.08619727194309235,
0.03983733803033829,
-0.0037148024421185255,
-0.00694132037460804,
0.007417651358991861,
0.010010587982833385,
0.01819106563925743,
0.016835900023579597,
-0.011875421740114689,
0.012118567712605,
0.004138423595577478,
0.047414712607860565,
-0.002149900421500206,
0.03931441530585289,
-0.05274202674627304,
-0.07216709852218628,
0.02313983626663685,
0.020767824724316597,
0.015635672956705093,
-0.023540420457720757,
0.005640724208205938,
0.006984760519117117,
-0.06789058446884155,
0.09818141162395477,
-0.013489408418536186,
-0.07872314751148224,
-0.0018226762767881155,
0.07203304022550583,
-0.034577108919620514,
-0.013153165578842163,
0.02762339636683464,
-0.046073734760284424,
0.05056104436516762,
-0.03759822994470596,
0.014596081338822842,
0.05725716054439545,
0.020809419453144073,
-0.006543848663568497,
0.0502874031662941,
0.007459614891558886,
0.022459208965301514,
0.03376508876681328,
0.02117953635752201,
-0.03757699579000473,
-0.021842513233423233,
0.016184167936444283,
-0.06843698769807816,
-0.006459496915340424,
-0.0356576032936573,
0.0490369088947773,
-0.04151152819395065,
0.01766573078930378,
0.020536869764328003,
-0.03658095747232437,
-0.024436114355921745,
0.006202723830938339,
-0.015944713726639748,
0.03519969806075096,
0.028151171281933784,
0.0870593786239624,
-0.013775049708783627,
-0.01491373311728239,
-0.011005803942680359,
-0.0029659869614988565,
0.03781550005078316,
-0.023636873811483383,
0.03129968047142029,
0.00608160300180316,
0.04177357628941536,
0.008394717238843441,
0.012537271715700626,
-0.055516839027404785,
-0.0061300573870539665,
-0.038298994302749634,
-0.06034901738166809,
-0.0012283665128052235,
-0.026159998029470444,
0.050053831189870834,
-0.010325179435312748,
-0.01751735247671604,
-0.006216362118721008,
0.0399547778069973,
0.035556960850954056,
-0.033884041011333466,
-0.023817190900444984,
0.005498836282640696,
-0.015467669814825058,
0.05928760766983032,
-0.034995052963495255,
-0.02778676338493824,
0.00470323022454977,
-0.015847016125917435,
-0.037567317485809326,
0.005777310114353895,
-0.0270856786519289,
0.036334894597530365,
-0.017228012904524803,
-0.031155968084931374,
0.004388175904750824,
-0.09411485493183136,
0.02291944809257984,
0.03815044090151787,
0.058461349457502365,
-0.013772517442703247,
0.031377799808979034,
0.018486058339476585,
-0.04248325154185295,
-0.0221309345215559,
0.017507625743746758,
-0.03431650623679161,
0.03224460780620575,
-0.028981441631913185,
0.016663843765854836,
-0.022823909297585487,
-0.03460552170872688,
-0.0031955749727785587,
-0.04652660712599754,
-0.033358994871377945,
-0.01812014728784561,
-0.009615170769393444,
-0.07976539433002472,
-0.033963195979595184,
-0.026483235880732536,
-0.02202310971915722,
0.10612122714519501,
0.004510043188929558,
-0.0227210633456707,
-0.003972163889557123,
-0.045250751078128815,
0.08892872184515,
-0.07171008735895157,
-0.011856826022267342,
0.024301934987306595,
-0.009219050407409668,
-0.0338260754942894,
0.02695661224424839,
0.029709963127970695,
-0.02786628156900406,
0.014212166890501976,
0.1039590984582901,
0.012813594192266464,
-0.02224510721862316,
0.0038810702972114086,
0.04288613051176071,
0.019336190074682236,
0.07175283879041672,
-0.015121662057936192,
-0.04026917368173599,
-0.020838795229792595,
0.03668465092778206,
0.07127181440591812,
0.02605326659977436,
-0.01568026654422283,
0.08608853071928024,
-0.015944024547934532,
0.016405273228883743,
0.002359494799748063,
-0.0002658629382494837,
-0.033058278262615204,
-0.056875746697187424,
-0.06142048165202141,
0.02581583708524704,
0.00755465030670166,
-0.020316684618592262,
-0.016456706449389458,
-0.026276303455233574,
-0.03596175089478493,
0.06911176443099976,
-0.06501398980617523,
-0.04594191908836365,
-0.0380275622010231,
-0.05537363886833191,
0.004057948011904955,
-0.0764395222067833,
-0.03866865858435631,
-0.007838355377316475,
-0.014831130392849445,
0.014787465333938599,
0.020572395995259285,
0.005709975026547909,
0.0030600884929299355,
0.028771044686436653,
-0.01268681325018406,
-0.052613455802202225,
0.0037288980092853308,
0.01024940237402916,
0.021555300801992416,
-0.022911082953214645,
0.044938042759895325,
0.0655435249209404,
0.037616290152072906,
0.012305373325943947,
-0.0049718148075044155,
0.025974225252866745,
-0.03757316619157791,
0.024526294320821762,
0.00486357556656003,
-0.02398058772087097,
-0.048645514994859695,
0.027717571705579758,
0.0021258865017443895,
-0.049968790262937546,
0.06601778417825699,
-0.003114169929176569,
0.003083009272813797,
0.03513140231370926,
-0.05957309529185295,
0.04724995419383049,
0.041324108839035034,
0.008182750083506107,
0.02931862510740757,
0.09295948594808578,
-0.023087020963430405,
-0.017096107825636864,
0.013972924090921879,
0.08440161496400833,
-0.05199063569307327,
-0.04955127462744713,
0.042589399963617325,
0.020458979532122612,
-0.017260104417800903,
-0.03847786784172058,
-0.029483653604984283,
0.008398283272981644,
0.0012397771934047341,
-0.0253706406801939,
-0.06968222558498383,
-0.006262577138841152,
-0.022907884791493416,
-0.031750235706567764,
0.022036602720618248,
-0.02934752032160759,
-0.02388792671263218,
0.03220260888338089,
-0.03592449054121971,
0.03279630467295647,
-0.04895888268947601,
0.00025618026847951114,
0.026201438158750534,
0.009869861416518688,
0.00870413426309824,
-0.016009213402867317,
0.00838745292276144,
-0.06513074785470963,
0.01581922173500061,
-0.038390640169382095,
0.03311356529593468,
0.0003244043327867985,
0.011178318411111832,
-0.02171904966235161,
-0.04177869111299515,
-0.07483434677124023,
-0.015308631584048271,
0.06478247791528702,
0.016776105388998985,
-0.056260719895362854,
-0.01701083779335022,
0.005605194717645645,
0.09928325563669205,
-0.016348261386156082,
-0.03493550792336464,
-0.005996120627969503,
0.01564679481089115,
0.02310955710709095,
-0.010426548309624195,
0.04533877223730087,
0.02878298982977867,
0.023872239515185356,
0.010753821581602097,
-0.05608820915222168,
0.046293728053569794,
0.035183001309633255,
0.010357676073908806,
0.048646166920661926,
0.03367479518055916,
0.007938439957797527,
-0.018938245251774788,
-0.01877082698047161,
0.06648208200931549,
0.006052656564861536,
0.01205502264201641,
-0.020873233675956726,
0.030835287645459175,
0.01864433102309704,
0.02106381021440029,
0.07560557126998901,
-0.013490310870110989,
0.007722420617938042,
-0.006527511402964592,
0.03773435577750206,
-0.003413689788430929,
-0.020600412040948868,
-0.030582012608647346,
-0.01633860357105732,
0.03776421397924423,
-0.0016539028147235513,
-0.035335443913936615,
0.00931706465780735,
0.005552785936743021,
0.005526553373783827,
-0.023349115625023842,
-0.03029233030974865,
-0.012612646445631981,
0.025801420211791992,
-0.04406437277793884,
-0.10829224437475204,
0.029759429395198822,
-0.0023676352575421333,
0.005514201242476702,
0.01273558009415865,
0.07216480374336243,
-0.022602856159210205,
-0.01893722638487816,
0.001895671826787293,
0.007199103012681007,
-0.020210526883602142,
0.01778613217175007,
-0.009573511779308319,
0.08459735661745071,
-0.011640551500022411,
-0.033347513526678085,
0.020346835255622864,
-0.0035224775783717632,
-0.06801798939704895,
0.013470000587403774,
0.06714198738336563,
-0.030516982078552246,
-0.029737411066889763,
0.020462408661842346,
0.016383392736315727,
0.051993437111377716,
-0.058801088482141495,
-0.010257968679070473,
0.0143250348046422,
-0.006377334240823984,
0.0023165869060903788,
-0.029998211190104485,
0.0221269354224205,
-0.03334344923496246,
0.00586808891966939,
0.0015602032653987408,
0.0048312656581401825,
0.009197662584483624,
-0.025971882045269012,
0.007117088418453932,
0.008814825676381588,
0.008609131909906864,
0.057612594217061996,
-0.04325731471180916,
-0.05663173645734787,
0.02313833311200142,
0.050744179636240005,
0.040089622139930725,
0.009754801169037819,
-0.04975768178701401,
-0.02552492544054985,
-0.01914956420660019,
-0.021213389933109283,
-0.028237011283636093,
-0.023115528747439384,
0.02186521701514721,
0.05105214938521385,
-0.00725556630641222,
-0.005677812732756138,
-0.013730019330978394,
0.032656822353601456,
0.003513999516144395,
-0.04125776141881943,
0.028682323172688484,
0.09482143819332123,
-0.03458181023597717,
0.04063471034169197,
-0.006633554119616747,
-0.000018868040569941513,
0.020139314234256744,
0.050470996648073196,
-0.025043701753020287,
-0.026775062084197998,
-0.04815793037414551,
-0.028902309015393257,
0.0775587186217308,
0.016123227775096893,
0.030794454738497734,
0.05128450319170952,
0.016733363270759583,
-0.010659484192728996,
-0.03255830332636833,
0.06499505788087845,
-0.009809947572648525,
0.01369866169989109,
0.003661044640466571,
0.005094551015645266,
0.007079766131937504,
-0.01546009536832571,
-0.0747748538851738,
-0.08081541955471039,
0.037843070924282074,
-0.007153197191655636,
-0.05352427437901497,
-0.0057808090932667255,
0.05510110408067703
] |
<p>(I am far from an expert in the field of statistics, so I apologize beforehand if my question is irrelevant or my use of any terms is incorrect)</p>
<p>Let's suppose that we have a <em>discrete</em> variable $X$, and a set of $n+1$ observations $\{x_0, x_1, \dots, x_n\}$. The values of $X$ may not be numeric and all observations are considered equal with no particular order. Therefore, we can transform the observation set above to a set of $k+1$ value/frequency pairs $\{<v_0, f_0>, <v_1, f_1>,\dots,<v_k, f_k>\}$.</p>
<p>Is there a metric that estimates the "importance" of a specific <em>value</em> in this set?</p>
<p>For example, in an observation set where all values exist exactly three times, none can be considered more important than the others. On the other hand, in a set where all but one values exist 3 times, I would want that one value that exists 10 times to be differentiated from the rest. Same with a value that only appears once.</p>
<p>A simple probability calculation, for example, $P(k) = f_k / (n+1)$ would not be of help, because it does not take into account the other values.</p>
<p>I experimented with various combinations/formulas using the various layman-known metrics (mean, standard deviation, maximum, minimum etc), but anything I came up with seemed too arbitrary for me to trust.</p>
<p>I am currently using the standard score of the value frequency as an estimator, but it has a major issue: it's not bounded, and I am not at all sure how to normalize it without unknowingly biasing any results.</p>
<p>I would appreciate any reference to a metric that might get me started, or to any terminology that describes what I'd like to do more accurately, so that I can focus my search.</p>
<p>I would especially appreciate any bounded metrics that can be computed incrementally as new samples are added to the observation set :-)</p>
|
g73986
|
[
-0.03497283160686493,
0.033871013671159744,
-0.02737744338810444,
-0.029223723337054253,
0.010531064122915268,
-0.04950074106454849,
-0.023902375251054764,
0.029227033257484436,
-0.04039148613810539,
-0.055615223944187164,
0.04390673339366913,
-0.024022415280342102,
0.04767274484038353,
-0.013546664267778397,
-0.061801522970199585,
0.022360844537615776,
-0.037642914801836014,
-0.043089643120765686,
0.015117171220481396,
0.044741857796907425,
0.024304071441292763,
0.005049209576100111,
0.04292578250169754,
-0.049783747643232346,
-0.019100476056337357,
-0.025003015995025635,
0.03583511710166931,
0.024884600192308426,
-0.09823144972324371,
0.00009421354479854926,
0.003798922523856163,
-0.011822610162198544,
0.020590273663401604,
-0.000020957044398528524,
-0.034503910690546036,
-0.007588024251163006,
0.016709845513105392,
0.03511833772063255,
-0.013799384236335754,
0.027440108358860016,
-0.00039795972406864166,
-0.01059193629771471,
0.052236929535865784,
0.03677141293883324,
-0.004424835089594126,
-0.012963446788489819,
-0.0010604625567793846,
-0.017032628878951073,
0.06860902160406113,
-0.01815742999315262,
0.0008574618259444833,
0.01670064404606819,
0.09273575246334076,
0.04844215139746666,
0.0015414031222462654,
0.05327092111110687,
0.013013139367103577,
-0.04649461805820465,
0.014391079545021057,
0.008429749868810177,
0.036136444658041,
-0.08516094833612442,
-0.010580711998045444,
-0.006670673377811909,
-0.015530591830611229,
0.023905953392386436,
-0.043101225048303604,
-0.018051719292998314,
-0.003294295398518443,
-0.08646814525127411,
-0.002185257850214839,
-0.04921064153313637,
0.01420658826828003,
-0.015246482565999031,
-0.09541138261556625,
0.06022142618894577,
-0.015529297292232513,
0.005236700177192688,
0.006503790616989136,
0.003215273842215538,
0.0012241728836670518,
0.06348923593759537,
-0.013976819813251495,
-0.007820146158337593,
0.047232624143362045,
-0.012036383152008057,
0.059129636734724045,
-0.041491396725177765,
0.03467317670583725,
-0.012805168516933918,
0.05954956263303757,
-0.02676810882985592,
0.04671323671936989,
-0.034899357706308365,
0.04703020676970482,
0.014957531355321407,
-0.06712771952152252,
0.03756014630198479,
0.0047775860875844955,
0.0037070633843541145,
0.004257451742887497,
0.03438146784901619,
-0.007579024415463209,
-0.0779167115688324,
-0.04662628844380379,
-0.05870349705219269,
0.03175632283091545,
0.0690218061208725,
-0.0024005433078855276,
-0.029808834195137024,
0.013907733373343945,
-0.004507920704782009,
0.007311797235161066,
-0.05462590605020523,
-0.011508823372423649,
-0.005087489262223244,
-0.022670574486255646,
-0.005986060947179794,
-0.05954679474234581,
0.009620456025004387,
0.015199464745819569,
0.022606108337640762,
0.011680875904858112,
0.0976882055401802,
-0.042130161076784134,
-0.009599145501852036,
-0.017213715240359306,
0.05934373289346695,
0.049680445343256,
-0.01566304825246334,
-0.001276314607821405,
-0.0035437510814517736,
0.010283738374710083,
-0.00722490856423974,
-0.042276784777641296,
0.025595031678676605,
0.021324142813682556,
0.015394330024719238,
-0.012709373608231544,
0.0033123032189905643,
-0.05391630530357361,
0.04858174920082092,
-0.00929651316255331,
-0.032426510006189346,
-0.04673372954130173,
0.028937121853232384,
-0.022311793640255928,
-0.04513945057988167,
-0.025284377858042717,
-0.01974862441420555,
0.02290850691497326,
0.05839141830801964,
-0.04851960018277168,
0.03802179917693138,
-0.022260082885622978,
0.013257157057523727,
-0.010019130073487759,
-0.0030144129414111376,
-0.01968560926616192,
0.002866495866328478,
0.05471406131982803,
0.009835046716034412,
0.014246716164052486,
0.014463852159678936,
0.028388040140271187,
-0.02355574257671833,
0.0225724708288908,
-0.08478888869285583,
-0.03675413876771927,
-0.09085051715373993,
-0.027484549209475517,
-0.058469586074352264,
0.030542057007551193,
0.012965641915798187,
-0.00802768673747778,
0.042546045035123825,
0.03500986099243164,
-0.02626773901283741,
0.01735224947333336,
0.005481574218720198,
-0.025859978049993515,
-0.004791514482349157,
0.042815517634153366,
-0.02786453440785408,
0.0075196512043476105,
-0.035822950303554535,
-0.03005201742053032,
0.012297417037189007,
-0.03489973768591881,
0.006909340154379606,
-0.0251381304115057,
-0.001573595916852355,
0.031070513650774956,
0.04862089082598686,
-0.019261134788393974,
-0.01981291174888611,
-0.03478679805994034,
-0.03213588520884514,
0.025415120646357536,
0.000022143382011563517,
0.03039785847067833,
0.039469990879297256,
-0.03960142657160759,
0.011004961095750332,
0.027217591181397438,
0.01120659802109003,
0.023258408531546593,
-0.005467080511152744,
-0.03228839486837387,
0.029708413407206535,
-0.02784433402121067,
-0.09658253937959671,
-0.06252989917993546,
0.06624643504619598,
-0.005512740928679705,
-0.0021195258013904095,
-0.00803222507238388,
0.025272928178310394,
0.07780636101961136,
-0.012995246797800064,
-0.018512124195694923,
0.006469863932579756,
0.011274016462266445,
0.03424416482448578,
-0.03652964532375336,
0.0362025611102581,
0.045423999428749084,
0.0032275577541440725,
0.07141948491334915,
0.04502507299184799,
-0.08618287742137909,
-0.020834723487496376,
-0.019516363739967346,
-0.014498176984488964,
0.029610339552164078,
0.05421917140483856,
-0.029567699879407883,
-0.029500393196940422,
0.05039341747760773,
0.02866528369486332,
0.050401508808135986,
-0.00021453369117807597,
-0.02065056562423706,
0.012636816129088402,
0.017867306247353554,
-0.020737236365675926,
0.02099885791540146,
0.03416236490011215,
0.025203749537467957,
-0.004190534353256226,
-0.04853649064898491,
0.00779505493119359,
0.009167179465293884,
-0.06579109281301498,
0.002559513319283724,
-0.04079030826687813,
0.02516205608844757,
0.023567361757159233,
-0.009715648368000984,
0.01404546294361353,
0.0017147389007732272,
-0.06455628573894501,
0.01709683984518051,
0.024218915030360222,
-0.030731912702322006,
-0.04177470877766609,
-0.0015967725776135921,
0.0026113372296094894,
-0.07084972411394119,
0.03262767568230629,
0.0037329501938074827,
-0.023052256554365158,
0.02473387122154236,
-0.0010479987831786275,
0.01325732097029686,
-0.01607140153646469,
-0.024508919566869736,
-0.02793830819427967,
-0.008596368134021759,
0.04353068023920059,
0.004063030239194632,
-0.023247426375746727,
-0.07203366607427597,
-0.020612826570868492,
-0.016215503215789795,
-0.028530830517411232,
0.07620466500520706,
-0.05805530399084091,
0.04252240061759949,
0.019126534461975098,
-0.01052272878587246,
0.012406154535710812,
0.027057763189077377,
0.008648105897009373,
-0.02469599060714245,
-0.026499906554818153,
-0.015792084857821465,
-0.0381217896938324,
0.08398937433958054,
-0.0008255041902884841,
-0.018284443765878677,
0.008078433573246002,
0.028035467490553856,
-0.041442953050136566,
0.02660154365003109,
-0.04193717986345291,
-0.017954809591174126,
-0.016911381855607033,
0.03493433818221092,
-0.02866063266992569,
0.06616878509521484,
0.007134363520890474,
0.0033492553047835827,
0.01760566234588623,
-0.03360050171613693,
-0.0007701475406065583,
0.01881319284439087,
-0.0025609859731048346,
-0.03742637485265732,
-0.039726924151182175,
0.015282775275409222,
-0.02715713530778885,
-0.022403208538889885,
-0.022888872772455215,
0.042348042130470276,
0.015162576921284199,
-0.07338697463274002,
0.011945992708206177,
0.00993251707404852,
0.05758294090628624,
0.0494280606508255,
0.01967586576938629,
0.02066153474152088,
-0.029620425775647163,
-0.06776341795921326,
-0.02908792719244957,
-0.021429063752293587,
0.02941759116947651,
0.08787603676319122,
0.00212683854624629,
-0.0010914289159700274,
0.027450788766145706,
-0.08216357976198196,
-0.03218398615717888,
0.026447970420122147,
-0.03482901677489281,
-0.001576512586325407,
0.0016138434875756502,
-0.002363076899200678,
-0.05281287059187889,
0.029551902785897255,
-0.03116525523364544,
0.017722874879837036,
-0.024008765816688538,
0.002771456725895405,
0.075257807970047,
0.04789945110678673,
-0.03907298296689987,
0.037603069096803665,
-0.026302974671125412,
0.03883543610572815,
-0.028386680409312248,
-0.030782300978899002,
0.021793927997350693,
0.03301249071955681,
-0.028164075687527657,
-0.00936735887080431,
0.10045474022626877,
-0.0030625751242041588,
-0.027033809572458267,
-0.022805411368608475,
0.05286329612135887,
0.035471994429826736,
-0.011153598316013813,
-0.016389552503824234,
-0.04331130534410477,
0.04694371670484543,
0.03313218802213669,
0.03818109259009361,
0.05527153238654137,
-0.01067572832107544,
0.053144607692956924,
0.003513041418045759,
-0.061716023832559586,
0.03533107787370682,
-0.037603944540023804,
0.023075319826602936,
-0.01892150193452835,
0.02671118453145027,
-0.050528135150671005,
-0.011244175024330616,
-0.013755522668361664,
-0.0667857676744461,
0.05411139875650406,
-0.00000929016914597014,
-0.051419682800769806,
0.023437153548002243,
0.01027198787778616,
0.0616336315870285,
0.08520571887493134,
-0.018152305856347084,
-0.011166107840836048,
0.012835109606385231,
0.009425880387425423,
0.025459049269557,
-0.04109476879239082,
0.017442481592297554,
0.06984518468379974,
-0.007251562550663948,
0.005905094090849161,
-0.045237865298986435,
-0.008250215090811253,
0.07566703855991364,
-0.043501678854227066,
0.02198365144431591,
0.04794658347964287,
0.02969900518655777,
-0.06482680141925812,
-0.012735973112285137,
0.010057761333882809,
-0.028253577649593353,
0.012201041914522648,
-0.0495125837624073,
-0.04092645272612572,
-0.004018028266727924,
0.05016602575778961,
0.025861389935016632,
-0.002128503518179059,
-0.07034347206354141,
-0.010539699345827103,
0.002820082940161228,
0.05795282870531082,
0.001866585691459477,
0.0740215852856636,
0.04739706590771675,
-0.04934242367744446,
0.00950576364994049,
0.017227234318852425,
-0.013083718717098236,
-0.02739153802394867,
-0.03599497303366661,
-0.007268964778631926,
-0.09454775601625443,
0.031704746186733246,
-0.003224868793040514,
0.02532278001308441,
-0.02971755340695381,
0.008387132547795773,
0.006554014980792999,
0.07612710446119308,
-0.0066024200059473515,
0.00938159879297018,
-0.05778634920716286,
0.003389293560758233,
-0.01023853849619627,
-0.040125347673892975,
-0.0011738842586055398,
-0.008438403718173504,
0.026741500943899155,
0.036902353167533875,
-0.0452984943985939,
-0.015509366989135742,
-0.047613561153411865,
-0.029835572466254234,
-0.008795817382633686,
-0.016532937064766884,
-0.07785745710134506,
0.04706830158829689,
0.0037157151382416487,
-0.0163519736379385,
-0.006908684503287077,
0.005792637821286917,
0.029825525358319283,
-0.02485792711377144,
0.03418233245611191,
0.025146545842289925,
-0.03284648060798645,
0.02483883872628212,
0.017520666122436523,
-0.006397842895239592,
-0.0417589470744133,
-0.029475606977939606,
0.01754559949040413,
0.046328313648700714,
0.013013845309615135,
0.02288781851530075,
0.0038552742917090654,
-0.08214349299669266,
0.0010778733994811773,
-0.00895768590271473,
0.012231491506099701,
0.008139373734593391,
0.09174409508705139,
0.06636776775121689,
-0.02398715354502201,
-0.020786887034773827,
0.020302588120102882,
-0.02857848070561886,
0.02216213569045067,
-0.013375242240726948,
-0.06772845983505249,
0.07574861496686935,
0.024480002000927925,
-0.010460440069437027,
0.03642873093485832,
0.042916055768728256,
0.016094524413347244,
0.015443463809788227,
0.008576767519116402,
0.04060465842485428,
-0.00585262943059206,
-0.009901665151119232,
0.02586367353796959,
-0.01241400558501482,
-0.045754920691251755,
0.02587209828197956,
-0.031569186598062515,
0.015839673578739166,
-0.01955457404255867,
-0.032638803124427795,
0.0894593894481659,
-0.0068652015179395676,
0.025044627487659454,
0.017572009935975075,
0.026509961113333702,
-0.053210023790597916,
-0.032545339316129684,
0.0007609996828250587,
-0.009378459304571152,
-0.0429217554628849,
0.059401609003543854,
-0.002545035444200039,
-0.11162161082029343,
0.006233619060367346,
0.019057132303714752,
0.0055134049616754055,
-0.03636210039258003,
0.06906203180551529,
0.002770210150629282,
0.014971454627811909,
-0.05761195346713066,
0.05620532110333443,
0.00547752296552062,
-0.029827602207660675,
-0.013824626803398132,
-0.0014759639743715525,
-0.01411464624106884,
-0.02510835789144039,
0.04392353072762489,
-0.0028959375340491533,
-0.007683392148464918,
0.03700989484786987,
-0.00940478965640068,
-0.020703326910734177,
-0.019203901290893555,
0.010411345399916172,
0.00833373237401247,
0.020023662596940994,
-0.02028523199260235,
-0.06345447152853012,
0.031630512326955795,
-0.047997500747442245,
0.05602345988154411,
0.07532572746276855,
-0.0350029282271862,
0.011365890502929688,
-0.002795874373987317,
-0.0012440683785825968,
-0.04189113527536392,
0.031036581844091415,
0.03577973321080208,
-0.018970150500535965,
-0.0015052056405693293,
0.0662689208984375,
0.03837393969297409,
-0.008349176496267319,
-0.04425135999917984,
-0.008900431916117668,
-0.00926747266203165,
-0.0029740724712610245,
-0.05174819380044937,
0.05357280373573303,
0.044063858687877655,
-0.03372275456786156,
0.006502768024802208,
0.038773201406002045,
-0.06485822051763535,
0.005348849575966597,
-0.058617133647203445,
-0.032185930758714676,
-0.0025113089941442013,
-0.004312524106353521,
-0.040955934673547745,
-0.028883740305900574,
0.015835953876376152,
-0.045360155403614044,
0.013730224221944809,
0.004229431040585041,
0.027789775282144547,
0.00282568228431046,
0.031021513044834137,
-0.03839737921953201,
0.062366727739572525,
-0.05470311641693115,
-0.010628659278154373,
0.03844839334487915,
-0.013677473179996014,
-0.06544574350118637,
0.012992947362363338,
-0.032028209418058395,
-0.0384121835231781,
0.01651289500296116,
0.0016668041935190558,
0.09396877884864807,
-0.03212137892842293,
-0.03173341229557991,
0.01413312740623951,
-0.005141664762049913,
-0.0019706222228705883,
0.01408825907856226,
0.012333139777183533,
-0.04662599787116051,
-0.03029833734035492,
0.04155055060982704,
-0.010474903509020805,
0.029318666085600853,
-0.011014783754944801,
-0.07286336272954941,
0.0463942289352417,
0.0033994081895798445,
-0.021854668855667114,
-0.022225704044103622,
-0.008245045319199562,
0.026999134570360184,
-0.07310312986373901,
0.03896569460630417,
-0.022650999948382378,
0.04414533078670502,
0.0583563856780529,
0.02549666538834572,
0.028352463617920876,
0.047815460711717606,
0.004987803753465414,
-0.016032548621296883,
0.01895126700401306,
-0.004795169457793236,
0.06743722409009933,
0.026283854618668556,
-0.009763781912624836,
0.016062483191490173,
-0.008528807200491428,
-0.046726830303668976,
0.011787690222263336,
0.0091831274330616,
0.0008488339371979237,
0.03558148071169853,
0.029518689960241318,
0.017942653968930244,
0.035126056522130966,
0.03259965032339096,
-0.04549892619252205,
-0.0236617811024189,
-0.046240177005529404,
-0.0026629376225173473,
-0.012015718966722488,
-0.008996986784040928,
-0.025933338329195976,
-0.013309571892023087,
-0.009110314771533012,
-0.021527234464883804,
0.05626681074500084,
-0.0704023465514183,
-0.01400010660290718,
0.0027030075434595346,
0.039893925189971924,
-0.04834846034646034,
0.025592152029275894,
0.04392938315868378,
-0.012985660694539547,
-0.006205551326274872,
0.0045347134582698345,
0.016544897109270096,
0.03806787729263306,
-0.019948452711105347,
-0.015114174224436283,
0.10008034855127335,
-0.02769322879612446,
-0.011558887548744678,
0.03458510339260101,
0.007576887961477041,
-0.034460946917533875,
-0.04159374535083771,
0.044641222804784775,
-0.01361170131713152,
-0.018326174467802048,
-0.013058191165328026,
0.019228167831897736,
0.005980717483907938,
0.004740535281598568,
0.03126779943704605,
-0.020117470994591713,
0.012797215953469276,
-0.019258864223957062,
-0.015088069252669811,
0.008444423787295818,
0.04244546964764595,
-0.025994325056672096,
-0.12090187519788742,
0.024921100586652756,
0.018462572246789932,
-0.03622977063059807,
0.006480847019702196,
-0.026820292696356773,
-0.01791279949247837,
0.002843399764969945,
-0.005131987854838371,
-0.07737691700458527,
-0.000014037711480341386,
0.011398937553167343,
0.008597815409302711,
-0.018501294776797295,
-0.008950049057602882,
-0.007755173835903406,
-0.026329049840569496,
0.02468881942331791,
-0.0420815534889698,
-0.023634115234017372,
0.02294762432575226,
0.04561666026711464,
0.033453505486249924,
-0.04879862442612648,
-0.06653115153312683,
-0.03960124030709267,
0.07876289635896683,
0.013072256930172443,
0.05365007743239403,
0.029720647260546684,
0.010759194381535053,
-0.018215591087937355,
0.037092406302690506,
-0.028641967102885246,
-0.003583647310733795,
0.002804906340315938,
-0.011612387374043465,
0.04208817705512047,
0.030962755903601646,
-0.0014362882357090712,
0.06665783375501633,
0.0666138306260109,
-0.04427630454301834,
-0.04689604043960571,
0.0497044213116169,
0.004490255378186703,
0.03127354383468628,
0.03147285804152489,
-0.013677946291863918,
0.02576678991317749,
-0.02245160937309265,
-0.01958145759999752,
-0.031603895127773285,
0.023335952311754227,
-0.00032472171005792916,
-0.09458737075328827,
0.05136590451002121,
-0.026867583394050598,
-0.028427502140402794,
0.01448847260326147,
0.027701927348971367
] |
<p>A uniform prior for a scale parameter (like the variance) is uniform on the logarithmic scale. </p>
<p>What functional form does this prior have on the linear scale? And why so?</p>
|
g36598
|
[
0.04299426078796387,
0.0025170869193971157,
-0.009318957105278969,
-0.1187223494052887,
0.008299455977976322,
0.031335100531578064,
0.013219104148447514,
-0.05312340706586838,
-0.013621397316455841,
-0.04157811030745506,
-0.037227120250463486,
0.0019027988892048597,
0.004929582122713327,
-0.012819990515708923,
0.010116823017597198,
-0.03765879198908806,
0.0593169741332531,
-0.01791130006313324,
0.052882373332977295,
-0.004410811699926853,
-0.096004918217659,
0.0364462174475193,
0.06087109446525574,
0.02615070529282093,
0.057365693151950836,
-0.0330953449010849,
-0.02281736023724079,
0.02693072520196438,
-0.009590630419552326,
0.0029849556740373373,
0.035788457840681076,
0.04683246091008186,
0.01990080438554287,
-0.004273663274943829,
-0.013690931722521782,
-0.015956655144691467,
0.00742371054366231,
0.04941039904952049,
0.032283514738082886,
-0.031125543639063835,
-0.015852702781558037,
0.044761065393686295,
-0.025875575840473175,
0.011907961219549179,
-0.032557521015405655,
0.0458395853638649,
-0.06441856920719147,
-0.012152598239481449,
-0.03338298201560974,
-0.010575852356851101,
-0.026475578546524048,
0.0224093459546566,
-0.017454344779253006,
-0.03627985715866089,
0.014743468724191189,
-0.016728146001696587,
0.007998836226761341,
0.045333679765462875,
-0.01311290543526411,
0.059842273592948914,
0.03003392368555069,
-0.0226779542863369,
0.025021646171808243,
-0.027417471632361412,
0.03198399767279625,
-0.01892709732055664,
-0.0009748785523697734,
0.04088844358921051,
0.007893447764217854,
0.03573848679661751,
-0.004729009233415127,
0.01670595072209835,
-0.01732967607676983,
-0.015296075493097305,
-0.0796739012002945,
0.0032272825483232737,
0.06390386819839478,
-0.040294401347637177,
0.016416994854807854,
0.013427052646875381,
-0.03570785000920296,
0.02675504796206951,
0.03583229333162308,
0.0342569500207901,
0.024807890877127647,
-0.03566336631774902,
0.04367505759000778,
0.026633692905306816,
-0.02939099818468094,
0.04329222813248634,
0.0022031639236956835,
-0.014055398292839527,
0.010844926349818707,
-0.010148318484425545,
-0.07651346176862717,
-0.05769036337733269,
-0.05237572640180588,
0.026483755558729172,
-0.0012370932381600142,
0.0023694399278610945,
0.01964782550930977,
0.04976387321949005,
-0.008719795383512974,
0.01783556304872036,
0.010978613048791885,
0.0040305498987436295,
0.03155471011996269,
-0.06529193371534348,
-0.014867320656776428,
-0.08673270046710968,
0.001961837988346815,
0.020309824496507645,
-0.01008107140660286,
0.022527089342474937,
-0.009591753594577312,
-0.07141631841659546,
0.024386296048760414,
-0.028751766309142113,
0.015098166652023792,
-0.005884288810193539,
-0.017319809645414352,
-0.07618346065282822,
0.006714788265526295,
-0.0014607213670387864,
-0.019495541229844093,
0.04695801064372063,
0.031100617721676826,
0.054742250591516495,
0.03411383926868439,
-0.05062801018357277,
0.10429299622774124,
0.006696878932416439,
-0.06074858456850052,
-0.03406531363725662,
0.0010134545154869556,
0.004782929550856352,
-0.044986896216869354,
0.02437056601047516,
-0.00508438004180789,
0.04542693868279457,
-0.0324815958738327,
-0.0332658626139164,
0.021048955619335175,
0.0009106883080676198,
0.05882071331143379,
-0.00706060416996479,
0.052269913256168365,
-0.008924877271056175,
0.05027993768453598,
0.006898988503962755,
-0.04080897942185402,
0.04646175727248192,
0.029776478186249733,
0.015559007413685322,
-0.05954368785023689,
-0.012991668656468391,
0.0031021246686577797,
-0.01076467428356409,
0.025742407888174057,
-0.033785514533519745,
0.08817761391401291,
0.008706404827535152,
0.029284438118338585,
0.011078731156885624,
-0.037203751504421234,
0.021399278193712234,
0.0038960780948400497,
0.01818774826824665,
-0.010041550733149052,
0.03508566692471504,
0.04586391523480415,
0.03587343543767929,
0.012236219830811024,
-0.01743372157216072,
0.0324874073266983,
-0.027476266026496887,
-0.017900312319397926,
0.034450776875019073,
0.01657060720026493,
0.02392682619392872,
0.017134886234998703,
0.0014634461840614676,
-0.004045589827001095,
-0.04913172870874405,
-0.019153853878378868,
-0.07809381186962128,
-0.016717026010155678,
0.04470626264810562,
-0.02887042425572872,
0.002387118060141802,
0.017287258058786392,
0.03608394414186478,
-0.010436899960041046,
-0.03388494998216629,
-0.035985611379146576,
-0.02665138803422451,
-0.019275858998298645,
-0.016987599432468414,
-0.009866499342024326,
-0.02032485231757164,
-0.04887806624174118,
0.030365493148565292,
0.013218656182289124,
0.0029924060218036175,
-0.04358037933707237,
0.01030026189982891,
-0.011122548952698708,
0.03331092745065689,
0.02018662542104721,
-0.010547901503741741,
-0.053810395300388336,
-0.04455001652240753,
-0.04808174818754196,
0.004340699873864651,
0.014530874788761139,
0.050068046897649765,
0.04363127425312996,
0.01190385315567255,
-0.06931409984827042,
0.03052898310124874,
0.01394259836524725,
0.004055137280374765,
0.0800558477640152,
0.04653305932879448,
-0.012824652716517448,
-0.00967257097363472,
0.013514570891857147,
-0.0028005384374409914,
-0.0018855915404856205,
0.035665784031152725,
-0.050532229244709015,
0.006101488601416349,
0.030608318746089935,
-0.006096125580370426,
-0.05369274690747261,
0.043557871133089066,
0.03835057467222214,
-0.045304253697395325,
0.014895306900143623,
0.07660330832004547,
0.023462379351258278,
-0.02204704098403454,
0.01630602963268757,
0.0481870137155056,
0.009162433445453644,
-0.004463053308427334,
0.0067419069819152355,
-0.000875147816259414,
0.008149745874106884,
0.08283914625644684,
0.014355671592056751,
0.0009594820439815521,
-0.02453666739165783,
-0.05248842015862465,
-0.020579155534505844,
-0.02884668856859207,
0.04689468815922737,
-0.01757803000509739,
-0.09591120481491089,
-0.04677145928144455,
-0.02813859097659588,
0.02094387821853161,
-0.05038052424788475,
-0.023800594732165337,
-0.0016186782158911228,
0.016110818833112717,
0.06964731961488724,
-0.007350074127316475,
0.01708570308983326,
0.006826202385127544,
0.07846170663833618,
0.012207274325191975,
-0.0050241174176335335,
0.01961354911327362,
0.019961334764957428,
-0.011162799783051014,
-0.03336343169212341,
-0.09020459651947021,
0.0698188841342926,
-0.007051318883895874,
-0.010703903622925282,
-0.017867593094706535,
-0.01093117706477642,
-0.012556595727801323,
0.014840453863143921,
-0.048292867839336395,
0.031743574887514114,
0.007291051093488932,
-0.036282651126384735,
0.016107454895973206,
-0.05176340416073799,
0.03684164211153984,
0.010285050608217716,
-0.014717675745487213,
0.039900556206703186,
0.003107468830421567,
0.05891996994614601,
-0.04340032860636711,
0.03428709879517555,
0.013972990214824677,
-0.039322126656770706,
-0.04049357399344444,
-0.03411034494638443,
-0.03330768644809723,
0.00130468828137964,
0.018827365711331367,
0.024482229724526405,
0.06737735122442245,
-0.00739970663562417,
0.031251199543476105,
-0.012882223352789879,
-0.0029903247486799955,
-0.02437041513621807,
-0.054926495999097824,
-0.016667021438479424,
-0.027095623314380646,
0.009604747407138348,
0.03578490763902664,
-0.006639475468546152,
0.007414284162223339,
0.07120761275291443,
-0.039945654571056366,
-0.02223851904273033,
-0.019636891782283783,
-0.0027281930670142174,
0.006271486170589924,
-0.002728844992816448,
0.04493309557437897,
0.026721101254224777,
0.004291134420782328,
0.05077875033020973,
0.0474485419690609,
0.03179541975259781,
-0.008638126775622368,
0.05820789188146591,
-0.07194864749908447,
-0.044695332646369934,
-0.012070749886333942,
-0.03128596767783165,
0.008175528608262539,
-0.018492531031370163,
0.025325028225779533,
-0.04973530024290085,
0.022166267037391663,
0.015488823875784874,
-0.038426171988248825,
-0.0009499690495431423,
0.011575081385672092,
0.02011772431433201,
0.01620703563094139,
-0.04424315690994263,
-0.026592141017317772,
-0.001571652595885098,
-0.025302762165665627,
0.09591423720121384,
0.008942939341068268,
0.04650001972913742,
0.03804223984479904,
0.00783520471304655,
0.029157361015677452,
0.03496211767196655,
-0.03939240798354149,
-0.012354657053947449,
0.061836376786231995,
0.02462012879550457,
0.009081327356398106,
-0.04493078216910362,
0.06492459774017334,
-0.07354731857776642,
0.06497456878423691,
0.01828017644584179,
0.058293912559747696,
0.043257225304841995,
0.03433302417397499,
0.050702061504125595,
0.03458990529179573,
0.006643735803663731,
-0.002971967216581106,
-0.04142094776034355,
0.004014875274151564,
0.03772033751010895,
-0.0074776094406843185,
-0.03224780037999153,
0.02071284130215645,
-0.0011522049317136407,
0.012556448578834534,
-0.044339150190353394,
-0.062056005001068115,
0.014463099651038647,
-0.030776863917708397,
0.011123803444206715,
-0.017447225749492645,
-0.05217921361327171,
0.0019106160616502166,
0.023765921592712402,
0.01849408634006977,
0.07982755452394485,
0.011551312170922756,
0.04003706946969032,
-0.013870230875909328,
-0.010619177483022213,
0.059278007596731186,
0.007489318028092384,
-0.019780831411480904,
-0.05641792714595795,
0.0440368726849556,
-0.024465903639793396,
-0.09300851821899414,
-0.041809383779764175,
0.011576591059565544,
-0.02935628406703472,
-0.01021418534219265,
-0.02340255118906498,
0.00792523380368948,
0.015865104272961617,
-0.01722417026758194,
0.07456231862306595,
-0.008552626706659794,
0.003254733281210065,
-0.011071532964706421,
-0.02519061788916588,
0.05528360977768898,
-0.008662836626172066,
-0.02278476394712925,
0.010459257289767265,
0.025002174079418182,
0.046862777322530746,
0.018498679623007774,
-0.01321464590728283,
-0.027369627729058266,
-0.01897078938782215,
0.040112484246492386,
-0.058504942804574966,
0.033832091838121414,
-0.008778497576713562,
0.008521669544279575,
-0.07563888281583786,
-0.05110602453351021,
-0.07439465820789337,
0.032912109047174454,
-0.05561203882098198,
-0.026326972991228104,
-0.03079872578382492,
0.049802277237176895,
-0.028895866125822067,
0.037500351667404175,
0.00023708274238742888,
-0.011815138161182404,
-0.013767898082733154,
0.02876792848110199,
-0.004617622587829828,
0.013683849945664406,
0.0057297865860164165,
-0.04335378482937813,
0.00107315753120929,
-0.009450418874621391,
0.035702258348464966,
0.028476137667894363,
0.04513999819755554,
0.04195006564259529,
-0.017563940957188606,
-0.04181267321109772,
-0.05046556144952774,
-0.005627192556858063,
-0.056748755276203156,
0.006236200220882893,
-0.04762660712003708,
0.03832022100687027,
0.018226034939289093,
0.021572520956397057,
0.005299526732414961,
-0.0271521657705307,
0.04050315544009209,
0.06694256514310837,
0.019742203876376152,
0.040854666382074356,
0.03235790878534317,
-0.01146591268479824,
0.03533700108528137,
0.008695088326931,
-0.018992863595485687,
0.05283845216035843,
0.006416467949748039,
-0.02247847430408001,
-0.045928847044706345,
0.0030255443416535854,
0.00227144337259233,
-0.06644972413778305,
0.02847306989133358,
0.0456748865544796,
-0.0306890569627285,
0.11576594412326813,
0.0602903887629509,
0.030546020716428757,
0.05313628166913986,
-0.01833977736532688,
0.01592928171157837,
0.04170658066868782,
0.042084917426109314,
-0.03007095493376255,
-0.07265929132699966,
0.00740056624636054,
-0.007160929497331381,
-0.02377893216907978,
0.002579563995823264,
0.04376950487494469,
0.046744249761104584,
-0.04229482263326645,
0.018620558083057404,
0.0432463102042675,
-0.026785995811223984,
-0.01850925385951996,
0.003635936649516225,
-0.05988939851522446,
-0.034584201872348785,
-0.029173631221055984,
0.09079242497682571,
-0.025975752621889114,
-0.03344665840268135,
-0.011446953751146793,
-0.02785261534154415,
-0.0007803508779034019,
0.03931144252419472,
-0.06023664399981499,
-0.03342721238732338,
-0.002932086354121566,
-0.058187708258628845,
-0.0921998843550682,
-0.03300497308373451,
0.055808939039707184,
-0.02851998060941696,
0.012431366369128227,
0.04073718935251236,
-0.03307316079735756,
0.007316193543374538,
0.035661403089761734,
-0.03480103239417076,
0.039944108575582504,
-0.03699636459350586,
-0.06434191763401031,
-0.057219453155994415,
-0.04528067633509636,
-0.013195475563406944,
-0.005788723938167095,
0.0015872151125222445,
-0.0676075667142868,
-0.0035356737207621336,
-0.0018386892043054104,
0.020382734015583992,
-0.03506851568818092,
0.02180011011660099,
-0.017802562564611435,
-0.004217826295644045,
0.007991897873580456,
-0.08352165669202805,
-0.017835864797234535,
0.003259136341512203,
-0.003917060326784849,
-0.05807126685976982,
-0.07218831777572632,
0.043761108070611954,
-0.05363103374838829,
0.049564655870199203,
-0.028680283576250076,
-0.025569278746843338,
-0.09337922930717468,
-0.004091405309736729,
0.010262005031108856,
0.031224029138684273,
0.05280975624918938,
-0.013524247333407402,
-0.032323289662599564,
0.03975754976272583,
-0.018854709342122078,
-0.03659684956073761,
0.007073494140058756,
0.00007249400368891656,
-0.022146981209516525,
0.015480258502066135,
-0.03164223954081535,
0.00691461656242609,
0.01698997989296913,
-0.0008730803383514285,
-0.04545893892645836,
-0.030021406710147858,
-0.048847779631614685,
0.02835163287818432,
0.0061143082566559315,
-0.04347682371735573,
0.023267121985554695,
0.05374795198440552,
0.03892064094543457,
-0.01634037308394909,
-0.03108641691505909,
0.008401225320994854,
-0.010559914633631706,
-0.012367069721221924,
0.01734442077577114,
0.015944046899676323,
-0.0434991791844368,
0.010525940917432308,
-0.00816392432898283,
0.04979279264807701,
-0.0031241883989423513,
0.07541807740926743,
0.02888101525604725,
0.016136622056365013,
0.03822222352027893,
0.02194693498313427,
0.007402758114039898,
0.0331726036965847,
0.04430785030126572,
0.03730862960219383,
0.021759459748864174,
0.003099511843174696,
-0.006665268912911415,
-0.012793093919754028,
0.05522635206580162,
-0.03891850635409355,
0.02418438531458378,
0.06488053500652313,
-0.012745598331093788,
0.016050545498728752,
0.02135380730032921,
0.04130285978317261,
-0.011455749161541462,
0.011786123737692833,
0.025722600519657135,
-0.029993286356329918,
-0.005466654896736145,
-0.02078518085181713,
0.031964126974344254,
0.0011760540073737502,
0.002747197402641177,
-0.026007618755102158,
0.021923691034317017,
-0.025726931169629097,
0.030824925750494003,
0.006434157956391573,
0.007595013827085495,
0.05156427621841431,
0.06443064659833908,
0.018352201208472252,
0.029178962111473083,
-0.035295747220516205,
0.06768756359815598,
0.0405360646545887,
0.021039854735136032,
-0.057745885103940964,
-0.012774788774549961,
0.0034015572164207697,
0.013063279911875725,
0.016302378848195076,
0.015236352570354939,
0.01920396089553833,
-0.022078322246670723,
0.043652284890413284,
0.021959833800792694,
0.0359545573592186,
-0.01503255870193243,
-0.023518512025475502,
-0.000920287799090147,
0.010255980305373669,
-0.009821382351219654,
-0.01028575748205185,
0.022377071902155876,
-0.004758066032081842,
-0.07759153097867966,
0.011605696752667427,
-0.005395528394728899,
-0.011427100747823715,
-0.045623958110809326,
0.036372046917676926,
0.04058117792010307,
0.022486770525574684,
0.06172305718064308,
-0.08163352310657501,
-0.016989681869745255,
-0.006767726503312588,
0.05063917115330696,
0.03745831176638603,
0.009864016436040401,
0.003761949250474572,
-0.08202286064624786,
-0.00851294957101345,
-0.00609537772834301,
-0.0007897547329775989,
-0.0878913551568985,
0.04546763002872467,
-0.05720555782318115,
-0.03474355861544609,
-0.043890684843063354,
-0.007271981798112392,
-0.034434977918863297,
0.008740286342799664,
0.003029739949852228,
-0.02358609065413475,
0.002154305577278137,
-0.02224869653582573,
0.03975270316004753,
0.05439149588346481,
-0.002126761944964528,
-0.03552905097603798,
-0.020760437473654747,
0.07670925557613373,
0.0006563602946698666,
0.025408459827303886,
-0.01372150331735611,
-0.031133191660046577,
-0.08811879903078079,
-0.06116180494427681,
-0.018479114398360252,
-0.026924852281808853,
-0.015340868383646011,
-0.01350131444633007,
0.0060235741548240185,
-0.03033773973584175,
-0.0677628368139267,
-0.06620386242866516,
-0.046614449471235275,
0.02211742103099823,
0.017508462071418762,
-0.036106035113334656,
-0.04801394045352936,
0.012952557764947414,
-0.02186501771211624,
-0.005043328739702702,
-0.01645629107952118,
0.0013442503986880183,
-0.023426959291100502,
-0.028939951211214066,
-0.005551481153815985,
-0.06395752727985382,
0.04148628190159798,
-0.013835905119776726,
0.02390018291771412,
-0.029031844809651375,
-0.008867734111845493,
-0.05326870456337929,
0.034008052200078964,
-0.025912940502166748,
-0.027802620083093643,
0.024105217307806015,
0.03968394547700882,
-0.01598038524389267,
0.033877454698085785,
0.0001589278399478644,
-0.0037700259126722813,
-0.0029525042045861483,
-0.03011155314743519,
-0.014122986234724522,
0.005160987842828035,
-0.06930017471313477,
0.0827847272157669,
0.08199174702167511,
0.01779862679541111,
0.032993800938129425,
0.022070815786719322,
0.03360132500529289,
-0.039987996220588684,
-0.005921185947954655,
-0.004861240275204182,
0.01117838453501463,
0.059392575174570084,
-0.0502629391849041,
-0.03463193029165268,
-0.01359928771853447,
0.029357776045799255
] |
<p>In SPSS Version 19 there seems to be a new feature called Automatic Linear Modelling. It creates a 'Model' (which is new to me) and the function seems to combine a number of the functions that is typically required for prediction model development.</p>
<p>The functionality seems incomplete with only a subset of prediction selection techniques and most notable it's missing Backwards step wise.</p>
<h3>QUESTIONS</h3>
<ul>
<li>Do people see this as good or evil? </li>
<li>And if 'good' then are there ways to decompose what it is doing? </li>
<li>Specifically how do I find the regression equation co-efficients when bagging or boosting? </li>
</ul>
<p>To me it seems to hides a lot of steps and I'm not exactly sure how it's creating what it presents. So any pointers to tutorials or the like (as the SPSS documentation isn't great) is appreciated.</p>
|
g73987
|
[
-0.0010277524124830961,
-0.07396463304758072,
-0.007228068541735411,
-0.051022548228502274,
0.03439433127641678,
-0.03024679236114025,
0.03854196146130562,
0.05500243976712227,
-0.047169942408800125,
-0.025378677994012833,
-0.027054646983742714,
-0.015307510271668434,
0.12366257607936859,
0.04334705322980881,
0.016598673537373543,
-0.004556628409773111,
0.06553181260824203,
-0.024464353919029236,
0.012629992328584194,
-0.04113014414906502,
0.05035879462957382,
-0.00005272658381727524,
0.045384909957647324,
-0.03527159243822098,
-0.008325008675456047,
0.012396248057484627,
-0.027098398655653,
0.04014856740832329,
0.009688207879662514,
0.035826776176691055,
0.04788602143526077,
-0.021631881594657898,
-0.015540489926934242,
-0.06894087046384811,
-0.03709389641880989,
-0.014174895361065865,
0.05960894376039505,
-0.0029630360659211874,
-0.07283850759267807,
0.022899150848388672,
0.041950445622205734,
-0.02897747978568077,
0.0372404083609581,
0.021342970430850983,
-0.01568807289004326,
-0.019698381423950195,
0.0018573745619505644,
-0.07512582093477249,
0.00984558928757906,
0.06052427738904953,
-0.0042216661386191845,
-0.02105819061398506,
-0.0350702702999115,
0.018786512315273285,
0.011512069962918758,
-0.0026014994364231825,
0.00026739612803794444,
0.02866332232952118,
-0.010610532946884632,
-0.06378541886806488,
-0.01076799351722002,
-0.012661846354603767,
-0.02413627877831459,
-0.006897587329149246,
0.025402771309018135,
0.011530243791639805,
0.016544675454497337,
-0.06433930993080139,
-0.03397559002041817,
0.01580096408724785,
0.002833937294781208,
0.0511416457593441,
0.0702858418226242,
-0.0393318273127079,
-0.045783743262290955,
-0.010979601182043552,
-0.001144511392340064,
0.04296598210930824,
0.012695888988673687,
0.07489750534296036,
-0.011170201003551483,
0.04355939105153084,
0.013799726031720638,
-0.04231667518615723,
0.02257290855050087,
0.015170413069427013,
-0.04544724151492119,
-0.00021620962070301175,
-0.0004956085467711091,
0.0101380106061697,
-0.08230943977832794,
0.000406251463573426,
0.0069259218871593475,
0.013213532976806164,
-0.09323150664567947,
-0.032818492501974106,
-0.08985304087400436,
-0.007402394432574511,
0.03590192645788193,
-0.008997339755296707,
-0.014796405099332333,
0.044773027300834656,
-0.025297896936535835,
0.02820061519742012,
-0.06334525346755981,
0.02075914666056633,
0.00728781009092927,
0.025743134319782257,
-0.011880592443048954,
-0.03799039497971535,
-0.017709892243146896,
0.0588020458817482,
-0.062092382460832596,
0.03236474096775055,
-0.0838950052857399,
-0.08198629319667816,
0.07751220464706421,
-0.0012198907788842916,
0.014561338350176811,
-0.031067799776792526,
0.04251835122704506,
-0.0019413618138059974,
0.06233302503824234,
-0.055842336267232895,
-0.020263763144612312,
-0.008129567839205265,
-0.0015972291585057974,
0.011937285773456097,
0.030142245814204216,
0.004033832345157862,
0.05917500704526901,
-0.0072325835935771465,
-0.08608828485012054,
0.027083592489361763,
0.10178226977586746,
0.057608623057603836,
-0.015507779084146023,
-0.0010158721124753356,
0.03155165910720825,
-0.011787616647779942,
-0.018664520233869553,
0.04794701561331749,
-0.00041977729415521026,
0.005232893396168947,
0.022433539852499962,
-0.0009711583843454719,
0.012892832979559898,
0.06799139082431793,
-0.09162533283233643,
0.04744664207100868,
-0.021982861682772636,
0.018277348950505257,
-0.032488275319337845,
-0.010872967541217804,
-0.083238385617733,
-0.01643071509897709,
0.019151467829942703,
-0.027197569608688354,
0.0008327250834554434,
-0.035814642906188965,
0.06046473607420921,
-0.03489444777369499,
0.049786996096372604,
-0.02780739776790142,
-0.04654960334300995,
0.01679251901805401,
-0.01077384501695633,
-0.05502821505069733,
-0.0008718077442608774,
0.06183062121272087,
0.03114413470029831,
0.01148100197315216,
0.031232744455337524,
-0.01441163569688797,
0.03628794476389885,
0.03942793235182762,
0.10637754946947098,
-0.041773226112127304,
0.0015383665449917316,
-0.024823695421218872,
0.029835989698767662,
-0.023478670045733452,
0.025880638509988785,
0.004422005731612444,
-0.00840839184820652,
-0.01712198182940483,
-0.009553264826536179,
0.05823914334177971,
-0.039196550846099854,
0.009622271172702312,
0.044943246990442276,
0.03445993363857269,
-0.04467473924160004,
-0.053682249039411545,
-0.01596573367714882,
-0.01682952418923378,
0.02663496322929859,
-0.03362195938825607,
-0.030295882374048233,
-0.0031341975554823875,
0.008593731559813023,
-0.00468436349183321,
-0.03211529180407524,
0.019804149866104126,
-0.0291645135730505,
0.00995631143450737,
0.0015285871922969818,
-0.004478937480598688,
-0.031226858496665955,
0.003066092496737838,
0.01738368347287178,
0.005040772259235382,
0.03238890692591667,
-0.0025124039966613054,
0.09314895421266556,
-0.006838311441242695,
0.0014919205568730831,
0.07268991321325302,
-0.009417382068932056,
-0.03238852322101593,
-0.05663565918803215,
-0.03810776397585869,
-0.006061979569494724,
0.02570406161248684,
-0.005060792434960604,
-0.017847932875156403,
0.07507844269275665,
0.017553532496094704,
-0.007615020498633385,
0.0118287717923522,
-0.015169489197432995,
-0.08259236812591553,
0.011901064775884151,
-0.06549134105443954,
0.028831928968429565,
-0.020306045189499855,
-0.010127488523721695,
0.025521952658891678,
0.00024613639106974006,
0.05869536101818085,
0.04322290048003197,
0.03238794580101967,
-0.01565508544445038,
0.059536438435316086,
0.0073449756018817425,
-0.02552623860538006,
0.06276405602693558,
0.010724824853241444,
-0.03298287093639374,
0.0010566997807472944,
-0.022001883015036583,
0.06126575544476509,
-0.030758816748857498,
-0.05849495530128479,
-0.017986522987484932,
-0.011138453148305416,
0.029023634269833565,
0.023055370897054672,
0.0006671601440757513,
0.02004542015492916,
0.016747768968343735,
0.06498648226261139,
0.006860979832708836,
0.012306079268455505,
-0.03471635282039642,
-0.030227575451135635,
-0.03666429594159126,
-0.05204171687364578,
0.012063253670930862,
0.011658834293484688,
0.02504662424325943,
-0.00462930416688323,
0.062087155878543854,
0.00946253165602684,
0.0264532919973135,
0.017446819692850113,
-0.0696755200624466,
0.029474496841430664,
0.03551172837615013,
-0.007895213551819324,
0.03612358123064041,
-0.033844854682683945,
0.013585076667368412,
0.006379015743732452,
0.00419269036501646,
0.014828232116997242,
0.06839054822921753,
0.025642359629273415,
0.0013183183036744595,
-0.02249976061284542,
-0.05394674092531204,
0.019535750150680542,
-0.029271865263581276,
-0.05215758830308914,
-0.04234908148646355,
-0.009599666111171246,
0.03574180230498314,
-0.09042609483003616,
-0.007483008783310652,
-0.011779654771089554,
-0.03802375867962837,
-0.04545793682336807,
0.032201137393713,
-0.029980212450027466,
-0.030487196519970894,
-0.04635894298553467,
0.013928618282079697,
0.012535487301647663,
-0.03753040358424187,
0.0014380097854882479,
0.01305691059678793,
-0.03049876168370247,
-0.02542256936430931,
-0.033256132155656815,
0.03716762736439705,
-0.05537969246506691,
0.03650617599487305,
0.008028057403862476,
-0.022715089842677116,
-0.0016873021377250552,
-0.007324530277401209,
-0.07647673040628433,
-0.021565916016697884,
-0.026017120108008385,
-0.010233505629003048,
0.031102938577532768,
0.025178857147693634,
-0.040329497307538986,
-0.03003045730292797,
-0.00668179290369153,
0.053030725568532944,
-0.020934633910655975,
0.043622106313705444,
-0.02994052693247795,
0.03189409524202347,
-0.006058749742805958,
-0.0341966338455677,
-0.01171773299574852,
0.014066673815250397,
-0.009029442444443703,
0.015266305766999722,
-0.016826601698994637,
0.004899808205664158,
0.00169821095187217,
-0.0740608423948288,
-0.07267972826957703,
-0.020568620413541794,
-0.02743147686123848,
0.01900469698011875,
-0.028866080567240715,
-0.04018964245915413,
0.02400963567197323,
-0.03145797178149223,
-0.008537503890693188,
0.02556968294084072,
0.0028506419621407986,
0.03959861770272255,
0.03777240961790085,
0.02013276517391205,
0.032736748456954956,
0.015976641327142715,
-0.02969864197075367,
0.012269522994756699,
-0.014059111475944519,
-0.019823888316750526,
0.015205122530460358,
0.05473779886960983,
0.05596945062279701,
-0.04412202537059784,
-0.00005022824552725069,
0.006601744331419468,
0.01586272567510605,
-0.012099175713956356,
-0.01824134588241577,
0.0217116866260767,
-0.025393972173333168,
0.027522152289748192,
0.04549179598689079,
0.018598364666104317,
0.03432341665029526,
0.025342216715216637,
0.009652173146605492,
0.02504049241542816,
0.03390999883413315,
-0.042921535670757294,
0.02498658373951912,
0.025336340069770813,
0.0013446034863591194,
0.039119187742471695,
-0.0011808833805844188,
0.02343740686774254,
0.01620877906680107,
-0.04809723049402237,
-0.0073977140709757805,
0.0016772205708548427,
-0.020116636529564857,
0.003210835624486208,
0.017189431935548782,
-0.09605798870325089,
-0.006765529979020357,
-0.04457468539476395,
-0.01708214357495308,
0.002510803285986185,
-0.0028875034768134356,
-0.03643334284424782,
-0.038550056517124176,
-0.029533451423048973,
-0.012193330563604832,
-0.03537556156516075,
-0.04950891435146332,
-0.026963191106915474,
0.035356584936380386,
0.019011786207556725,
-0.03297779709100723,
0.05692471191287041,
-0.03559418395161629,
0.006204972509294748,
0.0035051521845161915,
-0.034228913486003876,
0.004469095729291439,
0.013186661526560783,
0.0369359590113163,
-0.04679062217473984,
0.017849452793598175,
0.01213160902261734,
0.013988861814141273,
0.05467928573489189,
0.034409623593091965,
0.012572361156344414,
-0.07691476494073868,
0.0577290803194046,
0.0011988545302301645,
0.05680893361568451,
0.018550880253314972,
-0.03957872837781906,
0.017250701785087585,
0.043927937746047974,
-0.010606963187456131,
-0.06287094205617905,
-0.02203543484210968,
-0.035929471254348755,
-0.007909560576081276,
0.04470807686448097,
0.016546782106161118,
-0.009311488829553127,
-0.027763059362769127,
-0.0039481972344219685,
-0.002822323003783822,
-0.03654240071773529,
0.06716867536306381,
0.03801047429442406,
0.0695120319724083,
-0.007640663534402847,
0.002021689899265766,
0.03683101758360863,
0.028726447373628616,
0.03694189339876175,
0.010091225616633892,
0.014987034723162651,
0.005910312291234732,
0.0019568419083952904,
-0.04861887916922569,
-0.00794063787907362,
-0.03777267783880234,
0.005415713414549828,
-0.03166049346327782,
-0.05922868847846985,
-0.013417722657322884,
0.11462420225143433,
-0.050011295825242996,
-0.005709902383387089,
-0.0015868337359279394,
0.031249292194843292,
0.018138647079467773,
-0.035357765853405,
-0.00937590654939413,
-0.0014313217252492905,
-0.0029611424542963505,
0.018584061414003372,
0.019773731008172035,
0.013434236869215965,
-0.003283009398728609,
0.003294562455266714,
-0.03129994124174118,
-0.061521392315626144,
0.009529408067464828,
0.004485034849494696,
-0.07163842767477036,
-0.004254580941051245,
-0.0041691334918141365,
0.0010927327675744891,
0.045179583132267,
0.006664735730737448,
-0.03174353763461113,
-0.036473147571086884,
0.058022286742925644,
0.010657099075615406,
0.00559716671705246,
-0.02508080005645752,
0.037131089717149734,
-0.03531162440776825,
-0.02188243344426155,
0.02554352767765522,
0.009806361049413681,
0.033865101635456085,
-0.029495136812329292,
0.10265715420246124,
0.017123669385910034,
0.04129192605614662,
-0.0034132888540625572,
0.03085138276219368,
0.025993570685386658,
-0.000009346883416583296,
-0.05778519809246063,
-0.07665331661701202,
-0.05091439187526703,
-0.01611104980111122,
0.06397171318531036,
-0.019737334921956062,
-0.0063764736987650394,
0.008751194924116135,
0.03579845651984215,
0.02573595754802227,
0.010353228077292442,
0.0217288751155138,
-0.04653038829565048,
-0.05164356902241707,
-0.0012547862716019154,
0.02397298254072666,
-0.019075755029916763,
-0.033137980848550797,
-0.027672454714775085,
0.006959863007068634,
0.018718620762228966,
0.07749392837285995,
-0.048001036047935486,
0.005974262952804565,
0.00825077947229147,
-0.031116994097828865,
-0.06572926044464111,
0.006798204965889454,
0.0008730278350412846,
-0.007323324214667082,
-0.016945505514740944,
0.027881460264325142,
-0.00963610876351595,
0.05986718833446503,
0.040905389934778214,
0.021994268521666527,
-0.08730589598417282,
0.008319731801748276,
-0.017353583127260208,
0.04431753605604172,
0.004707603249698877,
-0.06032450497150421,
-0.04904314875602722,
-0.02605917863547802,
-0.016685927286744118,
0.010312081314623356,
0.018371205776929855,
-0.053108349442481995,
-0.026789821684360504,
0.03109038434922695,
-0.002081039361655712,
0.009612426161766052,
0.039642803370952606,
-0.007805495522916317,
0.020102402195334435,
-0.01655263453722,
0.03425833210349083,
0.017001720145344734,
-0.013132651336491108,
0.03224238380789757,
0.051583580672740936,
-0.06450539082288742,
-0.034073274582624435,
-0.0038904945831745863,
0.041203565895557404,
0.00706478301435709,
0.022775612771511078,
0.023216860368847847,
-0.005778561346232891,
0.007573404815047979,
-0.010646807961165905,
-0.029071155935525894,
0.06800466775894165,
-0.028589904308319092,
-0.01729205995798111,
0.0011874412884935737,
0.019047118723392487,
-0.015120944939553738,
-0.007140981499105692,
0.04841838777065277,
-0.051681291311979294,
0.01567559503018856,
-0.03620271757245064,
0.017527900636196136,
0.011287317611277103,
0.031100481748580933,
-0.03862365335226059,
-0.02300287038087845,
0.03862643614411354,
0.009779020212590694,
-0.059291139245033264,
0.031116953119635582,
0.05414038151502609,
0.021134991198778152,
0.06888944655656815,
0.013536473736166954,
0.01888248510658741,
-0.08714188635349274,
-0.04247274249792099,
-0.013480409048497677,
0.06792092323303223,
0.05993490293622017,
-0.04271203652024269,
-0.009945929050445557,
0.08566194027662277,
0.00043428814387880266,
-0.0342375673353672,
-0.01891217939555645,
-0.0026825102977454662,
-0.02651258185505867,
-0.05341443419456482,
0.06657020002603531,
0.012087220326066017,
0.013655450195074081,
0.04863060265779495,
-0.018320932984352112,
0.021595295518636703,
-0.008201910182833672,
-0.011075652204453945,
-0.04898188263177872,
0.03145811706781387,
-0.04416115954518318,
0.09474920481443405,
-0.059202905744314194,
0.06663285940885544,
0.017158593982458115,
0.04917977750301361,
0.03781767562031746,
0.03156309202313423,
0.0017940611578524113,
-0.003129677614197135,
-0.043544020503759384,
0.009130720049142838,
0.049234479665756226,
0.017381008714437485,
-0.04161401465535164,
-0.03650464862585068,
-0.01996174454689026,
0.0036017517559230328,
0.04848334565758705,
-0.04235761985182762,
-0.0065287151373922825,
0.04333486407995224,
0.0051317159086465836,
0.008070611394941807,
0.05102033168077469,
0.05300920084118843,
-0.03268258646130562,
-0.026056673377752304,
0.001099886605516076,
-0.012625190429389477,
0.024332556873559952,
0.041689518839120865,
-0.011077748611569405,
0.009838473051786423,
0.056997474282979965,
-0.04066246747970581,
-0.06570601463317871,
-0.10687622427940369,
-0.013418636284768581,
0.04718250408768654,
0.020322946831583977,
0.03523549064993858,
-0.027579154819250107,
-0.013001826591789722,
-0.034595273435115814,
-0.051250867545604706,
0.008362989872694016,
0.019722118973731995,
-0.015215236693620682,
-0.02998715452849865,
-0.036164965480566025,
-0.021945064887404442,
-0.01686275377869606,
0.028308846056461334,
0.04160779342055321,
0.00879677478224039,
-0.06806301325559616,
0.02008531428873539,
0.03542640805244446,
-0.0006648656562902033,
-0.006692034658044577,
0.005381560884416103,
-0.002723423298448324,
0.018354788422584534,
0.01091882772743702,
0.0613090842962265,
0.023157592862844467,
0.05443481728434563,
0.004045890644192696,
-0.030526749789714813,
0.002142522018402815,
-0.00047093964531086385,
-0.009057036601006985,
0.005560140125453472,
-0.015813032165169716,
-0.06208028644323349,
-0.06265190988779068,
0.019553348422050476,
-0.05922430381178856,
0.021111400797963142,
0.020056262612342834,
0.025021346285939217,
0.03869304433465004,
0.006297253537923098,
-0.04479213058948517,
-0.04294750466942787,
-0.008182680234313011,
-0.012748868204653263,
0.005217527970671654,
-0.009280652739107609,
0.03936520218849182,
-0.017129331827163696,
0.06466592103242874,
0.048318590968847275,
-0.037838101387023926,
0.059875182807445526,
-0.03222665935754776,
0.0003126779629383236,
-0.04538594186306,
0.008495106361806393,
0.0023265068884938955,
-0.010487438179552555,
0.05557039752602577,
-0.022705459967255592,
-0.029265910387039185,
0.023171167820692062,
-0.02894694358110428,
-0.06656771898269653,
0.026903655380010605,
0.01242009736597538,
0.04946182295680046,
-0.007767076604068279,
-0.029217274859547615,
0.020118489861488342,
0.011614326387643814,
0.0026400082278996706,
-0.0037636086344718933,
0.05321986600756645,
-0.023449109867215157,
0.01967410370707512,
-0.039230916649103165,
0.012115385383367538,
-0.007328627165406942,
0.011337760835886002,
0.03271375969052315,
-0.06660512089729309,
0.004809956066310406,
-0.0017676869174465537,
0.016908442601561546,
-0.011416168883442879,
0.04278550669550896,
-0.022679852321743965,
0.009461966343224049,
0.041429098695516586
] |
<p>As a basic question in Regression Analysis, I wanted to ask how can I calculate Margin of Error when I fit a straight line to a set of data.
Assume that I have variation of parameter $A$ as a function of parameter $B$, then $A=mB \pm e$, where $m$ is the tangent of the fitted straight line and $e$ is what i'm looking for!</p>
<p>Part of my data:</p>
<p>{{39.7678, 2320.3}, {30.8438, 1614.21}, {125.846, 3078.81}, {55.2345, \
1947.98}, {22.0671, 972.995}, {30.1827, 701.99}, {29.5734, 837.784}, \
{24.6913, 1134.23}, {27.2493, 918.887}, {62.7684, 4535.07}, {101.449, \
5499.83}, {125.248, 6513.04}, {187.409, 6257.72}, {174.138, 5243.63}, \
{120.747, 3768.02}, {84.178, 3453.12}, {60.2404, 3075.15}, {63.8622, \
3517.73}, {101.9, 7240.11}, {90.6265, 5706.74}, {100.897, 7353.84}, \
{159.316, 9867.36}, {109.798, 11471.2}, {104.311, 6924.54}, {82.7057, \
6339.06}, {140.205, 6555.52}, {173.469, 8644.27}, {138.432, 9655.86}, \
{95.2955, 5643.33}, {64.563, 3848.77}, {50.7936, 4733.24}, {34.776,
0. - 2707.89 I}, {25.3775, 6158.}}</p>
|
g73988
|
[
0.06866531819105148,
-0.05262647196650505,
-0.005848230794072151,
-0.012253246270120144,
0.02957995980978012,
-0.007075177039951086,
0.03784174099564552,
-0.006278214976191521,
-0.06516725569963455,
-0.0016792904352769256,
0.04031890630722046,
0.0374901108443737,
0.037164829671382904,
0.017415950074791908,
0.011919382028281689,
-0.020114976912736893,
0.018724707886576653,
-0.015571679919958115,
0.02593914419412613,
-0.002123666927218437,
-0.014348347671329975,
-0.0042826952412724495,
-0.02720843441784382,
-0.04606880247592926,
-0.0036400025710463524,
-0.05691216140985489,
-0.012338366359472275,
0.08022384345531464,
-0.04593486711382866,
0.07318065315485,
-0.04695770889520645,
0.01731795445084572,
0.053188618272542953,
-0.004238656722009182,
-0.05971025675535202,
-0.04478335380554199,
0.01855342462658882,
-0.019292524084448814,
0.06936727464199066,
-0.000996738439425826,
-0.0033758142963051796,
-0.04904582351446152,
0.017390990629792213,
0.047398295253515244,
0.032037343829870224,
-0.03192729130387306,
-0.044415418058633804,
0.015776600688695908,
0.021218743175268173,
0.01879512518644333,
0.003893412183970213,
0.015592623502016068,
0.02472447231411934,
-0.05194828659296036,
0.031131548807024956,
0.007761386688798666,
0.04781567305326462,
0.00949796475470066,
-0.0005979932029731572,
0.016783347353339195,
0.02965807355940342,
-0.06901386380195618,
0.003579125041142106,
-0.021345674991607666,
-0.00543602928519249,
-0.00019149304716847837,
-0.023389987647533417,
0.025216201320290565,
-0.04124164208769798,
0.002865965012460947,
0.07617837190628052,
0.019633688032627106,
0.004327254835516214,
0.006093750242143869,
-0.07099197059869766,
-0.005083738826215267,
-0.033857669681310654,
0.047204140573740005,
-0.014768246561288834,
0.025388889014720917,
0.014686226844787598,
0.05997247248888016,
-0.009887567721307278,
0.021825691685080528,
-0.005457236431539059,
-0.0202792938798666,
0.02279886044561863,
-0.01010438147932291,
-0.034703925251960754,
0.014263682067394257,
-0.03362651169300079,
0.0027040569111704826,
0.057913169264793396,
0.019746270030736923,
0.038121581077575684,
-0.06053481996059418,
-0.0769425556063652,
0.0008625189657323062,
0.03209948167204857,
0.034674495458602905,
-0.0011540023842826486,
-0.007817722856998444,
-0.023534215986728668,
0.00837983563542366,
-0.06945396214723587,
0.03758962079882622,
0.040452249348163605,
0.025787895545363426,
-0.03449791297316551,
-0.054666176438331604,
0.01594384014606476,
-0.05720124393701553,
-0.03068515844643116,
-0.08054511249065399,
-0.05772721394896507,
-0.02779793180525303,
-0.026272421702742577,
-0.0023010489530861378,
0.032029781490564346,
0.0200641006231308,
0.012531154789030552,
-0.0257570780813694,
0.0650859922170639,
0.02802455797791481,
-0.00899511482566595,
0.008561177179217339,
-0.007597530260682106,
0.032015006989240646,
0.06505709886550903,
0.015061632730066776,
-0.026977289468050003,
-0.050777681171894073,
-0.01808011159300804,
-0.013035922311246395,
0.03704997897148132,
0.06330166012048721,
0.03859993442893028,
0.029504042118787766,
-0.003226339817047119,
0.04215008020401001,
0.007381423842161894,
0.016096191480755806,
0.03700341284275055,
-0.055105309933423996,
-0.06819026172161102,
0.06591472774744034,
0.04656852036714554,
-0.010374387726187706,
-0.018993185833096504,
0.028182942420244217,
0.017822759225964546,
0.056980278342962265,
-0.023997629061341286,
0.05829675868153572,
-0.06499026715755463,
-0.007642318960279226,
-0.031809139996767044,
-0.02141421288251877,
0.04480594024062157,
-0.06113788112998009,
-0.003253654111176729,
-0.01718975231051445,
-0.027353964745998383,
0.06150311976671219,
0.0037886782083660364,
0.016787903383374214,
-0.04080056771636009,
0.0021094931289553642,
-0.08610416203737259,
-0.07322730123996735,
0.0006679219659417868,
0.013126490637660027,
0.027177924290299416,
-0.018658215180039406,
0.07284655421972275,
0.03718188405036926,
0.06421720236539841,
0.015403972938656807,
0.03791327029466629,
0.007554106879979372,
0.04472889378666878,
0.06020275130867958,
-0.011475760489702225,
-0.0657886415719986,
-0.013774772174656391,
-0.06687542051076889,
-0.023464860394597054,
-0.05759521201252937,
-0.007254257332533598,
-0.03177797794342041,
-0.009663773700594902,
0.010739589110016823,
-0.0681699737906456,
-0.05752366781234741,
0.014790495857596397,
0.014526650309562683,
0.07872921973466873,
-0.03556074947118759,
-0.008538007736206055,
-0.0007604401907883584,
-0.04779329150915146,
0.051693547517061234,
0.025908414274454117,
0.024212820455431938,
0.0035067677963525057,
-0.02614046074450016,
0.04237927123904228,
-0.05060755833983421,
-0.020340871065855026,
0.022122889757156372,
0.0036434754729270935,
0.02596203424036503,
-0.025016557425260544,
0.0066925473511219025,
-0.03971508890390396,
0.03007327765226364,
0.016871551051735878,
0.0037135747261345387,
0.015708377584815025,
-0.03093879111111164,
-0.08758043497800827,
-0.026855750009417534,
0.056698769330978394,
-0.03161778673529625,
0.008933530189096928,
0.010576833970844746,
0.045389819890260696,
0.031072523444890976,
0.018942538648843765,
-0.0038681230507791042,
-0.016859695315361023,
-0.027800409123301506,
-0.01834792271256447,
-0.025547977536916733,
0.023829929530620575,
-0.05624115839600563,
-0.004082238767296076,
-0.00017539378313813359,
0.00231220037676394,
0.012367010116577148,
0.05412760749459267,
0.002889672527089715,
-0.023317988961935043,
-0.01174838561564684,
-0.034672390669584274,
0.013848576694726944,
-0.0056127943098545074,
-0.02397729828953743,
0.01933315210044384,
0.03432433679699898,
-0.026249054819345474,
0.01894237846136093,
0.0032063887920230627,
0.04608927667140961,
0.04495690017938614,
-0.03101615235209465,
-0.0287933349609375,
0.04015113040804863,
-0.0024487655609846115,
-0.01702839508652687,
-0.029850557446479797,
-0.03125111013650894,
0.004697940777987242,
0.02866864949464798,
-0.0604373961687088,
0.02643495798110962,
-0.05103860795497894,
0.010021589696407318,
0.04640831798315048,
-0.01861693523824215,
-0.02248653769493103,
0.021590152755379677,
0.004876320715993643,
0.059410594403743744,
0.06274507939815521,
-0.04277529940009117,
0.0038800775073468685,
-0.027373889461159706,
0.018818996846675873,
-0.029829075559973717,
-0.01283953245729208,
-0.06424524635076523,
-0.0124433608725667,
0.04288517311215401,
0.04163206368684769,
-0.015521533787250519,
0.013665284961462021,
-0.02488640695810318,
-0.059882380068302155,
0.05607388913631439,
-0.00007390334212686867,
-0.010099824517965317,
-0.005783562082797289,
0.007189149037003517,
-0.009818640537559986,
0.014685333706438541,
0.05135606601834297,
-0.0009083330514840782,
0.021336667239665985,
0.02190452627837658,
-0.06034206598997116,
0.07083497941493988,
-0.04595182090997696,
0.016642699018120766,
0.04042500630021095,
-0.028579073026776314,
-0.042542535811662674,
-0.015535222366452217,
0.038022346794605255,
-0.022297140210866928,
0.009347721002995968,
-0.027945082634687424,
0.027357473969459534,
-0.03619895875453949,
-0.011869987472891808,
-0.005789466202259064,
0.05105845630168915,
-0.04590213671326637,
0.0020567523315548897,
0.023843467235565186,
0.035127922892570496,
-0.07155965268611908,
0.006823874078691006,
0.018491540104150772,
-0.01925422064960003,
-0.0415128655731678,
-0.024657677859067917,
0.034533679485321045,
-0.0017185787437483668,
0.02980492264032364,
0.027687406167387962,
0.010152922943234444,
-0.014671282842755318,
-0.011549058370292187,
0.009551305323839188,
-0.0038710185326635838,
0.061797820031642914,
0.014293087646365166,
0.011847794987261295,
0.009984067641198635,
-0.017616217955946922,
0.03168633580207825,
-0.02353004366159439,
0.023080531507730484,
-0.009552983567118645,
-0.031073180958628654,
0.02244458720088005,
0.04510216414928436,
0.03870624303817749,
-0.009611502289772034,
0.016446206718683243,
0.004452887922525406,
-0.02191515825688839,
-0.019292723387479782,
0.04831214249134064,
-0.005214017815887928,
0.04261690378189087,
-0.012311468832194805,
-0.03928866982460022,
0.007113535888493061,
0.09714081138372421,
-0.019584055989980698,
-0.018528729677200317,
0.0826551541686058,
-0.010091353207826614,
-0.0589866004884243,
0.04184523969888687,
0.07368970662355423,
0.03971124440431595,
-0.015496271662414074,
0.03144512325525284,
0.04259469360113144,
0.05314614251255989,
0.07505632191896439,
-0.07896847277879715,
-0.060529813170433044,
0.01780010387301445,
0.028678564354777336,
-0.035165391862392426,
0.020075103268027306,
-0.020699992775917053,
0.004363019950687885,
-0.046144723892211914,
0.03395479544997215,
-0.0013201481197029352,
-0.07161930203437805,
0.03751529008150101,
-0.002721476601436734,
0.038243141025304794,
0.03333460912108421,
-0.0030736764892935753,
-0.03816448897123337,
-0.07042102515697479,
0.041101302951574326,
0.05304021015763283,
-0.05523136630654335,
-0.024663427844643593,
0.05784766748547554,
-0.04502139613032341,
0.02993062697350979,
-0.031982600688934326,
0.015063600614666939,
0.020122002810239792,
0.01552527118474245,
0.012237118557095528,
-0.04376455396413803,
-0.03493359684944153,
0.03427547216415405,
0.007559267804026604,
-0.02733437344431877,
-0.006156745366752148,
-0.038903798907995224,
-0.045632921159267426,
0.02043403871357441,
0.019120777025818825,
0.02499995566904545,
0.034216348081827164,
-0.0027516442351043224,
-0.04351550713181496,
-0.024277832359075546,
-0.026631008833646774,
0.0006142763304524124,
-0.06099763885140419,
0.016565658152103424,
0.04240107163786888,
-0.0026803442742675543,
0.0006267842254601419,
-0.021343877539038658,
0.014115704223513603,
-0.037702642381191254,
0.0013931087451055646,
0.021491829305887222,
-0.04963108152151108,
0.014681984670460224,
0.012757960706949234,
0.0020882710814476013,
-0.00981202069669962,
-0.038512151688337326,
-0.03217896446585655,
-0.07591059803962708,
-0.05498750880360603,
0.0020615688990801573,
-0.002449414459988475,
-0.0367417149245739,
-0.06551621854305267,
-0.016734808683395386,
-0.00919838435947895,
-0.03627656027674675,
0.04695896431803703,
0.08463487774133682,
-0.020179644227027893,
-0.0515923909842968,
0.0038950552698224783,
0.02641359716653824,
0.022271443158388138,
-0.06103125959634781,
-0.01084997970610857,
0.012982415035367012,
0.09291908890008926,
0.02916969358921051,
-0.0010827635414898396,
-0.04388062655925751,
-0.09903088212013245,
0.014880052767693996,
0.008548746816813946,
-0.02123166248202324,
-0.014705955982208252,
0.026822198182344437,
0.011440128087997437,
0.005337623413652182,
0.003889362560585141,
0.03150713071227074,
-0.008341141045093536,
-0.05780667066574097,
-0.006422512698918581,
-0.0045937709510326385,
-0.07409482449293137,
0.008026143535971642,
-0.029837969690561295,
-0.0002889624156523496,
0.013147079385817051,
-0.06531494855880737,
-0.017434030771255493,
-0.009533348493278027,
0.039256613701581955,
-0.04383346438407898,
-0.009232263080775738,
-0.047770850360393524,
0.06130489334464073,
-0.013629646971821785,
0.03050399385392666,
0.03445036709308624,
0.031054820865392685,
-0.026586761698126793,
-0.010352026671171188,
-0.058504823595285416,
0.054989028722047806,
0.0422254242002964,
-0.004321721848100424,
0.009008551947772503,
-0.048154063522815704,
0.01719081774353981,
0.048490993678569794,
-0.013799512758851051,
-0.030932428315281868,
0.012625133618712425,
-0.02330900728702545,
0.0011801746441051364,
-0.031428463757038116,
0.011648101732134819,
0.010877604596316814,
-0.013306704349815845,
0.043186627328395844,
-0.008167767897248268,
-0.029749063774943352,
0.015036804601550102,
-0.004348436836153269,
0.06713610142469406,
-0.019795073196291924,
0.04450392723083496,
0.031253501772880554,
-0.0008289890829473734,
-0.0030757819768041372,
0.017482120543718338,
0.06167953461408615,
-0.04643642157316208,
-0.015767982229590416,
-0.02643132023513317,
-0.022640304639935493,
-0.022336479276418686,
0.0001780487655196339,
0.029274728149175644,
-0.005364186130464077,
0.03464226424694061,
-0.006912139244377613,
-0.02182544581592083,
-0.03375646471977234,
-0.03473568707704544,
0.04521138593554497,
-0.045955248177051544,
-0.08148064464330673,
-0.02323175221681595,
0.0249201487749815,
-0.043683841824531555,
0.025170814245939255,
0.03332969546318054,
-0.005778252612799406,
0.010856334120035172,
0.010864276438951492,
0.012257631868124008,
0.03523067384958267,
0.026328587904572487,
-0.06482540816068649,
-0.06999178230762482,
-0.0334126241505146,
-0.013309839181602001,
0.02211916446685791,
0.012969180941581726,
0.01660279557108879,
0.009671732783317566,
0.0024706399999558926,
-0.09221308678388596,
0.0103989876806736,
0.018710950389504433,
-0.06969523429870605,
-0.012274578213691711,
-0.02836611680686474,
0.033816903829574585,
-0.010950170457363129,
-0.023288877680897713,
-0.06869292259216309,
-0.08885830640792847,
-0.02027287147939205,
0.07089743763208389,
-0.026327332481741905,
0.04517931863665581,
0.003806215012446046,
0.017994575202465057,
-0.0021612518467009068,
-0.009961694478988647,
-0.019004222005605698,
0.004443513695150614,
-0.009977767243981361,
-0.01809261180460453,
-0.0446646548807621,
0.07659927755594254,
-0.05325306951999664,
-0.006156636867672205,
0.014722523279488087,
0.04126480594277382,
-0.0065413773991167545,
-0.026357293128967285,
0.03190196305513382,
-0.011358274146914482,
0.03344579413533211,
-0.041480984538793564,
0.0015058615244925022,
0.06047995015978813,
-0.010880356654524803,
0.006373446434736252,
0.02043442614376545,
-0.01608899049460888,
0.01468371506780386,
0.014067776501178741,
0.018775086849927902,
-0.05526972934603691,
0.013737092725932598,
0.0088348388671875,
-0.017103256657719612,
-0.013704949989914894,
0.007732506841421127,
0.049131136387586594,
0.0026131626218557358,
0.048553138971328735,
-0.0009262731182388961,
-0.013400577008724213,
-0.005944263655692339,
0.014422377571463585,
-0.10483266413211823,
-0.007252035662531853,
0.006669384893029928,
0.0046516587026417255,
-0.007195398211479187,
-0.06498667597770691,
-0.004925014451146126,
0.012883210554718971,
0.00995035283267498,
0.023170288652181625,
0.053757816553115845,
-0.09150141477584839,
0.0354594886302948,
-0.04681989923119545,
-0.08428193628787994,
0.029024064540863037,
-0.006838063709437847,
0.09311898797750473,
0.01222751010209322,
0.05532033368945122,
-0.011669020168483257,
0.10346771031618118,
0.012277866713702679,
0.046995244920253754,
-0.016993515193462372,
0.06053534150123596,
-0.08183359354734421,
0.0026754855643957853,
-0.03324427083134651,
0.009522242471575737,
-0.06322187930345535,
0.02026115171611309,
0.031357541680336,
0.04730481281876564,
0.01571776531636715,
-0.015419703908264637,
0.029492590576410294,
0.07939378172159195,
-0.030794573947787285,
0.015762846916913986,
0.08604876697063446,
-0.07809308171272278,
0.00010479397315066308,
-0.03363383561372757,
0.0315694697201252,
-0.04625203087925911,
0.08152200281620026,
0.0003602041688282043,
0.008485792204737663,
-0.031729720532894135,
0.021222589537501335,
-0.03771500661969185,
-0.008285407908260822,
-0.04166324436664581,
-0.011940207332372665,
0.03793440759181976,
0.016368499025702477,
0.011779715307056904,
0.012799297459423542,
0.03496548905968666,
-0.022487835958600044,
0.009364121593534946,
0.059539005160331726,
-0.0020503627602010965,
0.012075475417077541,
0.0016155187040567398,
-0.04672584310173988,
0.020987391471862793,
0.006243681535124779,
0.011472427286207676,
0.01829381100833416,
0.014916567131876945,
0.00015892961528152227,
-0.013569533824920654,
-0.027215005829930305,
-0.037427935749292374,
-0.021630646660923958,
0.007088146172463894,
-0.04903825372457504,
0.04638158529996872,
0.006254719104617834,
-0.01385667733848095,
0.024325648322701454,
-0.0067298999056220055,
-0.0269923098385334,
-0.05857687070965767,
0.0472312867641449,
0.01978098601102829,
-0.04342728480696678,
-0.000719192554242909,
0.007027852348983288,
-0.015862898901104927,
0.03146045282483101,
0.022412095218896866,
0.019689904525876045,
0.055462319403886795,
-0.02466178871691227,
0.005952729377895594,
-0.006059172563254833,
0.014493443071842194,
0.001715375343337655,
-0.02730643004179001,
-0.0962718278169632,
-0.03410806506872177,
0.026384424418210983,
-0.02414470724761486,
0.007385624572634697,
-0.02630971185863018,
-0.04045062139630318,
-0.0059270840138196945,
-0.013201966881752014,
-0.02887795865535736,
0.03227759525179863,
0.023570887744426727,
-0.013413419015705585,
0.012297878973186016,
-0.0362909734249115,
0.03590526431798935,
0.012393522076308727,
0.015659766271710396,
-0.013907328248023987,
-0.024051781743764877,
-0.02008451148867607,
-0.04081045091152191,
0.018209660425782204,
0.053323060274124146,
0.05425913259387016,
-0.004781007766723633,
-0.01821444369852543,
0.06572198122739792,
0.02427113987505436,
0.034555818885564804,
0.013950231485068798,
-0.014217809773981571,
-0.02903556451201439,
0.0904921293258667,
-0.02405928447842598,
-0.0034778376575559378,
0.005375252105295658,
-0.013357095420360565,
-0.039320796728134155,
0.006733796559274197,
-0.04128756746649742,
-0.02174435928463936,
-0.013956091366708279,
0.019710097461938858,
0.039556778967380524,
0.03116975910961628,
0.0423932783305645,
0.0420975387096405
] |
<p>You can have data in wide format or in long format.
This is quite an important thing, as the useable methods are different, depending on the format.
I know you have to work with <code>melt()</code> and <code>cast()</code> from the reshape package, but there seems some things that I don't get.</p>
<p>Can someone give me a short overview how you do this?</p>
|
g49580
|
[
-0.032564252614974976,
-0.03238987922668457,
-0.013065444305539131,
-0.05295247212052345,
0.025252120569348335,
-0.07674284279346466,
-0.014472225680947304,
0.023282239213585854,
-0.015318774618208408,
-0.04393887147307396,
-0.026636071503162384,
0.026550307869911194,
0.0562136247754097,
0.007887584157288074,
-0.0069045801647007465,
0.019554249942302704,
-0.007725066505372524,
0.014635893516242504,
0.03873879835009575,
0.10100998729467392,
-0.0054937186650931835,
-0.05554259568452835,
0.049469251185655594,
-0.012351484037935734,
-0.07200577855110168,
-0.025850510224699974,
-0.017232511192560196,
0.07737906277179718,
-0.05104842782020569,
0.004090447444468737,
0.04320771247148514,
0.03879852220416069,
-0.02701904997229576,
0.025061529129743576,
0.057997237890958786,
0.002471882849931717,
-0.0017803814262151718,
-0.04902876541018486,
-0.004325502552092075,
0.010801124386489391,
-0.036603305488824844,
0.0035963666159659624,
0.0019090890418738127,
0.009348219260573387,
0.03997368738055229,
0.002565040485933423,
-0.002870973665267229,
-0.06435302644968033,
-0.024443719536066055,
-0.018619732931256294,
-0.027585050091147423,
-0.033373355865478516,
0.007838099263608456,
-0.0507870577275753,
0.002167086349800229,
-0.0038104664999991655,
0.00711354473605752,
0.0396912507712841,
0.043757665902376175,
-0.03874294087290764,
0.03802568465471268,
-0.010120495222508907,
-0.01557484082877636,
0.0087259067222476,
-0.019635578617453575,
0.08882394433021545,
0.040417563170194626,
-0.021072929725050926,
-0.015199507586658001,
-0.03225971385836601,
-0.0171017087996006,
0.03975270688533783,
0.027997031807899475,
-0.03743470087647438,
-0.035276275128126144,
-0.044916048645973206,
-0.02162201516330242,
0.03928413614630699,
0.010059386491775513,
0.05916612222790718,
0.0064114113338291645,
-0.012460420839488506,
-0.0007023084908723831,
-0.07488987594842911,
0.01701180264353752,
0.00821802206337452,
0.027552923187613487,
0.012930318713188171,
-0.014895920641720295,
0.012240441516041756,
0.017893614247441292,
-0.08813856542110443,
0.038285646587610245,
0.07870087772607803,
-0.00225002015940845,
-0.016114119440317154,
-0.04001360759139061,
0.038888853043317795,
0.0015466661425307393,
0.051653701812028885,
-0.0021390565671026707,
0.04706728458404541,
-0.031063320115208626,
-0.015682458877563477,
-0.0890493094921112,
0.053745828568935394,
0.05206003785133362,
-0.02501613460481167,
-0.008393934927880764,
-0.03209763020277023,
-0.006258844863623381,
-0.040583204478025436,
-0.017260732129216194,
0.030467946082353592,
0.01478797197341919,
0.01683843322098255,
0.03933417424559593,
0.028387799859046936,
-0.04999668523669243,
0.02564145065844059,
0.0622791051864624,
-0.06891292333602905,
0.0559266023337841,
-0.0036330369766801596,
0.02664368227124214,
-0.0254246573895216,
0.045551199465990067,
0.020733922719955444,
0.041992608457803726,
-0.030070535838603973,
0.07717277854681015,
0.023200470954179764,
-0.05354567989706993,
0.006597382016479969,
0.008350619114935398,
0.043950002640485764,
-0.03273149952292442,
-0.01864812523126602,
-0.009885483421385288,
0.0009809057228267193,
0.0009642455843277276,
0.010266473516821861,
-0.0012032713275402784,
-0.009324664250016212,
0.04071403294801712,
-0.07954076677560806,
-0.0511908233165741,
0.01857665367424488,
0.021733198314905167,
0.0036562499590218067,
0.019312908872961998,
0.014752841554582119,
0.03512388467788696,
-0.01099066436290741,
0.014964857138693333,
0.004525651689618826,
0.027302619069814682,
-0.0408022403717041,
0.04843461140990257,
0.010214961133897305,
0.029851017519831657,
-0.06372629106044769,
-0.0027337162755429745,
-0.02073570340871811,
-0.03964383527636528,
-0.01355062983930111,
0.029987605288624763,
-0.012356541119515896,
-0.0010264543816447258,
-0.06634893268346786,
-0.023359188809990883,
-0.0128967659547925,
-0.03639763966202736,
0.021807707846164703,
-0.03372103348374367,
0.05231913551688194,
0.050569888204336166,
0.015358544886112213,
0.04741232097148895,
0.005898243747651577,
-0.010076155886054039,
0.021731413900852203,
-0.009255707263946533,
-0.023322518914937973,
0.04953129217028618,
0.02415401116013527,
0.0001923954696394503,
-0.021493004634976387,
-0.0426977202296257,
-0.02354949526488781,
0.0030003583524376154,
-0.03762548789381981,
-0.02492382563650608,
0.020829835906624794,
0.017957095056772232,
-0.029568547382950783,
-0.07818400114774704,
-0.032598577439785004,
-0.044054340571165085,
0.007582849822938442,
0.02456699125468731,
-0.01752474531531334,
0.010493074543774128,
0.07124204933643341,
-0.03632678464055061,
-0.0033686801325529814,
0.011495477519929409,
0.04257441684603691,
-0.058772455900907516,
-0.0031757880933582783,
0.09549441933631897,
-0.005523077677935362,
0.021721219643950462,
0.01887897215783596,
-0.04104829207062721,
0.04258223623037338,
-0.05436268821358681,
-0.04360620677471161,
-0.018302543088793755,
0.013083349913358688,
0.005239430349320173,
0.01550019346177578,
-0.009333576075732708,
-0.04609458148479462,
-0.007096490357071161,
0.013238800689578056,
0.014107062481343746,
0.0550992414355278,
0.013192263431847095,
-0.01791888289153576,
-0.04091966897249222,
-0.036403629928827286,
-0.040101323276758194,
-0.012384696863591671,
0.011804637499153614,
0.032314006239175797,
-0.029312560334801674,
0.05109650641679764,
-0.004643493797630072,
-0.007112300954759121,
-0.006550156977027655,
0.008507170714437962,
0.003445714944973588,
-0.016750717535614967,
0.07665056735277176,
-0.009966102428734303,
0.04096180945634842,
0.03680051118135452,
0.050434403121471405,
0.05592077225446701,
-0.027158860117197037,
-0.018603799864649773,
-0.007008582353591919,
-0.023902038112282753,
0.0033300048671662807,
-0.039623942226171494,
0.018576599657535553,
0.008739203214645386,
0.012626147828996181,
0.03761722147464752,
-0.01779099926352501,
0.048449475318193436,
-0.06023259088397026,
0.03879875689744949,
-0.0120336739346385,
0.020328707993030548,
-0.045972488820552826,
-0.0041273501701653,
-0.00933028757572174,
0.054174765944480896,
-0.06946241855621338,
0.0011925401631742716,
0.030184751376509666,
-0.049223363399505615,
0.03904305025935173,
0.013597982004284859,
-0.03796215355396271,
-0.023252006620168686,
-0.01802067458629608,
0.0421186201274395,
0.05090560391545296,
-0.018497832119464874,
0.0065939826890826225,
0.04599620774388313,
0.0004372133989818394,
0.0038110073655843735,
-0.060505159199237823,
0.011977207846939564,
-0.05210632085800171,
-0.01966176927089691,
0.011122791096568108,
0.006085860077291727,
-0.030737953260540962,
-0.013325091451406479,
-0.03781897574663162,
-0.007636913098394871,
-0.010480919852852821,
0.017433948814868927,
0.015455024316906929,
-0.023959318175911903,
-0.044179342687129974,
0.05407937988638878,
0.0055870977230370045,
0.05019300803542137,
0.029099173843860626,
0.00952110718935728,
0.03234311565756798,
0.02010747790336609,
-0.013129656203091145,
-0.027489295229315758,
-0.026895444840192795,
0.012710193172097206,
-0.014048456214368343,
0.013543305918574333,
-0.015420788899064064,
-0.012286131270229816,
0.006250969134271145,
-0.04649798572063446,
0.04401067644357681,
-0.05538433790206909,
0.01594286412000656,
-0.007153972052037716,
0.041874464601278305,
-0.020729945972561836,
-0.050587743520736694,
0.04030914232134819,
0.008843877352774143,
-0.018897222355008125,
0.025178102776408195,
0.01229050662368536,
-0.019976317882537842,
0.03758342191576958,
-0.0423063188791275,
-0.05147118493914604,
0.027710581198334694,
0.043133534491062164,
-0.024385962635278702,
-0.03437430039048195,
0.0845620185136795,
0.04440068081021309,
-0.018108004704117775,
0.013250354677438736,
-0.028591779991984367,
0.023346899077296257,
0.048930197954177856,
-0.013812508434057236,
0.022860011085867882,
-0.04140963777899742,
0.038825925439596176,
-0.07029003649950027,
-0.0045251501724123955,
0.00887620821595192,
0.004943113308399916,
-0.07803277671337128,
0.013603526167571545,
0.0647113025188446,
-0.04855944961309433,
-0.0601089745759964,
-0.003918754402548075,
-0.008171855472028255,
0.015011406503617764,
-0.0643063560128212,
0.009596764110028744,
-0.019996682181954384,
-0.04625610262155533,
0.05018896237015724,
0.012807132676243782,
-0.003375761676579714,
0.017721446231007576,
0.018083851784467697,
0.011301721446216106,
-0.06070514768362045,
-0.005186825525015593,
-0.020590882748365402,
-0.006183418910950422,
0.033709727227687836,
-0.024118006229400635,
0.01667785458266735,
0.0054278927855193615,
0.04426196962594986,
0.03873729705810547,
0.018952753394842148,
0.006646782159805298,
-0.04551876708865166,
-0.046842798590660095,
-0.054507896304130554,
0.04357544332742691,
0.015356328338384628,
0.033770717680454254,
0.0349707193672657,
-0.04230904579162598,
-0.06628238409757614,
0.0017503909766674042,
0.017322277650237083,
-0.028083529323339462,
-0.056195054203271866,
0.02289525419473648,
0.04671578109264374,
-0.039312943816185,
0.009607325308024883,
-0.08868918567895889,
0.043573591858148575,
-0.01277066394686699,
-0.01475553773343563,
0.03243815526366234,
-0.06657523661851883,
-0.008355304598808289,
-0.03263038396835327,
-0.0328710712492466,
-0.021941766142845154,
-0.0435648187994957,
-0.004484191071242094,
0.005674323998391628,
-0.023958049714565277,
0.02106194570660591,
-0.06680027395486832,
0.044000133872032166,
0.030317408964037895,
-0.019018614664673805,
-0.011745002120733261,
-0.06059399992227554,
0.06928452104330063,
-0.021059265360236168,
0.030371829867362976,
0.03727032244205475,
0.08149538189172745,
-0.04537418857216835,
-0.04230620339512825,
0.07022634893655777,
0.016565367579460144,
0.022465389221906662,
0.04759299010038376,
0.000218501896597445,
0.005015338305383921,
-0.04168073832988739,
-0.017897306010127068,
0.004358583129942417,
0.0011786794057115912,
-0.011985541321337223,
-0.030134355649352074,
0.012067543342709541,
-0.09369248151779175,
-0.035117197781801224,
-0.017881564795970917,
-0.041040487587451935,
0.039100565016269684,
-0.02605927363038063,
-0.010178756900131702,
-0.07075158506631851,
0.01611565425992012,
-0.024746406823396683,
-0.0160262081772089,
-0.030181411653757095,
-0.0036463472060859203,
0.0836731493473053,
0.018231134861707687,
0.029019009321928024,
-0.012245380319654942,
0.0189190860837698,
0.009639449417591095,
-0.025753658264875412,
-0.06829977035522461,
-0.010571531020104885,
0.044150982052087784,
-0.018479332327842712,
-0.013162212446331978,
-0.036863792687654495,
-0.021907448768615723,
0.008364277891814709,
0.05071703717112541,
-0.02960195764899254,
-0.02623225748538971,
0.03529468923807144,
0.03024798072874546,
0.05559367686510086,
0.023792656138539314,
0.029759462922811508,
-0.04632009565830231,
0.03419217839837074,
-0.0028977978508919477,
-0.026901086792349815,
-0.013929449953138828,
-0.02006801776587963,
-0.01785290613770485,
0.0004306361370254308,
0.025763895362615585,
-0.06146160885691643,
0.002760385163128376,
0.00159555790014565,
0.01444324478507042,
-0.019105585291981697,
0.034207407385110855,
0.06642084568738937,
-0.013150756247341633,
-0.038002658635377884,
0.0311900582164526,
-0.04040159657597542,
-0.014965829439461231,
-0.016138115897774696,
-0.008023825474083424,
0.05581772327423096,
-0.0440177358686924,
-0.008772759698331356,
0.021495556458830833,
-0.023066803812980652,
-0.021090783178806305,
0.037100039422512054,
0.0503777377307415,
0.014628247357904911,
-0.04963373392820358,
0.04083073139190674,
-0.029848523437976837,
0.018491484224796295,
0.021821115165948868,
0.09937560558319092,
0.021780388429760933,
-0.04279536381363869,
-0.006881160195916891,
-0.07838711142539978,
0.016206348314881325,
-0.05032583698630333,
-0.05404634773731232,
0.03146887570619583,
0.049796152859926224,
0.013130329549312592,
0.01896647922694683,
-0.04525815322995186,
-0.011723523959517479,
-0.0008489282336086035,
-0.0382271371781826,
-0.00190555804874748,
0.0006369986804202199,
-0.01752341352403164,
0.012249438092112541,
-0.024746712297201157,
-0.0028552375733852386,
-0.035234346985816956,
0.0746167004108429,
-0.04686063528060913,
-0.05454035848379135,
0.029599465429782867,
0.06575576215982437,
-0.0761277973651886,
0.007623517420142889,
-0.03858575224876404,
-0.04629851132631302,
0.08031994104385376,
-0.012973111122846603,
0.006113458890467882,
0.015723686665296555,
-0.00021120032761245966,
0.0003790171176660806,
0.011383438482880592,
-0.02127758599817753,
0.08720491081476212,
0.004590500611811876,
-0.012877357192337513,
-0.03160921111702919,
0.06279979646205902,
0.0026925201527774334,
0.013306347653269768,
-0.033474311232566833,
0.02937750704586506,
-0.024025464430451393,
0.02356213517487049,
-0.0017007720889523625,
-0.016739867627620697,
0.04610848054289818,
-0.009489590302109718,
0.032023780047893524,
0.02874773181974888,
-0.035547904670238495,
0.01150534488260746,
-0.040687158703804016,
-0.010323049500584602,
-0.027540164068341255,
-0.017247291281819344,
0.022675447165966034,
0.017510753124952316,
-0.0314444899559021,
-0.020410457625985146,
0.016876403242349625,
-0.025402767583727837,
0.05109623447060585,
-0.05121931806206703,
0.08284339308738708,
-0.06530643999576569,
0.01232216041535139,
-0.035741981118917465,
-0.008112716488540173,
-0.0459301583468914,
0.0022740080021321774,
0.00836011953651905,
0.004389138892292976,
0.012955267913639545,
0.03935123234987259,
-0.03742961585521698,
0.055162884294986725,
0.020790593698620796,
-0.026042791083455086,
-0.048577990382909775,
0.049456313252449036,
0.02966012991964817,
0.013114646077156067,
-0.057621341198682785,
0.00006072417818359099,
0.019709071144461632,
-0.023306844756007195,
0.010296734981238842,
-0.00790470838546753,
-0.00472643505781889,
-0.012497271411120892,
-0.01330463495105505,
-0.03925188258290291,
-0.03689049929380417,
0.027985481545329094,
-0.017852256074547768,
-0.0006225983379408717,
0.07265099883079529,
-0.057137466967105865,
0.023916175588965416,
-0.046254873275756836,
0.00945393554866314,
-0.031740594655275345,
-0.007377447094768286,
0.04806670546531677,
-0.015750084072351456,
0.0497109480202198,
0.016214629635214806,
-0.06559405475854874,
0.03463854268193245,
0.02362770214676857,
-0.05689586326479912,
0.06569677591323853,
0.010182546451687813,
0.07135958224534988,
-0.03404649347066879,
0.09457054734230042,
0.022891653701663017,
0.07894361764192581,
0.05126280337572098,
-0.022652937099337578,
0.0629429742693901,
0.030343947932124138,
-0.0324542336165905,
0.0004553897015284747,
-0.04446173459291458,
0.03264618292450905,
-0.01549490261822939,
0.029304103925824165,
0.03044348768889904,
0.04855765029788017,
-0.006667366251349449,
-0.013935304246842861,
0.06386411935091019,
0.06552660465240479,
-0.039830904453992844,
0.002890478353947401,
-0.06174137815833092,
0.03571254014968872,
-0.0009693873580545187,
-0.04491305723786354,
0.0463603138923645,
-0.03469953313469887,
0.06013606861233711,
0.050925787538290024,
0.01760719157755375,
-0.0014404581161215901,
0.002683625090867281,
0.012385762296617031,
-0.04131029173731804,
-0.03609347343444824,
0.0058017298579216,
0.028324732556939125,
0.08565615862607956,
-0.057334739714860916,
-0.0015188982943072915,
0.012036041356623173,
-0.05137944594025612,
0.020050890743732452,
0.018550999462604523,
0.028925355523824692,
0.03313639387488365,
-0.008817601948976517,
0.05582667887210846,
0.016732174903154373,
0.0016662752022966743,
0.06380375474691391,
0.04433140903711319,
-0.004625915549695492,
-0.01971377246081829,
0.019332200288772583,
-0.04781574755907059,
0.05391436815261841,
-0.03225402534008026,
-0.01201696414500475,
-0.013185763731598854,
-0.039902206510305405,
0.006283100228756666,
0.05179488658905029,
0.02006381005048752,
-0.04060940816998482,
0.02636435255408287,
-0.026096122339367867,
0.03208353370428085,
0.021299030631780624,
-0.05031464621424675,
0.04374319314956665,
-0.03493563085794449,
-0.0828169733285904,
-0.02942107617855072,
0.03227328881621361,
0.01570756733417511,
0.021359600126743317,
0.04961436241865158,
0.03580588847398758,
0.00814451090991497,
0.03288399800658226,
-0.0294008981436491,
0.010709228925406933,
-0.05162150040268898,
-0.008497877046465874,
0.02351410686969757,
0.032991908490657806,
0.043572425842285156,
-0.024219559505581856,
-0.05067552626132965,
0.060966137796640396,
-0.014371879398822784,
0.0038535224739462137,
-0.03403596580028534,
0.017380427569150925,
0.017287490889430046,
0.006965485401451588,
0.01914258301258087,
-0.005566224455833435,
0.0031657281797379255,
-0.05665811896324158,
-0.01061249803751707,
0.01660098321735859,
0.020236745476722717,
0.008471954613924026,
-0.04613374173641205,
-0.0034494376741349697,
-0.016050850972533226,
0.02330692671239376,
-0.07960713654756546,
0.06331285089254379,
-0.013138988986611366,
-0.03383326530456543,
-0.06758450716733932,
-0.0026668692007660866,
-0.0695214718580246,
-0.0037419551517814398,
-0.03066617250442505,
0.03315872699022293,
0.033207137137651443,
0.06340189278125763,
0.01098321471363306,
-0.012125412002205849,
-0.013711793348193169,
-0.03177337720990181,
-0.028634993359446526,
0.04050148278474808,
-0.00290039274841547,
-0.03422459587454796,
0.009278100915253162,
-0.010865255258977413
] |
<p>If I have values for <code>sensitivity</code> and <code>specificity</code> for a group of studies, for example like this:</p>
<pre><code>sensitivity specificity
----------- -----------
66.3 74.7
87.2 65.9
56.4 76.4
79.5 94.3
</code></pre>
<p>How can I make an <code>ROC</code> curve for such values? Do I divide them by <code>100</code> for example and just put the values in the curve straightforward? Or, how exactly does the process work out?</p>
|
g73989
|
[
0.030738338828086853,
0.006633270066231489,
-0.010041969828307629,
-0.06706643104553223,
0.08139403164386749,
-0.011467714793980122,
0.008007533848285675,
0.029304878786206245,
-0.02969694882631302,
-0.02718205191195011,
-0.036317773163318634,
0.026120495051145554,
0.09361391514539719,
-0.0058510079979896545,
0.03954744338989258,
-0.06928423047065735,
-0.0003152220160700381,
0.0020835173781961203,
0.03695766627788544,
0.050532978028059006,
0.031223462894558907,
-0.04131877049803734,
0.005142797715961933,
-0.04554569721221924,
-0.003849146654829383,
-0.04907526075839996,
-0.000998048111796379,
0.03280714526772499,
-0.07539218664169312,
0.024042518809437752,
-0.0667930394411087,
0.03027188591659069,
-0.019699880853295326,
0.027138644829392433,
-0.03902912512421608,
-0.02934316359460354,
-0.021277662366628647,
0.02862846478819847,
0.026772717013955116,
0.0603523850440979,
-0.014466957189142704,
0.026522619649767876,
0.009864673018455505,
0.0006805730517953634,
0.027587151154875755,
-0.005651635583490133,
-0.02768000401556492,
-0.014061911031603813,
0.0028140295762568712,
-0.018844150006771088,
0.04248546436429024,
0.014539054594933987,
-0.011919868178665638,
-0.030446862801909447,
-0.041827376931905746,
0.05885104089975357,
-0.0059017944149672985,
0.0004065415996592492,
0.037642478942871094,
-0.025923456996679306,
-0.0026717742439359426,
0.00015583907952532172,
0.0010774662951007485,
-0.018578266724944115,
0.040634121745824814,
0.05672117695212364,
0.025445427745580673,
-0.061112046241760254,
-0.017584526911377907,
-0.05073706805706024,
-0.007108377758413553,
0.013230766169726849,
0.026695117354393005,
-0.001911263563670218,
-0.06546571105718613,
-0.026622287929058075,
-0.0019317732658237219,
0.0010705896420404315,
0.004479419905692339,
0.03112870082259178,
0.0008137360564433038,
0.0011212893296033144,
-0.0015275591285899282,
0.019520366564393044,
0.007958246394991875,
0.014981026761233807,
0.02913544327020645,
-0.027491657063364983,
-0.010152585804462433,
0.03671444579958916,
0.02460000291466713,
-0.07760658860206604,
0.02055332623422146,
0.08668487519025803,
0.01890394650399685,
-0.007303101941943169,
-0.05005987733602524,
0.020770549774169922,
-0.009966342709958553,
-0.004269166849553585,
-0.0006481197196990252,
0.013997577130794525,
-0.00005177323691896163,
-0.0227812547236681,
-0.0729224681854248,
-0.0434628427028656,
0.053977493196725845,
0.009229791350662708,
0.03545626997947693,
-0.029596606269478798,
-0.021922431886196136,
0.0446757934987545,
-0.05727025121450424,
0.05762486159801483,
0.004370466805994511,
0.010869445279240608,
0.01821030303835869,
-0.058383431285619736,
-0.0777706429362297,
0.009089384227991104,
0.03317047283053398,
-0.014592807739973068,
0.029245316982269287,
0.05149593576788902,
0.004087221343070269,
-0.002301954198628664,
0.03798592463135719,
-0.009013697504997253,
0.06965077668428421,
-0.03199033811688423,
0.048392511904239655,
-0.006548177916556597,
-0.02382001094520092,
0.015893101692199707,
-0.009778927080333233,
0.012793518602848053,
0.004345829598605633,
0.05522347614169121,
-0.03007863648235798,
-0.0014151063514873385,
0.001016747672110796,
-0.01962202787399292,
-0.015168871730566025,
-0.03524961322546005,
-0.030739739537239075,
-0.010800016112625599,
-0.09810207039117813,
0.02223156951367855,
0.006313972640782595,
-0.022112758830189705,
0.053051505237817764,
-0.008519896306097507,
-0.04319348558783531,
-0.01797570288181305,
0.015976982191205025,
-0.0022226604633033276,
-0.0125326719135046,
0.039929356426000595,
-0.006143646314740181,
-0.004637997131794691,
-0.017934516072273254,
0.008261444978415966,
0.046732205897569656,
-0.00471940403804183,
-0.058269303292036057,
0.026794523000717163,
-0.0005490371841005981,
-0.015181299299001694,
-0.011988298036158085,
-0.009180725552141666,
-0.017888857051730156,
0.02611074410378933,
-0.004174169152975082,
-0.008963562548160553,
0.07471982389688492,
0.035993728786706924,
0.049215443432331085,
0.03865113481879234,
0.07089462876319885,
0.0020272904075682163,
-0.004100222140550613,
0.014967426657676697,
0.02654717117547989,
-0.02631017565727234,
-0.02281593158841133,
-0.06255634874105453,
-0.03149859607219696,
-0.019505700096488,
-0.05195620656013489,
-0.04452688619494438,
0.014505600556731224,
-0.031219573691487312,
0.010498477146029472,
0.042353305965662,
-0.02178560197353363,
-0.03684830293059349,
-0.013766791671514511,
-0.04501987248659134,
-0.02093231864273548,
-0.016753748059272766,
0.05334869399666786,
0.03995587304234505,
-0.008936251513659954,
0.04179399088025093,
-0.0004063841770403087,
0.02158767729997635,
-0.02530604973435402,
-0.0015803122660145164,
-0.029663287103176117,
-0.015040205791592598,
0.027181284502148628,
-0.02782209776341915,
0.0312497541308403,
0.02140084281563759,
-0.026990007609128952,
-0.025864003226161003,
0.011128406971693039,
-0.03837244585156441,
0.05298003926873207,
0.011082262732088566,
0.032290905714035034,
0.026970095932483673,
-0.003737633815035224,
0.030015086755156517,
-0.01303629670292139,
-0.02889304980635643,
0.030796850100159645,
0.00746111711487174,
-0.0021932984236627817,
-0.03159366548061371,
-0.019738486036658287,
-0.016687029972672462,
-0.04393582046031952,
-0.036574818193912506,
-0.02146947756409645,
-0.0028676511719822884,
-0.025492794811725616,
0.022164054214954376,
-0.05919455364346504,
-0.014795654453337193,
0.010805749334394932,
-0.04081650823354721,
0.04526129737496376,
0.048202432692050934,
-0.013366969302296638,
-0.040733467787504196,
0.061089713126420975,
0.04077456519007683,
-0.09661693871021271,
0.06070760637521744,
-0.05174696817994118,
-0.017753638327121735,
-0.01764482818543911,
0.05410799756646156,
0.01730434224009514,
-0.04385730251669884,
0.038681864738464355,
0.029041631147265434,
0.027334893122315407,
0.007234795484691858,
0.004359245765954256,
0.040018923580646515,
0.04471173509955406,
-0.007903717458248138,
-0.022968895733356476,
0.03359714895486832,
0.020189903676509857,
-0.07152947038412094,
0.01111552119255066,
0.010804117657244205,
0.0061491709202528,
0.048367515206336975,
0.048455625772476196,
0.05789937078952789,
-0.0024927991908043623,
-0.05973195284605026,
0.03875274211168289,
0.006811283994466066,
0.01920781284570694,
-0.07276179641485214,
0.015229622833430767,
-0.054293472319841385,
-0.02517654560506344,
0.023236874490976334,
0.024223219603300095,
0.010254438035190105,
0.02713540755212307,
-0.025766057893633842,
-0.008585592731833458,
-0.04295726865530014,
0.004501164425164461,
-0.031183695420622826,
0.0007896114839240909,
-0.04947721213102341,
-0.02449500747025013,
-0.03783775866031647,
-0.0287223681807518,
-0.0031937602907419205,
0.03210974484682083,
0.03369846194982529,
-0.046747077256441116,
-0.0032873465679585934,
0.0022511412389576435,
0.021413199603557587,
-0.02171580120921135,
-0.005246799439191818,
0.02030322328209877,
-0.03759024664759636,
-0.02684113383293152,
-0.010806821286678314,
-0.06051751226186752,
-0.023391440510749817,
0.007305047940462828,
-0.02406129240989685,
-0.035563673824071884,
0.016095642000436783,
0.035030703991651535,
-0.005255019757896662,
0.03218324854969978,
0.01088418997824192,
-0.052197087556123734,
-0.028268272057175636,
0.03913786634802818,
-0.039390359073877335,
-0.021644724532961845,
0.027638893574476242,
0.013748633675277233,
-0.015157854184508324,
-0.0394747257232666,
-0.04871261864900589,
0.037394311279058456,
0.03856518864631653,
-0.02071036957204342,
0.009125322103500366,
0.010258430615067482,
-0.0006585363298654556,
-0.03356083109974861,
-0.024454496800899506,
-0.0006581608322449028,
0.0335443876683712,
-0.041260313242673874,
-0.02803751640021801,
-0.03235970437526703,
-0.027906101197004318,
-0.002082193037495017,
0.021524662151932716,
0.008670991286635399,
0.05819433182477951,
-0.01642666384577751,
-0.07284668833017349,
-0.017337772995233536,
-0.011521400883793831,
-0.03933059424161911,
-0.08453608304262161,
0.022598719224333763,
0.021001266315579414,
0.03331045061349869,
-0.014515814371407032,
-0.029155308380723,
-0.0238371342420578,
0.039236947894096375,
-0.017001960426568985,
-0.036084286868572235,
0.03531505540013313,
0.02326110564172268,
0.03348375856876373,
0.04184883460402489,
0.011462345719337463,
0.035567741841077805,
0.021168533712625504,
0.0393078476190567,
-0.013479555957019329,
0.0748644545674324,
-0.017273740842938423,
-0.007627304643392563,
-0.03636086359620094,
-0.011567605659365654,
0.024553092196583748,
-0.004960480611771345,
0.022623227909207344,
-0.022919630631804466,
-0.04288303852081299,
0.03046363592147827,
-0.031767647713422775,
-0.01848389022052288,
0.002413037698715925,
0.011324452236294746,
-0.018763752654194832,
0.03500409796833992,
-0.009325769729912281,
-0.0019416784634813666,
-0.06742458790540695,
-0.07903065532445908,
0.0358736552298069,
0.019366687163710594,
-0.0491853803396225,
-0.009757814928889275,
0.0013240192783996463,
-0.0385749414563179,
0.06015549227595329,
-0.044724296778440475,
0.015522838570177555,
0.07989273965358734,
-0.004219894763082266,
-0.008741200901567936,
-0.027357563376426697,
0.0007380425813607872,
-0.04618284851312637,
-0.026161054149270058,
0.019441373646259308,
0.004512017127126455,
-0.10787947475910187,
0.06373607367277145,
-0.02389500103890896,
0.015093834139406681,
-0.014193722046911716,
0.09843612462282181,
-0.031274598091840744,
-0.028474129736423492,
-0.027961699292063713,
-0.045036789029836655,
-0.016893278807401657,
0.005573695525527,
-0.03229954093694687,
0.009912786073982716,
0.07453426718711853,
-0.005600584205240011,
0.04189909249544144,
0.05979021266102791,
-0.017843833193182945,
0.025838136672973633,
0.03669441491365433,
0.017253529280424118,
-0.039143308997154236,
-0.009653870016336441,
-0.008646774105727673,
-0.04809422791004181,
-0.03821905702352524,
-0.04095256328582764,
-0.0009046400664374232,
-0.03298618271946907,
-0.01270329486578703,
-0.07146207243204117,
0.00906539149582386,
0.019890327006578445,
0.025931619107723236,
-0.029317306354641914,
-0.001774327247403562,
-0.043349046260118484,
0.0924067348241806,
-0.03214019164443016,
0.0023129412438720465,
-0.04236573353409767,
-0.0083689596503973,
0.039407674223184586,
-0.013161256909370422,
0.0486813485622406,
-0.0011622963938862085,
0.06278099864721298,
-0.03498808294534683,
-0.0473930649459362,
-0.034602854400873184,
-0.012731225229799747,
-0.027771925553679466,
-0.01485429611057043,
-0.02491557039320469,
-0.05264584720134735,
0.006200940813869238,
0.02687126211822033,
-0.020500700920820236,
-0.007622412871569395,
-0.012768208980560303,
0.006442884914577007,
-0.006729901768267155,
0.03432762622833252,
0.012509915046393871,
0.0530264675617218,
-0.014647654257714748,
0.006542719900608063,
0.008549976162612438,
-0.06712730973958969,
-0.021991465240716934,
-0.00688759982585907,
-0.007145662792026997,
0.018454942852258682,
-0.006995836738497019,
-0.024714801460504532,
-0.026293616741895676,
0.005791571922600269,
-0.019444329664111137,
0.027223704382777214,
0.08482994884252548,
0.04508289694786072,
0.011627105996012688,
0.01866203546524048,
-0.08625413477420807,
0.005549255292862654,
-0.007146558258682489,
-0.013678078539669514,
-0.045915570110082626,
0.05955415964126587,
0.045564260333776474,
-0.05433550849556923,
0.012083002366125584,
-0.026654986664652824,
0.03728358447551727,
0.0885137990117073,
-0.001124646281823516,
-0.007996512576937675,
0.008579852990806103,
0.040033429861068726,
-0.03166010603308678,
0.07111416012048721,
-0.0012924763141199946,
-0.022463053464889526,
0.03954039514064789,
-0.02016032487154007,
0.04122772812843323,
-0.03450784087181091,
-0.11586558073759079,
0.05657254159450531,
-0.0036868732422590256,
-0.032269421964883804,
0.02689039707183838,
0.03286391496658325,
-0.033844370394945145,
-0.07984531670808792,
-0.07699043303728104,
0.07949962466955185,
-0.026162313297390938,
0.0047664032317698,
-0.00666353153064847,
0.031723685562610626,
-0.0007390598184429109,
0.0019132447196170688,
-0.05290075019001961,
0.008764064870774746,
-0.03112443909049034,
0.03088322840631008,
0.0005921443225815892,
0.01715918444097042,
0.06036246940493584,
0.030629049986600876,
0.016513146460056305,
-0.026439109817147255,
-0.02252724952995777,
0.01402613427489996,
0.021764522418379784,
-0.0346599780023098,
-0.022286709398031235,
-0.06772422045469284,
0.02297789976000786,
0.0302817951887846,
0.0064693475142121315,
-0.0447206124663353,
0.05469569191336632,
0.03204449266195297,
-0.0713374987244606,
0.07641618698835373,
-0.0053955805487930775,
0.026909004896879196,
-0.028033776208758354,
-0.010311009362339973,
0.024636808782815933,
-0.013477799482643604,
-0.0020171841606497765,
-0.015235709957778454,
-0.02264929935336113,
0.024915482848882675,
0.03253238648176193,
-0.00436617573723197,
-0.0396137572824955,
-0.024219868704676628,
0.010461120866239071,
-0.03177124634385109,
0.018832899630069733,
-0.022591035813093185,
-0.0005907854647375643,
0.0316808745265007,
0.038809213787317276,
-0.006795511581003666,
0.024506067857146263,
-0.014635092578828335,
-0.01758970506489277,
-0.04234576225280762,
0.06931599974632263,
0.0016217835946008563,
-0.003622109070420265,
-0.03536134213209152,
-0.009282042272388935,
-0.06692491471767426,
-0.008074063807725906,
-0.02846066839993,
0.019004324451088905,
0.004199827555567026,
0.05601389333605766,
-0.013018802739679813,
0.037731435149908066,
0.049348995089530945,
0.032834842801094055,
-0.011458288878202438,
0.020005125552415848,
0.05852435529232025,
0.03133939951658249,
0.0007518776110373437,
-0.028895193710923195,
0.0256643146276474,
0.05379824340343475,
0.02912798896431923,
-0.014864795841276646,
-0.024324309080839157,
-0.015381645411252975,
0.02308669127523899,
-0.007879949174821377,
0.009952464140951633,
-0.01456147339195013,
0.04319630563259125,
-0.01903018355369568,
0.04445985332131386,
-0.04324425011873245,
0.014378240332007408,
0.010925132781267166,
0.005577480420470238,
-0.036185190081596375,
0.057998690754175186,
0.0030608251690864563,
-0.006658160127699375,
0.002984657883644104,
0.045904237776994705,
-0.03234170749783516,
-0.01396506279706955,
0.028251731768250465,
-0.023852728307247162,
0.019555440172553062,
-0.015095536597073078,
0.14832650125026703,
-0.017307989299297333,
0.053626082837581635,
0.05302174761891365,
0.04621497541666031,
0.032079678028821945,
0.12192114442586899,
0.014091317541897297,
0.04871303215622902,
-0.03712137043476105,
0.043211016803979874,
-0.0217779278755188,
0.03654877841472626,
-0.024903269484639168,
0.010735927149653435,
0.039345286786556244,
0.0020528847817331553,
-0.0011700898176059127,
-0.01057082787156105,
0.04423801973462105,
0.01709909178316593,
0.028087696060538292,
-0.03287288546562195,
0.024209346622228622,
0.020609185099601746,
-0.02377893403172493,
-0.02025114931166172,
0.006531718652695417,
0.007855459116399288,
0.05738558620214462,
0.013608097098767757,
-0.03005409985780716,
0.033610809594392776,
0.011652090586721897,
-0.06086523458361626,
0.035597607493400574,
0.001581017510034144,
0.01838982105255127,
0.020558243617415428,
0.02397766336798668,
-0.044112805277109146,
-0.023633690550923347,
0.005304499063640833,
-0.024630289524793625,
0.010107181966304779,
0.033112287521362305,
-0.02270573563873768,
0.0664537325501442,
-0.07704626023769379,
0.005903908982872963,
0.055489953607320786,
-0.046285230666399,
-0.03324670344591141,
0.05444595590233803,
-0.017038803547620773,
-0.033968858420848846,
-0.011285977438092232,
0.04136351868510246,
0.016065262258052826,
-0.025345079600811005,
-0.020289376378059387,
-0.05713292583823204,
0.0459514744579792,
0.037157393991947174,
0.04526091739535332,
0.08512980490922928,
0.026326226070523262,
0.03913034871220589,
-0.030013585463166237,
0.05071663856506348,
0.014670901000499725,
-0.06733106821775436,
-0.04210482910275459,
-0.012801946140825748,
-0.022459041327238083,
-0.10313694924116135,
0.06725236028432846,
-0.03368767350912094,
0.030198927968740463,
-0.05607292056083679,
0.023280436173081398,
-0.03751057758927345,
-0.014055159874260426,
-0.018469853326678276,
0.00920397974550724,
-0.03596561774611473,
-0.04327215254306793,
0.010526567697525024,
-0.025004902854561806,
0.04734605923295021,
-0.0060422224923968315,
-0.04615512490272522,
-0.002765974495559931,
0.004528026096522808,
-0.0007917606271803379,
0.0075050522573292255,
-0.021857982501387596,
-0.041420917958021164,
0.07777810096740723,
0.0012845097808167338,
0.046034954488277435,
-0.048977330327034,
-0.02946150302886963,
-0.0030326503328979015,
0.043208904564380646,
0.026641108095645905,
-0.025463726371526718,
-0.07650049775838852,
0.042654287070035934,
-0.015353220514953136,
0.03996463119983673,
-0.047880448400974274,
0.09885302186012268,
-0.003645233577117324,
-0.02685718610882759,
-0.052076637744903564,
0.064887136220932,
-0.04031935706734657,
0.02151620388031006,
0.014341779053211212,
-0.0471375547349453,
0.0399925522506237,
-0.012242893688380718,
0.020988058298826218,
-0.02665487304329872,
-0.058650389313697815,
0.0467873141169548,
-0.019564293324947357,
0.07524097710847855,
-0.020432038232684135,
0.009232531301677227,
0.0008400424267165363,
-0.012770632281899452
] |
<p>Does anyone know how to use (nlme)? I'm having a lot of problems using it for something that should be really simple, any help would be really appreciated. I won't put up the details until I know someone knows what I'm talking about.</p>
<p>Data was collected by a field study concerned planting pattern, genotype, we replicated this study for 3 years and in each growing season we surveyd 10 times. My question is how to interpret the results best? A professor advised using linear mixed effect model with year as a random factor, to reduce the number of separate analyses and type I error. Anybody who knows, please do me a favor.</p>
<p>The following is my data</p>
<pre><code>site YEAR GENOTYPE PATTERN T density
1 1 G S T1 3.0035
2 1 G S T1 3.0538
3 1 G S T1 2.9939
4 1 G S T1 2.8506
5 1 G M T1 2.7316
6 1 G M T1 2.7789
7 1 G M T1 2.8791
8 1 G M T1 2.7419
9 1 S S T1 0.6024
10 1 S S T1 0.6079
11 1 S S T1 0.6014
12 1 S S T1 0.5855
13 1 S M T1 0.5719
14 1 S M T1 0.5774
15 1 S M T1 0.5887
16 1 S M T1 0.5731
1 2 G S T1 3.3064
2 2 G S T1 3.2896
3 2 G S T1 3.3448
4 2 G S T1 3.4615
5 2 G M T1 3.4104
6 2 G M T1 3.3243
7 2 G M T1 3.3477
8 2 G M T1 3.4031
9 2 S S T1 3.3660
10 2 S S T1 3.3025
11 2 S S T1 3.3760
12 2 S S T1 3.3038
13 2 S M T1 3.4237
14 2 S M T1 3.5357
15 2 S M T1 3.5001
16 2 S M T1 3.4195
1 3 G S T1 2.2068
2 3 G S T1 2.1492
3 3 G S T1 2.0969
4 3 G S T1 2.3010
5 3 G M T1 1.7404
6 3 G M T1 1.8388
7 3 G M T1 1.5185
8 3 G M T1 1.6128
9 3 S S T1 2.3636
10 3 S S T1 2.5092
11 3 S S T1 2.0828
12 3 S S T1 2.4065
13 3 S M T1 1.9243
14 3 S M T1 2.0645
15 3 S M T1 2.0000
16 3 S M T1 2.0170
1 1 G S T2 3.6379
2 1 G S T2 3.5680
3 1 G S T2 3.6095
4 1 G S T2 3.6999
5 1 G M T2 3.4241
6 1 G M T2 3.5053
7 1 G M T2 3.4559
8 1 G M T2 3.4751
9 1 S S T2 0.6663
10 1 S S T2 0.6597
11 1 S S T2 0.6637
12 1 S S T2 0.6721
13 1 S M T2 0.6458
14 1 S M T2 0.6537
15 1 S M T2 0.6489
16 1 S M T2 0.6508
1 2 G S T2 4.5387
2 2 G S T2 4.5442
3 2 G S T2 4.5174
4 2 G S T2 4.5464
5 2 G M T2 4.3512
6 2 G M T2 4.4067
7 2 G M T2 4.4090
8 2 G M T2 4.1965
9 2 S S T2 4.5641
10 2 S S T2 4.5103
11 2 S S T2 4.6466
12 2 S S T2 4.5205
13 2 S M T2 4.4246
14 2 S M T2 4.3424
15 2 S M T2 4.4487
16 2 S M T2 4.3642
1 3 G S T2 3.0099
2 3 G S T2 3.0730
3 3 G S T2 2.9657
4 3 G S T2 3.1807
5 3 G M T2 2.6812
6 3 G M T2 2.3729
7 3 G M T2 2.8820
8 3 G M T2 2.4800
9 3 S S T2 3.1364
10 3 S S T2 3.0839
11 3 S S T2 2.9036
12 3 S S T2 2.9850
13 3 S M T2 2.7412
14 3 S M T2 2.8202
15 3 S M T2 2.3692
16 3 S M T2 2.5866
1 1 G S T3 3.3762
2 1 G S T3 3.3531
3 1 G S T3 3.5340
4 1 G S T3 3.4096
5 1 G M T3 3.4263
6 1 G M T3 3.1959
7 1 G M T3 3.2973
8 1 G M T3 3.1915
9 1 S S T3 0.6411
10 1 S S T3 0.6388
11 1 S S T3 0.6565
12 1 S S T3 0.6444
13 1 S M T3 0.6460
14 1 S M T3 0.6228
15 1 S M T3 0.6332
16 1 S M T3 0.6224
1 2 G S T3 5.4512
2 2 G S T3 5.3256
3 2 G S T3 5.5334
4 2 G S T3 5.3601
5 2 G M T3 4.9647
6 2 G M T3 5.0390
7 2 G M T3 5.0628
8 2 G M T3 5.0739
9 2 S S T3 5.3199
10 2 S S T3 5.2441
11 2 S S T3 5.2672
12 2 S S T3 5.3007
13 2 S M T3 5.1314
14 2 S M T3 5.0120
15 2 S M T3 5.1177
16 2 S M T3 5.0052
1 3 G S T3 2.8808
2 3 G S T3 3.0839
3 3 G S T3 2.7931
4 3 G S T3 2.8555
5 3 G M T3 2.6902
6 3 G M T3 2.7723
7 3 G M T3 2.8293
8 3 G M T3 2.9299
9 3 S S T3 2.5911
10 3 S S T3 2.5587
11 3 S S T3 2.7818
12 3 S S T3 2.7332
13 3 S M T3 2.8414
14 3 S M T3 2.7024
15 3 S M T3 2.6955
16 3 S M T3 2.9365
1 1 G S T4 2.9309
2 1 G S T4 2.9186
3 1 G S T4 3.0249
4 1 G S T4 3.0910
5 1 G M T4 2.9745
6 1 G M T4 2.9538
7 1 G M T4 3.1179
8 1 G M T4 3.0588
9 1 S S T4 0.5945
10 1 S S T4 0.5931
11 1 S S T4 0.6048
12 1 S S T4 0.6118
13 1 S M T4 0.5993
14 1 S M T4 0.5970
15 1 S M T4 0.6147
16 1 S M T4 0.6084
1 2 G S T4 5.3077
2 2 G S T4 5.4044
3 2 G S T4 5.4797
4 2 G S T4 5.4220
5 2 G M T4 5.1803
6 2 G M T4 5.2498
7 2 G M T4 5.3166
8 2 G M T4 5.2693
9 2 S S T4 5.7061
10 2 S S T4 5.4886
11 2 S S T4 5.5974
12 2 S S T4 5.6148
13 2 S M T4 5.3078
14 2 S M T4 5.1670
15 2 S M T4 5.1887
16 2 S M T4 5.2186
1 3 G S T4 4.1525
2 3 G S T4 4.1609
3 3 G S T4 4.1169
4 3 G S T4 4.1687
5 3 G M T4 3.9305
6 3 G M T4 3.9376
7 3 G M T4 3.9668
8 3 G M T4 3.9696
9 3 S S T4 4.1293
10 3 S S T4 4.1358
11 3 S S T4 4.1450
12 3 S S T4 4.1527
13 3 S M T4 3.8382
14 3 S M T4 3.8435
15 3 S M T4 3.8405
16 3 S M T4 3.8439
1 1 G S T5 3.2206
2 1 G S T5 3.0726
3 1 G S T5 3.0228
4 1 G S T5 3.1284
5 1 G M T5 2.6253
6 1 G M T5 2.7760
7 1 G M T5 2.7774
8 1 G M T5 2.7388
9 1 S S T5 0.6254
10 1 S S T5 0.6099
11 1 S S T5 0.6045
12 1 S S T5 0.6158
13 1 S M T5 0.5593
14 1 S M T5 0.5770
15 1 S M T5 0.5772
16 1 S M T5 0.5727
1 2 G S T5 3.6946
2 2 G S T5 3.7158
3 2 G S T5 3.6597
4 2 G S T5 3.6553
5 2 G M T5 3.5065
6 2 G M T5 3.3351
7 2 G M T5 3.4609
8 2 G M T5 3.3047
9 2 S S T5 3.5875
10 2 S S T5 3.4774
11 2 S S T5 3.5924
12 2 S S T5 3.5771
13 2 S M T5 3.2695
14 2 S M T5 3.3753
15 2 S M T5 3.2916
16 2 S M T5 3.2804
1 3 G S T5 3.6772
2 3 G S T5 3.6558
3 3 G S T5 3.6118
4 3 G S T5 3.6636
5 3 G M T5 3.3967
6 3 G M T5 3.4834
7 3 G M T5 3.3992
8 3 G M T5 3.6731
9 3 S S T5 3.6242
10 3 S S T5 3.6307
11 3 S S T5 3.6396
12 3 S S T5 3.6069
13 3 S M T5 3.4087
14 3 S M T5 3.4874
15 3 S M T5 3.3094
16 3 S M T5 3.6386
1 1 G S T6 2.7332
2 1 G S T6 2.6684
3 1 G S T6 2.8573
4 1 G S T6 2.6365
5 1 G M T6 2.2788
6 1 G M T6 2.4624
7 1 G M T6 2.4728
8 1 G M T6 2.3365
9 1 S S T6 0.5721
10 1 S S T6 0.5645
11 1 S S T6 0.5863
12 1 S S T6 0.5607
13 1 S M T6 0.5157
14 1 S M T6 0.5394
15 1 S M T6 0.5407
16 1 S M T6 0.5233
1 2 G S T6 3.0955
2 2 G S T6 3.0941
3 2 G S T6 3.1123
4 2 G S T6 3.0821
5 2 G M T6 2.8195
6 2 G M T6 2.8609
7 2 G M T6 2.9085
8 2 G M T6 2.9745
9 2 S S T6 3.0465
10 2 S S T6 2.9566
11 2 S S T6 3.0422
12 2 S S T6 2.9360
13 2 S M T6 2.9494
14 2 S M T6 2.9652
15 2 S M T6 2.9309
16 2 S M T6 3.0000
1 3 G S T6 2.9079
2 3 G S T6 2.8768
3 3 G S T6 2.7882
4 3 G S T6 2.9689
5 3 G M T6 2.7259
6 3 G M T6 2.6875
7 3 G M T6 2.5340
8 3 G M T6 2.6170
9 3 S S T6 2.0934
10 3 S S T6 2.0043
11 3 S S T6 2.0043
12 3 S S T6 2.2201
13 3 S M T6 2.3927
14 3 S M T6 2.4786
15 3 S M T6 2.5453
16 3 S M T6 2.4928
1 1 G S T7 2.7459
2 1 G S T7 2.6503
3 1 G S T7 2.6222
4 1 G S T7 2.7143
5 1 G M T7 2.7348
6 1 G M T7 2.6739
7 1 G M T7 2.7505
8 1 G M T7 2.6053
9 1 S S T7 0.5736
10 1 S S T7 0.5623
11 1 S S T7 0.5590
12 1 S S T7 0.5699
13 1 S M T7 0.5723
14 1 S M T7 0.5651
15 1 S M T7 0.5741
16 1 S M T7 0.5569
1 2 G S T7 2.6702
2 2 G S T7 2.5635
3 2 G S T7 2.6946
4 2 G S T7 2.7118
5 2 G M T7 2.1614
6 2 G M T7 2.1004
7 2 G M T7 2.0792
8 2 G M T7 2.3010
9 2 S S T7 2.2175
10 2 S S T7 2.3892
11 2 S S T7 2.3284
12 2 S S T7 2.3010
13 2 S M T7 2.3222
14 2 S M T7 2.1139
15 2 S M T7 2.1461
16 2 S M T7 2.0128
1 3 G S T7 2.5328
2 3 G S T7 2.5623
3 3 G S T7 2.4624
4 3 G S T7 2.6075
5 3 G M T7 1.7709
6 3 G M T7 1.5315
7 3 G M T7 1.6902
8 3 G M T7 1.6021
9 3 S S T7 2.4786
10 3 S S T7 2.3729
11 3 S S T7 2.5809
12 3 S S T7 2.6191
13 3 S M T7 1.8388
14 3 S M T7 2.0969
15 3 S M T7 1.9590
16 3 S M T7 2.1271
1 1 G S T8 2.6180
2 1 G S T8 2.6405
3 1 G S T8 2.6385
4 1 G S T8 2.6875
5 1 G M T8 2.5092
6 1 G M T8 2.6107
7 1 G M T8 2.7185
8 1 G M T8 2.6964
9 1 S S T8 0.5585
10 1 S S T8 0.5612
11 1 S S T8 0.5609
12 1 S S T8 0.5667
13 1 S M T8 0.5452
14 1 S M T8 0.5576
15 1 S M T8 0.5704
16 1 S M T8 0.5678
1 2 G S T8 3.1355
2 2 G S T8 3.2087
3 2 G S T8 3.2117
4 2 G S T8 3.3015
5 2 G M T8 3.0580
6 2 G M T8 3.2695
7 2 G M T8 3.2269
8 2 G M T8 2.9881
9 2 S S T8 3.0569
10 2 S S T8 3.0035
11 2 S S T8 3.2405
12 2 S S T8 3.0402
13 2 S M T8 3.1294
14 2 S M T8 3.1623
15 2 S M T8 3.2095
16 2 S M T8 3.0645
1 3 G S T8 2.1430
2 3 G S T8 2.2175
3 3 G S T8 2.2788
4 3 G S T8 2.3118
5 3 G M T8 2.0607
6 3 G M T8 2.3617
7 3 G M T8 2.1430
8 3 G M T8 2.4928
9 3 S S T8 2.0043
10 3 S S T8 2.1335
11 3 S S T8 1.9085
12 3 S S T8 2.0645
13 3 S M T8 2.0645
14 3 S M T8 2.3096
15 3 S M T8 2.3784
16 3 S M T8 2.3404
1 1 G S T9 2.4265
2 1 G S T9 2.4886
3 1 G S T9 2.4393
4 1 G S T9 2.4166
5 1 G M T9 2.0569
6 1 G M T9 2.1106
7 1 G M T9 2.2833
8 1 G M T9 2.1553
9 1 S S T9 0.5349
10 1 S S T9 0.5426
11 1 S S T9 0.5365
12 1 S S T9 0.5336
13 1 S M T9 0.4853
14 1 S M T9 0.4928
15 1 S M T9 0.5163
16 1 S M T9 0.4990
1 2 G S T9 3.1258
2 2 G S T9 3.2368
3 2 G S T9 3.1498
4 2 G S T9 3.3566
5 2 G M T9 2.9956
6 2 G M T9 3.0888
7 2 G M T9 3.0265
8 2 G M T9 2.9279
9 2 S S T9 3.0892
10 2 S S T9 3.2253
11 2 S S T9 3.0531
12 2 S S T9 3.0212
13 2 S M T9 2.8176
14 2 S M T9 3.0170
15 2 S M T9 2.8899
16 2 S M T9 2.8993
1 3 G S T9 2.4928
2 3 G S T9 2.3979
3 3 G S T9 2.3617
4 3 G S T9 2.2279
5 3 G M T9 2.3324
6 3 G M T9 2.5705
7 3 G M T9 2.3892
8 3 G M T9 2.7738
9 3 S S T9 2.7839
10 3 S S T9 2.8537
11 3 S S T9 3.0527
12 3 S S T9 2.8904
13 3 S M T9 2.2355
14 3 S M T9 2.3160
15 3 S M T9 2.3404
16 3 S M T9 3.1072
1 1 G S T10 2.5145
2 1 G S T10 2.4728
3 1 G S T10 2.4487
4 1 G S T10 2.4639
5 1 G M T10 2.4757
6 1 G M T10 2.5328
7 1 G M T10 2.5441
8 1 G M T10 2.3075
9 1 S S T10 0.5459
10 1 S S T10 0.5407
11 1 S S T10 0.5377
12 1 S S T10 0.5396
13 1 S M T10 0.5410
14 1 S M T10 0.5481
15 1 S M T10 0.5495
16 1 S M T10 0.5195
1 2 G S T10 2.0414
2 2 G S T10 2.0086
3 2 G S T10 2.0792
4 2 G S T10 2.1206
5 2 G M T10 2.2788
6 2 G M T10 2.2923
7 2 G M T10 2.3856
8 2 G M T10 2.1959
9 2 S S T10 2.1959
10 2 S S T10 2.1703
11 2 S S T10 2.4232
12 2 S S T10 2.2041
13 2 S M T10 2.3139
14 2 S M T10 2.2856
15 2 S M T10 2.2227
16 2 S M T10 2.1239
1 3 G S T10 2.3711
2 3 G S T10 2.5502
3 3 G S T10 2.4133
4 3 G S T10 2.6031
5 3 G M T10 2.7694
6 3 G M T10 2.8768
7 3 G M T10 2.7803
8 3 G M T10 2.7340
9 3 S S T10 2.8331
10 3 S S T10 2.9036
11 3 S S T10 2.8976
12 3 S S T10 2.7767
13 3 S M T10 2.7435
14 3 S M T10 2.8727
15 3 S M T10 2.7860
16 3 S M T10 2.8457
</code></pre>
<p>@mpiktas:Just as you proposed,I didn't show my goal. My interest is to: (1)compare the response of a pest density to planting pattern and genotype;(2)is there any discrepancy among 3 successive years? I have tried linear mixed effect model using year as a random factor, to reduce the number of separate analyses and type I error using R. The concerned code is followed:</p>
<pre><code>Data <- read.csv("aphids.csv", header=T)
Data$T <- as.numeric(Data$T)
library(nlme)
aphids.lme <- lme(density ~ GENOTYPE*PATTERN+year+site , random=~T| year,
method=”ML”, na.action=na.omit, data=Data)
summary(aphids.lme)
</code></pre>
<p>is this right?</p>
|
g48260
|
[
-0.0038463862147182226,
-0.040856484323740005,
0.04699333757162094,
-0.06528792530298233,
-0.02075209841132164,
-0.003946163225919008,
0.09339722245931625,
-0.011357246898114681,
-0.004703840706497431,
-0.0115746408700943,
0.015085780993103981,
0.020461630076169968,
0.05080640688538551,
0.012309144251048565,
-0.009516730904579163,
0.009926434606313705,
0.03003631718456745,
-0.013360016979277134,
0.04296157881617546,
0.018300579860806465,
-0.04801856726408005,
0.05466042086482048,
-0.011180160567164421,
-0.019797226414084435,
-0.047468945384025574,
-0.019868554547429085,
-0.04100877419114113,
0.034134916961193085,
-0.06250760704278946,
-0.007644581142812967,
0.04119597747921944,
0.026488645002245903,
-0.0035101750399917364,
-0.057098884135484695,
-0.05782974883913994,
0.04369756579399109,
-0.0028449553065001965,
0.047521647065877914,
-0.008944576606154442,
0.011143232695758343,
0.012949553318321705,
-0.039148300886154175,
0.033147167414426804,
0.04051225632429123,
-0.04720513895153999,
0.01401703804731369,
-0.010959410108625889,
-0.02937053143978119,
0.03630495443940163,
-0.03450348600745201,
-0.016720646992325783,
0.03223621845245361,
0.05903490260243416,
0.0052292365580797195,
0.020758571103215218,
0.03282839059829712,
-0.023602353408932686,
0.011591698974370956,
0.0012751404428854585,
0.02216896042227745,
0.011032067239284515,
-0.028721554204821587,
-0.04308701306581497,
-0.0032145825680345297,
-0.007343849167227745,
0.04140005633234978,
0.03124464675784111,
-0.005799677688628435,
-0.013499410822987556,
-0.08877354115247726,
-0.0068542612716555595,
-0.028839150443673134,
0.012204442173242569,
-0.010479390621185303,
-0.013857422396540642,
0.011227015405893326,
-0.001180392224341631,
-0.0026833307929337025,
0.04027416184544563,
0.023511582985520363,
-0.030958164483308792,
0.04006950929760933,
-0.056935034692287445,
0.03272859379649162,
0.013630097731947899,
-0.0064435796812176704,
0.003202557796612382,
-0.06640315800905228,
0.023116759955883026,
-0.024168282747268677,
0.030895764008164406,
0.02812415547668934,
0.046361085027456284,
0.0034674026537686586,
0.02000395394861698,
0.040288809686899185,
-0.0003408826014492661,
-0.0014978814870119095,
-0.002406508196145296,
-0.020562924444675446,
-0.0049277725629508495,
0.03921627253293991,
-0.0013374536065384746,
-0.006746259052306414,
-0.08725038170814514,
0.006747853942215443,
0.0107343178242445,
-0.003150342032313347,
-0.013078655116260052,
0.0020578154362738132,
-0.030710984021425247,
0.0036102146841585636,
-0.07708129286766052,
0.029023535549640656,
-0.0068811168894171715,
-0.06692980229854584,
0.030857713893055916,
0.024964170530438423,
0.0019146983977407217,
-0.06258567422628403,
-0.0050408258102834225,
-0.01958549953997135,
0.020898642018437386,
0.013914885930716991,
-0.04498014599084854,
-0.04366415739059448,
-0.0028828270733356476,
0.012504925020039082,
0.006678481120616198,
-0.0553940087556839,
-0.005334752611815929,
0.04287152737379074,
0.04148748144507408,
0.06264542788267136,
-0.0063536567613482475,
-0.02556363306939602,
-0.0677858218550682,
0.09014514088630676,
0.008124644868075848,
0.006588127464056015,
-0.013631682842969894,
0.0014768297551199794,
-0.0014077264349907637,
-0.06869631260633469,
0.048578839749097824,
0.06570471078157425,
0.027332687750458717,
0.0007584287086501718,
-0.026362525299191475,
0.024595927447080612,
0.02244032360613346,
0.001203724998049438,
-0.05295174941420555,
0.03237023949623108,
-0.053388264030218124,
-0.016207626089453697,
-0.007947881706058979,
0.015035317279398441,
-0.007456970401108265,
0.041748058050870895,
-0.02745841071009636,
-0.0653543770313263,
0.029848475009202957,
0.00846099853515625,
-0.0004920159699395299,
0.005489171948283911,
0.04401610419154167,
-0.022193511947989464,
-0.011563478037714958,
-0.020828625187277794,
-0.003543064696714282,
0.00980561226606369,
0.002261355286464095,
-0.061519548296928406,
0.007885752245783806,
0.022468004375696182,
0.02392406575381756,
-0.0031011002138257027,
0.039426419883966446,
0.027466731145977974,
0.007833258248865604,
0.023938823491334915,
0.02792689949274063,
-0.05010609328746796,
-0.019469451159238815,
-0.03995829448103905,
0.044385191053152084,
0.03517082706093788,
-0.01269183587282896,
-0.04740336537361145,
0.020259026437997818,
-0.04493698477745056,
-0.014921735040843487,
0.004369690082967281,
-0.018403444439172745,
-0.014581887982785702,
-0.024671969935297966,
-0.034259770065546036,
0.01040744874626398,
-0.02021050825715065,
-0.0621342808008194,
0.03379489481449127,
-0.043840523809194565,
0.04503318667411804,
-0.04243408516049385,
-0.05488899350166321,
0.051214881241321564,
0.02610951103270054,
-0.015120812691748142,
0.017536723986268044,
-0.08026538789272308,
-0.02784581482410431,
-0.039003707468509674,
0.06508556008338928,
-0.029006807133555412,
-0.014188431203365326,
0.025235073640942574,
0.017208613455295563,
-0.029844537377357483,
0.024779126048088074,
-0.009110911749303341,
-0.013328298926353455,
0.02579784393310547,
0.07303092628717422,
-0.006716737523674965,
0.030219122767448425,
0.08136185258626938,
-0.015369698405265808,
-0.025031542405486107,
0.02158375084400177,
0.0011506805894896388,
-0.005682667717337608,
-0.010458801873028278,
-0.03273351490497589,
0.020868243649601936,
0.013270333409309387,
0.02281199023127556,
-0.03952249512076378,
-0.07703801244497299,
-0.03726718947291374,
-0.021775037050247192,
0.03935676068067551,
-0.05876699090003967,
0.013331527821719646,
0.03203903138637543,
0.019890816882252693,
0.028211724013090134,
-0.011887193657457829,
0.00757205905392766,
0.010962673462927341,
-0.026150207966566086,
0.05232711508870125,
0.04024625942111015,
0.0025088461115956306,
0.017831670120358467,
-0.03360027074813843,
-0.0015771137550473213,
-0.008807001635432243,
0.07159750163555145,
0.03915543109178543,
-0.014091407880187035,
0.008771628141403198,
0.041106030344963074,
-0.006704129744321108,
0.009134956635534763,
-0.05356428772211075,
-0.023266581818461418,
-0.04233444109559059,
-0.0507332868874073,
0.013363017700612545,
-0.028509099036455154,
-0.0242333821952343,
0.059541814029216766,
0.0038147743325680494,
0.007296686992049217,
0.06322098523378372,
-0.03321210294961929,
0.003958323039114475,
0.0036552457604557276,
0.013434401713311672,
0.0394967645406723,
-0.03129243478178978,
0.002291793702170253,
0.02906888537108898,
0.047380704432725906,
-0.022725414484739304,
0.059881072491407394,
0.010593650862574577,
-0.023087769746780396,
0.041445791721343994,
-0.045252811163663864,
-0.012697840109467506,
0.03454906493425369,
0.012525488622486591,
0.01706708036363125,
0.011707605794072151,
-0.015748709440231323,
-0.05137374997138977,
0.06973913311958313,
0.04032597318291664,
-0.003538596909493208,
0.06398652493953705,
0.025853382423520088,
0.006846799980849028,
0.04963945969939232,
-0.050809767097234726,
-0.030874667689204216,
-0.018169140443205833,
-0.030230019241571426,
-0.05599374696612358,
-0.025304144248366356,
-0.023908911272883415,
-0.012194112874567509,
-0.0368049331009388,
0.01895185373723507,
0.03319881111383438,
0.001420758431777358,
-0.01643536612391472,
0.033170755952596664,
-0.06100324168801308,
0.0027733624447137117,
-0.06106151267886162,
-0.0023581471759825945,
0.011682536453008652,
-0.0069819302298128605,
0.04777739942073822,
-0.004383030813187361,
0.031329359859228134,
-0.02424587681889534,
0.011143680661916733,
0.03417862951755524,
0.026942044496536255,
0.02532072737812996,
-0.022057104855775833,
-0.007755661848932505,
0.01766541227698326,
-0.007845111191272736,
0.016524404287338257,
-0.005951234605163336,
0.0017081836704164743,
-0.0823688805103302,
-0.0062645613215863705,
0.03816705569624901,
-0.015104582533240318,
0.0013075773604214191,
-0.01853037439286709,
-0.018009476363658905,
-0.02103503979742527,
-0.06000562384724617,
0.011881542392075062,
0.02059822343289852,
-0.054363369941711426,
0.02093854919075966,
-0.04202545806765556,
0.016265761107206345,
-0.00475145410746336,
0.06631810963153839,
-0.0641816183924675,
0.014387352392077446,
-0.009664351120591164,
0.012287599965929985,
-0.03038346767425537,
-0.007211605086922646,
0.03966471180319786,
0.004995407536625862,
0.07177560031414032,
0.04647187143564224,
0.1019761934876442,
0.06898336857557297,
0.016614625230431557,
-0.03319740295410156,
0.01827329210937023,
0.04369005933403969,
-0.04194047302007675,
-0.05127310752868652,
0.007671572268009186,
-0.021333560347557068,
0.030368540436029434,
-0.015095911920070648,
0.0923352986574173,
0.012343677692115307,
-0.005637753754854202,
-0.02118903584778309,
-0.013489683158695698,
-0.05200253054499626,
-0.03746286779642105,
-0.0033292926382273436,
-0.016054414212703705,
0.025864146649837494,
0.02233772911131382,
-0.0182737335562706,
0.03551546856760979,
-0.08746162801980972,
0.036249421536922455,
0.00562392920255661,
0.020856624469161034,
0.033908646553754807,
0.08676239848136902,
-0.025422191247344017,
0.06400810927152634,
-0.03140551596879959,
-0.03603222966194153,
0.04290865734219551,
0.05464496836066246,
-0.02713438682258129,
-0.0027439743280410767,
-0.015921393409371376,
-0.0007659231778234243,
-0.011300642974674702,
0.022054191678762436,
-0.04586849734187126,
0.029039893299341202,
0.04176441952586174,
-0.028907641768455505,
-0.0011768267722800374,
-0.008495423011481762,
0.11753380298614502,
-0.015415815636515617,
-0.04372217506170273,
-0.030947210267186165,
0.010724612511694431,
0.08655538409948349,
-0.07320040464401245,
-0.0211558286100626,
0.02851524017751217,
-0.013906506821513176,
0.00029369990807026625,
-0.0014739750185981393,
0.00929740909487009,
-0.023601192981004715,
0.019263755530118942,
0.046532273292541504,
-0.04635583981871605,
-0.05286310240626335,
-0.006180159281939268,
0.015040541999042034,
-0.0497143492102623,
0.034039899706840515,
-0.028614472597837448,
-0.056057509034872055,
-0.017526695504784584,
-0.018852557986974716,
0.03330689296126366,
0.021689530462026596,
-0.04441425949335098,
0.03743620216846466,
0.00031575356842949986,
-0.058523327112197876,
0.02929554507136345,
0.07488954067230225,
0.04363837093114853,
0.008475628681480885,
0.034914322197437286,
0.010921794921159744,
0.008963283151388168,
-0.03224587067961693,
0.020515022799372673,
0.03699973598122597,
0.0061761001124978065,
0.04507311433553696,
-0.020854676142334938,
0.018284665420651436,
-0.06365741789340973,
-0.06086193397641182,
0.020624032244086266,
-0.03608663007616997,
-0.03694722801446915,
0.004660662729293108,
-0.005494500510394573,
-0.04686760902404785,
-0.008637727238237858,
-0.026791827753186226,
0.05265260487794876,
-0.02215215377509594,
-0.011923491954803467,
0.05506529286503792,
-0.01288365013897419,
-0.03834371641278267,
0.03698072209954262,
-0.04094553738832474,
-0.062404386699199677,
-0.061869870871305466,
-0.0015240776119753718,
0.0299751628190279,
0.021003125235438347,
-0.010593554936349392,
-0.021554429084062576,
-0.02194812148809433,
0.0378546416759491,
-0.016762347891926765,
0.016954006627202034,
-0.03336462005972862,
0.056620847433805466,
-0.014699735678732395,
0.00042575300903990865,
-0.024605033919215202,
0.07771322131156921,
-0.03126969188451767,
0.002571050077676773,
-0.037765588611364365,
-0.05246138200163841,
0.02696317806839943,
-0.016952412202954292,
-0.009133374318480492,
-0.03446706011891365,
0.011594698764383793,
0.04634186252951622,
0.03542162850499153,
-0.0014083965215831995,
0.008856568485498428,
0.0035224349703639746,
0.03203233703970909,
0.07430730015039444,
-0.02786491997539997,
0.00796622596681118,
-0.005561124999076128,
0.0028965771198272705,
0.040067873895168304,
-0.04540971294045448,
-0.02325107343494892,
0.0513458177447319,
0.0029458608478307724,
-0.0018229908309876919,
-0.001127334893681109,
0.07148700207471848,
-0.05358951911330223,
-0.07405385375022888,
-0.06865178793668747,
-0.004591906908899546,
-0.041716381907463074,
-0.06678397208452225,
-0.0015530927339568734,
0.03909850865602493,
-0.014773348346352577,
0.02389511652290821,
-0.0050326078198850155,
0.021840309724211693,
0.021002400666475296,
-0.007056741509586573,
-0.03271910548210144,
-0.01575731486082077,
0.02470516599714756,
-0.0031420469749718904,
-0.06568939983844757,
-0.06673622131347656,
-0.025423811748623848,
0.01757054217159748,
-0.03340654447674751,
0.03388644754886627,
-0.03523556515574455,
-0.0011986327590420842,
-0.019506506621837616,
0.07590201497077942,
-0.002605890855193138,
-0.003675800049677491,
-0.02398066781461239,
-0.041507404297590256,
-0.03666236996650696,
-0.0011690319515764713,
0.05158066004514694,
-0.04481015354394913,
0.001903954311273992,
0.007093415595591068,
0.0116903530433774,
0.04584738612174988,
-0.02009286917746067,
-0.041279517114162445,
-0.012000633403658867,
0.00048337350017391145,
0.04133367910981178,
0.01712999865412712,
-0.07334666699171066,
0.006311886012554169,
0.05138854309916496,
-0.00483489828184247,
-0.0029138994868844748,
0.013387221843004227,
-0.03551705926656723,
-0.0009821034036576748,
-0.01788884960114956,
-0.008372247219085693,
-0.047164931893348694,
-0.0443970188498497,
-0.016772976145148277,
0.01121051050722599,
0.0555032342672348,
-0.0287970919162035,
-0.007808332797139883,
0.016141334548592567,
-0.013188441284000874,
-0.07611111551523209,
0.02038736082613468,
0.06379321962594986,
0.01977965235710144,
-0.0023800779599696398,
0.032280754297971725,
0.0060587115585803986,
0.04141765460371971,
0.04034937545657158,
-0.06803026050329208,
0.008916063234210014,
-0.026530016213655472,
0.041626717895269394,
-0.0033401635009795427,
0.02828237973153591,
0.015341013669967651,
-0.06652310490608215,
-0.025449547916650772,
-0.035502322018146515,
-0.009677273221313953,
-0.01973598636686802,
-0.05846301466226578,
0.01942281424999237,
0.0016766386106610298,
0.03278445824980736,
-0.012140723876655102,
-0.016310399398207664,
0.011619830504059792,
-0.029445791617035866,
0.05419645085930824,
0.021277472376823425,
-0.002100857440382242,
-0.008555315434932709,
-0.0560632161796093,
-0.07788011431694031,
0.03220755606889725,
0.03200916945934296,
-0.04039936140179634,
-0.017705438658595085,
-0.034752797335386276,
0.004907045979052782,
0.01681196317076683,
0.018665360286831856,
0.03954761102795601,
-0.05743534117937088,
0.02170102298259735,
-0.016362633556127548,
0.054013561457395554,
0.018814291805028915,
0.07474856078624725,
0.01055331900715828,
0.055527396500110626,
-0.03232429921627045,
-0.03921927139163017,
0.05909183248877525,
-0.006902792025357485,
0.017551425844430923,
0.05723920837044716,
-0.006029845681041479,
-0.009876864030957222,
0.00044587216689251363,
0.02314949780702591,
-0.017405947670340538,
-0.01912069506943226,
0.07972948253154755,
0.028623497113585472,
0.0215886440128088,
0.05582858622074127,
0.07104171812534332,
-0.035798151046037674,
-0.06727433204650879,
-0.09141799062490463,
-0.004211013671010733,
-0.03773755580186844,
-0.025126738473773003,
0.06641396880149841,
-0.012259071692824364,
0.028674684464931488,
0.019205424934625626,
-0.004562283866107464,
-0.011961639858782291,
-0.02771783247590065,
0.03144380450248718,
0.02049952745437622,
0.0497245118021965,
-0.022573105990886688,
0.0008730029803700745,
-0.019948454573750496,
-0.04585615545511246,
-0.043314795941114426,
0.0461476594209671,
0.008590945042669773,
0.019145147874951363,
-0.020668713375926018,
0.007412630133330822,
0.000970828696154058,
-0.07112602144479752,
-0.036553334444761276,
0.011487101204693317,
0.047878097742795944,
-0.030551165342330933,
0.0021007782779634,
-0.057864896953105927,
0.05545732378959656,
-0.005559014622122049,
0.03445671126246452,
-0.03982415795326233,
0.004404094535857439,
0.02505321614444256,
0.08893933147192001,
0.01887669414281845,
0.02948795258998871,
-0.011584930121898651,
-0.06456651538610458,
0.06874921917915344,
-0.03875214233994484,
-0.060021448880434036,
-0.032729122787714005,
0.004601594060659409,
-0.0331883430480957,
-0.022277768701314926,
0.053085245192050934,
0.008313870057463646,
0.07648191601037979,
0.04485871270298958,
0.026746459305286407,
0.01838367059826851,
-0.011176942847669125,
-0.01973179541528225,
0.04986584931612015,
-0.05207698792219162,
0.006332488264888525,
0.019664227962493896,
0.03871555253863335,
-0.057756006717681885,
-0.020652439445257187,
-0.004641191102564335,
0.047498203814029694,
0.013040246441960335,
-0.03828078508377075,
-0.007384842727333307,
-0.06332851201295853,
-0.05234435573220253,
0.017452850937843323,
0.01872243359684944,
0.07055491954088211,
0.0395151823759079,
-0.005153120495378971,
-0.05192947015166283,
0.059063058346509933,
-0.051850371062755585,
0.02873208001255989,
0.02789207361638546,
0.012737302109599113,
0.0004882262146566063,
-0.0025422682520002127,
-0.04319697618484497,
0.019052553921937943,
-0.013613427057862282,
-0.03275103121995926,
-0.021871430799365044,
-0.01405773963779211,
-0.06388086080551147,
0.06141804903745651,
-0.00021740076772402972,
-0.0022405090276151896,
0.004239398520439863,
0.03656833991408348,
0.06925374269485474,
-0.06294767558574677,
0.007821052335202694,
-0.06769086420536041,
-0.03579815849661827,
0.09587164968252182,
0.04187959060072899,
0.0009496567654423416,
-0.007246921770274639,
-0.0034378254786133766
] |
<p>I wish to simulate from a normal density (say mean=1, sd=1) but only want positive values.</p>
<p>One way is to simulate from a normal and take the absolute value. I think of this as a folded normal.</p>
<p>I see in R there are functions for truncated random variable generation. If I simulate from a truncated normal (truncation at 0) is this equivalent to the folded approach?</p>
|
g73990
|
[
-0.008146939799189568,
-0.030833996832370758,
-0.0008260296890512109,
-0.07541197538375854,
-0.06705237925052643,
0.01876109093427658,
0.030867328867316246,
0.0012237324845045805,
-0.03647980839014053,
-0.004002220928668976,
0.028511764481663704,
-0.00827755406498909,
0.06352553516626358,
-0.01761145517230034,
-0.022890932857990265,
0.019572921097278595,
-0.011805398389697075,
-0.006009826436638832,
-0.020880913361907005,
0.027247535064816475,
-0.038958244025707245,
-0.05213974416255951,
0.01462302915751934,
-0.012553938664495945,
-0.021599557250738144,
-0.011450978927314281,
-0.06063953414559364,
0.06721741706132889,
-0.06702104955911636,
0.010317026637494564,
-0.03370257094502449,
0.023922882974147797,
0.0529484748840332,
-0.008319438435137272,
-0.017234427854418755,
0.05358630791306496,
0.04721210524439812,
0.012618585489690304,
0.011477485299110413,
-0.00675883749499917,
-0.03460313752293587,
-0.0163482204079628,
0.025582347065210342,
0.0033983164466917515,
-0.054689958691596985,
0.05367257818579674,
0.02578544244170189,
0.023971984162926674,
0.033211980015039444,
-0.013471546582877636,
0.004976136609911919,
0.024516496807336807,
-0.03894045576453209,
-0.04668458551168442,
0.009936324320733547,
0.02349000610411167,
-0.022298045456409454,
0.013625151477754116,
0.003283630358055234,
0.005932094529271126,
0.06305272877216339,
-0.03904304653406143,
-0.031302064657211304,
-0.06372468173503876,
-0.005169243086129427,
0.02268916554749012,
0.023192359134554863,
-0.021475009620189667,
-0.06657203286886215,
-0.016184015199542046,
0.00589403323829174,
-0.00020170646894257516,
0.024889914318919182,
-0.019629700109362602,
-0.03175291046500206,
-0.005538151133805513,
0.050222452729940414,
-0.027158040553331375,
-0.01705009490251541,
0.0473097562789917,
-0.0669531598687172,
-0.0452917143702507,
0.020971694961190224,
0.041309136897325516,
0.01173702534288168,
0.012566879391670227,
0.018020253628492355,
0.047453656792640686,
-0.03353482112288475,
0.022056596353650093,
0.03957546502351761,
-0.010484077967703342,
0.05517978221178055,
0.023032445460557938,
-0.016172971576452255,
0.04388427734375,
-0.0837046280503273,
0.06535427272319794,
-0.0037366680335253477,
-0.010022192262113094,
0.04591654986143112,
0.05201290175318718,
0.08208585530519485,
-0.016169285401701927,
-0.0977175384759903,
0.007768102455884218,
0.05916648730635643,
0.02395612560212612,
0.04826941713690758,
-0.048702217638492584,
0.009305906482040882,
-0.05137809365987778,
-0.04771732911467552,
0.04332634061574936,
0.004077220801264048,
-0.031003346666693687,
0.07133615016937256,
0.00618711905553937,
-0.011589359492063522,
0.05293991416692734,
-0.002428281819447875,
0.019813172519207,
0.016613909974694252,
0.0006412271177396178,
0.015317237004637718,
-0.005036829970777035,
-0.02583738975226879,
0.06244354695081711,
0.05147319287061691,
0.021008944138884544,
0.053532108664512634,
-0.04578940197825432,
-0.07530833035707474,
0.030641434714198112,
0.02005613222718239,
0.0036253100261092186,
0.013084696605801582,
-0.010395864024758339,
0.009389510378241539,
-0.005082694813609123,
-0.051665324717760086,
-0.0016972499433904886,
-0.06016204506158829,
0.02691029943525791,
0.003688354743644595,
0.021684741601347923,
0.03480188176035881,
-0.023039961233735085,
0.005087703466415405,
0.038325369358062744,
0.03704715520143509,
0.03542517498135567,
-0.01284787803888321,
-0.05024535581469536,
0.014389300718903542,
0.0004886975511908531,
0.018668964505195618,
-0.009510272182524204,
-0.04249362275004387,
0.028889276087284088,
0.05552122741937637,
-0.02882605977356434,
-0.020754775032401085,
0.00042778189526870847,
0.020087849348783493,
0.04611821472644806,
0.020457684993743896,
-0.04750681295990944,
-0.024380594491958618,
-0.027934005483984947,
-0.0006749355816282332,
-0.027693694457411766,
-0.004249428864568472,
-0.01799548603594303,
-0.00689403060823679,
0.025134803727269173,
-0.03277979791164398,
0.052318692207336426,
0.006662675179541111,
-0.00521636288613081,
0.004632855765521526,
-0.015619215555489063,
0.05047129467129707,
-0.03454287722706795,
0.026869241148233414,
-0.03912733867764473,
-0.027917442843317986,
0.05698423087596893,
0.0039870478212833405,
-0.011136447079479694,
-0.0033253361470997334,
0.04769245162606239,
-0.021864548325538635,
-0.013102062977850437,
-0.028678255155682564,
-0.008158884011209011,
0.03610287234187126,
0.0019344480242580175,
0.05394723266363144,
0.1201738491654396,
0.07447217404842377,
0.011191918514668941,
0.0013805162161588669,
0.014072787947952747,
0.00677265552803874,
-0.03617452457547188,
0.0031338229309767485,
-0.04152795672416687,
-0.04979035630822182,
-0.027182452380657196,
0.005495251622051001,
-0.02332140877842903,
-0.003999278414994478,
0.03741925582289696,
0.008781122975051403,
0.008286545053124428,
-0.04238782078027725,
0.02982790581882,
-0.044250667095184326,
-0.021394265815615654,
-0.002853146754205227,
-0.02833264134824276,
0.050794970244169235,
0.05024866759777069,
0.02753894217312336,
0.042318083345890045,
0.019302301108837128,
0.05710407719016075,
0.035483092069625854,
-0.03806636109948158,
0.0024466810282319784,
0.027184724807739258,
-0.023119723424315453,
-0.04096512496471405,
-0.017814310267567635,
0.040277328342199326,
-0.06687658280134201,
0.0037679318338632584,
0.024406779557466507,
-0.040792301297187805,
0.01573498360812664,
0.015827365219593048,
-0.026772595942020416,
0.06707081943750381,
-0.0344039723277092,
-0.04874507337808609,
0.04813266918063164,
-0.01818171702325344,
0.06435775756835938,
0.002350480994209647,
-0.05213611200451851,
0.016878370195627213,
0.007805658038705587,
-0.043907348066568375,
0.04279801622033119,
-0.029207555577158928,
-0.02630968578159809,
-0.019124357029795647,
0.029399866238236427,
0.03895048424601555,
-0.0010566014098003507,
0.04759407788515091,
-0.0020628790371119976,
0.005763016641139984,
-0.052255239337682724,
0.03621777519583702,
-0.005939979571849108,
-0.01456727460026741,
-0.05053427070379257,
0.06152430549263954,
0.0018961441237479448,
0.0431256964802742,
0.021383173763751984,
0.056593719869852066,
0.033789947628974915,
-0.019835853949189186,
0.018390757963061333,
-0.029575971886515617,
-0.004540014546364546,
-0.004427406471222639,
0.04796756058931351,
-0.024477161467075348,
-0.01193540170788765,
-0.00045420369133353233,
0.005307059735059738,
-0.0010188224259763956,
0.03152796998620033,
-0.001860039890743792,
-0.039940573275089264,
0.049694616347551346,
-0.055421315133571625,
0.017726609483361244,
-0.026748331263661385,
0.008176765404641628,
-0.03165091946721077,
0.024849150329828262,
-0.03344711661338806,
-0.04575762152671814,
0.006295174825936556,
0.025549044832587242,
-0.05770554393529892,
-0.05754663795232773,
0.02578970417380333,
0.05969447270035744,
-0.030106468126177788,
-0.025074798613786697,
0.015295862220227718,
-0.018675504252314568,
-0.06761503219604492,
-0.009060746990144253,
-0.023143567144870758,
0.004228527192026377,
-0.02092744968831539,
-0.008315321989357471,
-0.015103024430572987,
-0.02062065526843071,
0.007806206122040749,
-0.024972673505544662,
0.04121922701597214,
-0.024412205442786217,
-0.026065945625305176,
-0.0599566213786602,
0.03809554874897003,
0.041031330823898315,
-0.007387904915958643,
0.06185223534703255,
0.0013410556130111217,
0.03615802526473999,
-0.03314249590039253,
-0.060448795557022095,
0.028765155002474785,
0.014196332544088364,
-0.007493982557207346,
0.005877749063074589,
-0.025896647945046425,
-0.05992070212960243,
-0.01691500097513199,
0.011318265460431576,
0.04653508588671684,
0.0077528697438538074,
-0.005846669897437096,
-0.046607743948698044,
-0.03971043601632118,
-0.0030086752958595753,
-0.006430255249142647,
-0.033609144389629364,
-0.015285443514585495,
0.0016647950978949666,
0.05536455288529396,
-0.02324591763317585,
-0.03657720237970352,
0.0028895142022520304,
0.06995799392461777,
-0.055996086448431015,
0.004837576765567064,
0.09799394756555557,
0.005035318899899721,
-0.026068788021802902,
0.030949413776397705,
-0.003041523974388838,
-0.007625603582710028,
-0.06949270516633987,
0.011844916269183159,
0.0343143455684185,
0.05257226154208183,
0.025527359917759895,
-0.03880147263407707,
0.024188127368688583,
-0.034230418503284454,
0.009048773907124996,
-0.0121588334441185,
-0.0047129360027611256,
0.04894428327679634,
-0.03106064908206463,
0.01940343715250492,
0.05342107266187668,
0.009648127481341362,
0.04813459515571594,
0.011414172127842903,
0.06629902124404907,
0.0588524304330349,
-0.023566490039229393,
0.03216538205742836,
-0.003206896362826228,
-0.051729537546634674,
-0.003777694422751665,
-0.0410379134118557,
0.032474931329488754,
0.027240585535764694,
-0.03905618563294411,
0.02451201155781746,
-0.08380179852247238,
-0.0567970834672451,
0.03404080122709274,
0.04088589549064636,
0.0002862022665794939,
-0.004743456840515137,
0.009071065112948418,
-0.049662310630083084,
0.05281512066721916,
-0.01573510840535164,
0.0027720131911337376,
0.036173779517412186,
-0.04467112198472023,
-0.026173420250415802,
-0.06136545166373253,
0.059715453535318375,
-0.022374287247657776,
-0.03580695018172264,
-0.031350940465927124,
0.011518142186105251,
0.030228622257709503,
0.04899313300848007,
-0.014536576345562935,
0.06743844598531723,
-0.07507390528917313,
0.0252511128783226,
0.0458286814391613,
-0.04268535226583481,
0.03594003617763519,
-0.0349699966609478,
0.029326003044843674,
-0.02254633791744709,
0.04237886145710945,
-0.04438292980194092,
0.061835289001464844,
0.06641295552253723,
-0.01286306418478489,
0.017837686464190483,
-0.0623585544526577,
0.016332576051354408,
0.03403633460402489,
-0.014390405267477036,
0.0347316712141037,
-0.07259522378444672,
-0.01341876108199358,
-0.07650487124919891,
0.01742243766784668,
-0.026358792558312416,
-0.050647035241127014,
-0.0249626487493515,
-0.061881449073553085,
-0.020744245499372482,
0.0025885861832648516,
0.005938027519732714,
0.011213099583983421,
0.004034279379993677,
-0.08395201712846756,
-0.05113996937870979,
-0.01787354238331318,
0.0009595228475518525,
0.009335110895335674,
0.008453434333205223,
-0.013825093396008015,
0.052114855498075485,
-0.015524360351264477,
-0.03740697726607323,
-0.011547178961336613,
0.043294891715049744,
0.027194127440452576,
-0.02140718139708042,
0.00016471596609335393,
0.001465552020817995,
-0.08845692127943039,
-0.023342600092291832,
0.017485883086919785,
-0.024445658549666405,
0.014127462171018124,
0.06440375000238419,
-0.05890154093503952,
-0.0033580323215574026,
-0.044887226074934006,
-0.003222516505047679,
-0.015277506783604622,
-0.022023124620318413,
0.01787637546658516,
0.0073030139319598675,
-0.05190723389387131,
0.006487737409770489,
0.01747751235961914,
-0.01809515617787838,
-0.03738153353333473,
-0.03507981821894646,
-0.017943812534213066,
0.026396039873361588,
-0.009567788802087307,
-0.011678134091198444,
-0.05619295686483383,
0.04302598908543587,
-0.002425437793135643,
0.025739924982190132,
-0.029944196343421936,
0.044527433812618256,
-0.018118925392627716,
0.009022815153002739,
-0.06287179887294769,
-0.02296692132949829,
-0.0599026195704937,
-0.08966044336557388,
-0.057363998144865036,
-0.047631435096263885,
-0.025846857577562332,
-0.003347900463268161,
0.0361005924642086,
-0.030288614332675934,
0.018478119745850563,
0.02107858657836914,
0.045171428471803665,
-0.054500043392181396,
0.06164753809571266,
0.029770221561193466,
-0.018554238602519035,
0.06560931354761124,
-0.005707193166017532,
0.01914326287806034,
0.004224431701004505,
-0.09520707279443741,
-0.026242582127451897,
-0.0765683501958847,
-0.08312900364398956,
0.05020304024219513,
-0.0034404839389026165,
0.006978742312639952,
0.023386316373944283,
-0.00409745005890727,
-0.035353317856788635,
-0.022987065836787224,
-0.009541183710098267,
0.03152216598391533,
-0.04642328992486,
-0.0382346473634243,
-0.02684408612549305,
0.026663068681955338,
0.017870843410491943,
-0.09530652314424515,
-0.01928510144352913,
-0.034709494560956955,
0.01651841774582863,
0.010394778102636337,
0.022637633606791496,
0.04578738659620285,
-0.0005062534473836422,
-0.013436462730169296,
0.011033979244530201,
0.00901896134018898,
0.01023560669273138,
-0.05226316303014755,
0.017031138762831688,
-0.00353361782617867,
-0.05656071752309799,
-0.019412176683545113,
-0.006414389703422785,
0.024571936577558517,
0.02435864694416523,
0.0031797525007277727,
0.009224592708051205,
-0.03665679693222046,
-0.03531181439757347,
-0.013014191761612892,
-0.015411194413900375,
-0.019157107919454575,
-0.036287304013967514,
0.029109148308634758,
0.017188530415296555,
-0.03153083845973015,
0.010128149762749672,
0.020261798053979874,
0.011019926518201828,
-0.005721336230635643,
0.004592925310134888,
0.0019709020853042603,
-0.001847479259595275,
0.02315160445868969,
0.02578815445303917,
0.019415030255913734,
-0.003320984775200486,
0.05656987056136131,
-0.0055014886893332005,
0.06690742820501328,
0.020329026505351067,
-0.018877629190683365,
-0.02888963185250759,
-0.035926420241594315,
-0.003958085086196661,
-0.042932987213134766,
0.00653256569057703,
-0.024276133626699448,
-0.01815364882349968,
-0.033551767468452454,
0.036790020763874054,
-0.008496112190186977,
0.004363005515187979,
-0.025904079899191856,
0.021693896502256393,
0.05605480819940567,
-0.007878967560827732,
-0.01153862290084362,
-0.07142876088619232,
0.0021011473145335913,
-0.0257896576076746,
-0.02206186018884182,
0.03507683426141739,
0.054359421133995056,
-0.08302387595176697,
0.0004497709742281586,
-0.022991476580500603,
-0.0051852562464773655,
0.015668384730815887,
-0.0027769983280450106,
0.03868890926241875,
-0.037056539207696915,
-0.001024573459289968,
-0.011969239450991154,
0.03236768767237663,
0.04793855547904968,
-0.04794453829526901,
0.0011512672062963247,
0.00759898079559207,
0.05243460461497307,
0.0002484592259861529,
0.003198706777766347,
-0.04710991308093071,
0.048173945397138596,
0.019084423780441284,
0.04033477604389191,
0.09849675744771957,
-0.045365530997514725,
-0.019273677840828896,
0.08209116756916046,
0.009197397157549858,
0.021653300151228905,
0.045939601957798004,
-0.04278893768787384,
-0.016800910234451294,
-0.005091988481581211,
0.04547677934169769,
-0.04570809751749039,
0.058247558772563934,
0.030672287568449974,
0.05178526043891907,
0.007999151013791561,
0.06486206501722336,
0.042020801454782486,
0.03925534710288048,
-0.0037223065737634897,
0.013964634388685226,
0.019671151414513588,
0.0249553844332695,
-0.0358264297246933,
0.016810474917292595,
0.045342396944761276,
0.0016697001410648227,
-0.039053257554769516,
0.037372905761003494,
-0.013611666858196259,
0.06169036775827408,
0.026833059266209602,
0.034577835351228714,
-0.0014494337374344468,
-0.008447171188890934,
-0.05222025886178017,
-0.03594949096441269,
0.013509294018149376,
-0.09073615074157715,
0.025267919525504112,
0.0005121320718899369,
0.060012053698301315,
0.03848309814929962,
-0.05185100436210632,
-0.01906333677470684,
0.03117498755455017,
-0.07292839884757996,
-0.04160483181476593,
0.06379085034132004,
0.05489640310406685,
-0.05329025536775589,
0.006272532977163792,
0.050523996353149414,
0.001605363329872489,
0.0008928015595301986,
-0.022520091384649277,
-0.0016235223738476634,
0.03464139997959137,
-0.005955446045845747,
-0.0023264174815267324,
0.0735434740781784,
0.011611877009272575,
-0.0075788553804159164,
-0.03107634373009205,
0.013655475340783596,
-0.022500352934002876,
-0.00347848329693079,
0.03768785297870636,
0.023392153903841972,
0.006372753996402025,
-0.017866112291812897,
-0.0018000812269747257,
0.03461452201008797,
-0.0012637126492336392,
0.028389042243361473,
0.008383380249142647,
0.03550148755311966,
0.0018035704270005226,
-0.030890051275491714,
0.003951270133256912,
-0.0243783388286829,
-0.02529948204755783,
-0.04326186701655388,
0.011022388935089111,
-0.09697964787483215,
0.021539367735385895,
0.0407690592110157,
0.00867733545601368,
0.05451743304729462,
-0.01088523305952549,
-0.02554725855588913,
0.003177810227498412,
-0.04001517966389656,
0.03724052757024765,
-0.02439550869166851,
-0.047475218772888184,
0.007296958472579718,
0.005340409465134144,
0.05871513485908508,
0.02375544235110283,
0.007216838654130697,
-0.0702565610408783,
0.004913626704365015,
-0.05103480815887451,
0.019214633852243423,
-0.015280330553650856,
-0.036578189581632614,
0.01277286745607853,
-0.008880763314664364,
0.013629700988531113,
0.003833441063761711,
-0.04320015013217926,
0.008692995645105839,
0.013475477695465088,
0.025148572400212288,
-0.039411015808582306,
0.005983361043035984,
0.07150828093290329,
-0.01725645922124386,
0.00540292588993907,
0.017752863466739655,
-0.0538761131465435,
0.04117825627326965,
-0.0006919155712239444,
0.0001824717764975503,
-0.026496324688196182,
0.005582751706242561,
-0.0272455345839262,
0.07768480479717255,
0.051949385553598404,
-0.049668263643980026,
0.014052921906113625,
-0.009148471988737583,
0.015108470804989338,
-0.013803069479763508,
-0.03619544953107834,
-0.0018510321388021111,
0.014397638849914074,
0.0813509076833725,
-0.0790066197514534,
-0.019365113228559494,
0.03226291388273239,
0.07665184140205383
] |
<h3>Experiment</h3>
<p>Let say I have a black box full of numbered balls and I draw them with replacement - so the propability of drawing one specific number in N draws is described by binomial distribution?
Problem is that my black box has some intristic structure so the balls are not draw with the same p.
For random box (experiment) I should observed random points draw from the box.
So if you put this balls id numbers on the axis you should obtain random localization of points - yes?
However my experiment generates appart from random localization also points wich should be cluster in groups (localized close to eachother).</p>
<h3>Question</h3>
<ul>
<li>How can I find those regions where points (which are ids of balls) are localized in a non random fashion?</li>
</ul>
<p>My box has around 10^8 balls and I draw 10^5 balls with replacement in one experiment.
I would be very gratefull for any comments and sugestion, what statistical tool would be the best for my purpose.</p>
<p>I thought about running simulation - simulate my experiment as a random one, and then look into distribution of distances between draw points.
Then this random distribution somehow compare to mine to see which distances are very rare in random distribution and can be hints of my non-ranomdnes behaviour. But I am not quite sure how to proceed after simulation of random distribuiton...</p>
|
g36602
|
[
-0.007799986749887466,
0.002413359936326742,
-0.007350582629442215,
-0.07530932128429413,
0.024416234344244003,
-0.006341912318021059,
0.021273458376526833,
0.03644009679555893,
0.0038144225254654884,
-0.05451028048992157,
-0.024100076407194138,
0.014348231256008148,
0.0678292065858841,
-0.03877812996506691,
-0.03181691840291023,
0.04622304067015648,
0.03800269588828087,
-0.030046958476305008,
0.006373086012899876,
0.04674990847706795,
-0.001594832050614059,
0.052455686032772064,
0.02916228584945202,
0.024318940937519073,
-0.02788839116692543,
-0.021848425269126892,
0.003036303911358118,
0.009237071499228477,
-0.0999077707529068,
-0.06602437049150467,
-0.015086057595908642,
-0.030680542811751366,
0.05899316072463989,
-0.060857582837343216,
-0.01025426760315895,
0.04753349721431732,
0.015150949358940125,
0.009554646909236908,
-0.01090652123093605,
0.04327387362718582,
-0.01347520761191845,
-0.014880642294883728,
0.07492616027593613,
-0.019989734515547752,
-0.020954711362719536,
-0.040237702429294586,
-0.023372096940875053,
0.03804564103484154,
0.08630107343196869,
0.017532162368297577,
-0.009870107285678387,
0.013735408894717693,
0.03340989723801613,
0.014060311019420624,
-0.02525118552148342,
0.053948774933815,
-0.0413755401968956,
-0.036969512701034546,
0.012842830270528793,
0.0021364926360547543,
0.036099229007959366,
0.024153919890522957,
-0.04068547114729881,
-0.007538029458373785,
0.058736998587846756,
0.0553450733423233,
-0.019550729542970657,
0.05658476799726486,
-0.05672402307391167,
-0.033809538930654526,
-0.027327081188559532,
0.027475159615278244,
0.04916127771139145,
-0.028674650937318802,
-0.12553352117538452,
0.00897572748363018,
-0.00917999166995287,
0.0746665671467781,
-0.03145528584718704,
0.05839910730719566,
-0.010787952691316605,
-0.004520117305219173,
0.02746828831732273,
-0.002549189841374755,
0.09167663007974625,
0.02620328776538372,
0.0036182007752358913,
-0.04543749615550041,
-0.012059485539793968,
0.02986622415482998,
0.011481646448373795,
-0.01141201239079237,
0.0665035992860794,
0.03532451391220093,
-0.0267946794629097,
0.04520139470696449,
-0.06055263429880142,
0.11090309172868729,
-0.02654728852212429,
-0.02552191913127899,
0.005387208424508572,
-0.00512736989185214,
-0.010099283419549465,
-0.007436206564307213,
-0.059863943606615067,
0.010117875412106514,
0.04179114103317261,
0.023972390219569206,
-0.005277837160974741,
0.040406741201877594,
-0.03304491192102432,
-0.056138958781957626,
-0.04297155886888504,
-0.04524754732847214,
0.04705284535884857,
0.010606182739138603,
0.036585692316293716,
0.005454614292830229,
0.02939421683549881,
0.029338767752051353,
0.007422585505992174,
0.03194638714194298,
0.03413128852844238,
-0.014861932955682278,
-0.003678426844999194,
-0.03932100534439087,
-0.015446691773831844,
0.030879763886332512,
-0.03896491602063179,
-0.00677641062065959,
-0.024614684283733368,
-0.055222123861312866,
-0.039234187453985214,
0.03699116036295891,
-0.04906336963176727,
0.014776845462620258,
0.03497517853975296,
0.0002763356897048652,
0.005831065122038126,
0.009617740288376808,
-0.03910773620009422,
0.03816409781575203,
-0.029445601627230644,
-0.030685028061270714,
-0.01690039597451687,
0.005849669221788645,
-0.009798673912882805,
-0.07593919336795807,
-0.02482268027961254,
0.02201153337955475,
-0.01729331724345684,
0.04532148689031601,
-0.032573096454143524,
-0.014563458040356636,
-0.002496738452464342,
0.0032333761919289827,
0.004331640899181366,
0.04254096373915672,
0.00273561617359519,
-0.033032335340976715,
0.003112515201792121,
0.005065166857093573,
0.021713534370064735,
0.03788962587714195,
0.02235669642686844,
-0.015908492729067802,
0.023921048268675804,
-0.024268321692943573,
0.04154438525438309,
-0.06969752162694931,
-0.039805296808481216,
0.009833069518208504,
0.0379265621304512,
0.0068281893618404865,
0.00020358899200800806,
0.006375024560838938,
-0.001114612678065896,
0.011796313337981701,
-0.007541893981397152,
-0.008933030068874359,
0.04624449834227562,
-0.04320182651281357,
-0.0003051907988265157,
-0.047841839492321014,
0.014128903858363628,
-0.029095198959112167,
0.0031754407100379467,
0.05296206474304199,
0.027332894504070282,
-0.03287840634584427,
0.013639049604535103,
-0.03467874974012375,
-0.02656220830976963,
-0.036080021411180496,
0.030671942979097366,
0.01835302636027336,
0.06817765533924103,
-0.06848930567502975,
0.023715533316135406,
0.027848800644278526,
-0.018129859119653702,
-0.04748581722378731,
-0.018089747056365013,
0.00698908930644393,
0.00757612194865942,
-0.04189635068178177,
-0.07027686387300491,
0.032548535615205765,
-0.0031729908660054207,
0.04814915731549263,
-0.02744179219007492,
-0.028789741918444633,
0.0075410534627735615,
0.025721007958054543,
0.01009479071944952,
0.023915013298392296,
-0.01711547188460827,
-0.01031994167715311,
0.007841603830456734,
-0.033124279230833054,
-0.035135094076395035,
0.012731743045151234,
-0.013571563176810741,
0.03396805375814438,
0.03658678010106087,
0.029121192172169685,
0.027316909283399582,
-0.003986831288784742,
-0.011508257128298283,
0.037124019116163254,
0.000999664538539946,
0.0008741953643038869,
0.05365017056465149,
-0.07849091291427612,
0.017962748184800148,
-0.012095401994884014,
-0.039083585143089294,
-0.022332722321152687,
0.011480496264994144,
-0.0006668514688499272,
0.017405549064278603,
0.0028603621758520603,
-0.03867046907544136,
0.021628454327583313,
0.01607546955347061,
-0.003573815803974867,
0.012736224569380283,
-0.03853096067905426,
0.006662082392722368,
0.0758664608001709,
-0.03273526579141617,
0.018811611458659172,
0.06480661034584045,
-0.015275674872100353,
-0.03397388756275177,
0.022174201905727386,
0.01825844682753086,
0.03925015404820442,
0.010843377560377121,
-0.044828783720731735,
-0.07360793650150299,
-0.049390342086553574,
0.017309481278061867,
-0.02508227527141571,
0.005565902218222618,
0.0372961163520813,
-0.0037248965818434954,
-0.03669465333223343,
-0.059615880250930786,
0.07491694390773773,
-0.030369902029633522,
-0.009156237356364727,
0.029203269630670547,
0.07048676162958145,
0.04360717907547951,
0.04903910681605339,
-0.018118510022759438,
0.022366942837834358,
-0.021285919472575188,
0.03113454394042492,
0.04832350090146065,
-0.04051493853330612,
-0.025890469551086426,
0.0325649231672287,
0.03156770020723343,
-0.031394440680742264,
0.03678809851408005,
-0.021194495260715485,
-0.026145344600081444,
-0.011869048699736595,
-0.00245919288136065,
0.01679084636271,
0.03169326111674309,
0.014933998696506023,
-0.003892126027494669,
0.015198557637631893,
-0.023326890543103218,
-0.02092580683529377,
0.06424661725759506,
0.04561765491962433,
0.0032162582501769066,
-0.012101126834750175,
0.024985263124108315,
0.008732191286981106,
0.020658671855926514,
0.021524082869291306,
-0.03410585969686508,
-0.005223605781793594,
-0.017642002552747726,
0.013042652048170567,
0.02960970625281334,
-0.01859464682638645,
-0.0026581103447824717,
-0.011456347070634365,
-0.04611645266413689,
-0.02666550502181053,
0.023906869813799858,
0.035012342035770416,
0.05045688524842262,
-0.04466967657208443,
0.025641676038503647,
-0.00430721789598465,
0.03989127278327942,
-0.0014963606372475624,
0.059378694742918015,
0.03808487206697464,
0.01384314987808466,
0.04012874513864517,
-0.07431939989328384,
-0.006067730486392975,
0.04269218444824219,
0.005058087408542633,
-0.018198534846305847,
-0.018444402143359184,
-0.04577704146504402,
-0.09326682239770889,
-0.02884846366941929,
-0.018518444150686264,
0.06464879959821701,
-0.0218344759196043,
0.00782399158924818,
0.0057784393429756165,
-0.0662214457988739,
-0.06029786542057991,
-0.01649940200150013,
-0.019918670877814293,
0.05669906362891197,
0.030086876824498177,
0.0327296257019043,
0.05164683237671852,
0.017644530162215233,
-0.061546213924884796,
0.012658193707466125,
-0.05181901156902313,
0.0663359984755516,
0.01636596769094467,
-0.0006183858495205641,
-0.05146828666329384,
0.031833648681640625,
0.002658112673088908,
-0.01631203293800354,
-0.04323187470436096,
0.011113912798464298,
-0.04427333548665047,
0.006183506455272436,
0.03333653509616852,
0.02774149365723133,
0.008252233266830444,
0.03892756253480911,
0.020545169711112976,
-0.00938571896404028,
-0.010327224619686604,
0.029226554557681084,
-0.011755423620343208,
0.07410047948360443,
-0.022826053202152252,
-0.0010578781366348267,
0.014129486866295338,
-0.0064690252766013145,
0.06524214148521423,
-0.015503646805882454,
-0.019397305324673653,
-0.0019436681177467108,
-0.08868315815925598,
-0.0001314591645495966,
0.05392122268676758,
0.011412575840950012,
-0.007308860309422016,
0.014439712278544903,
-0.02846670150756836,
-0.011309616267681122,
-0.033814191818237305,
-0.028508014976978302,
-0.00018603610806167126,
0.028950326144695282,
-0.05300820618867874,
-0.03944747895002365,
0.025992408394813538,
0.050862062722444534,
0.042071159929037094,
-0.019113872200250626,
-0.03278074413537979,
-0.031028442084789276,
0.04806960001587868,
0.012080254033207893,
-0.04534516483545303,
-0.005882760044187307,
0.0028314932715147734,
0.005031873006373644,
-0.03764086589217186,
-0.022503536194562912,
0.016230212524533272,
0.026914037764072418,
-0.07690035551786423,
-0.018064938485622406,
-0.05048004165291786,
0.03162257745862007,
0.03550775721669197,
-0.09955533593893051,
0.043954819440841675,
0.008165929466485977,
-0.004565937910228968,
-0.017610879614949226,
-0.006207861006259918,
-0.032969262450933456,
-0.00485695106908679,
0.015862127766013145,
0.01582324504852295,
0.031203055754303932,
-0.0047255936078727245,
-0.005247246008366346,
0.007574590854346752,
0.02146371640264988,
0.06250770390033722,
-0.05972268432378769,
-0.015577445738017559,
-0.014901377260684967,
0.020099347457289696,
-0.015069780871272087,
-0.015248051844537258,
-0.011419913731515408,
-0.004762433003634214,
-0.017069287598133087,
0.0021481644362211227,
-0.03202628716826439,
0.048142775893211365,
-0.07668624818325043,
0.01234847865998745,
-0.040211327373981476,
-0.014563820324838161,
0.039320558309555054,
-0.054267361760139465,
0.010242536664009094,
-0.02739030495285988,
0.008766748942434788,
0.018352201208472252,
-0.011783802881836891,
-0.021808847784996033,
-0.0086918780580163,
-0.00266079674474895,
-0.055922672152519226,
-0.04985184967517853,
-0.048794254660606384,
0.004062156192958355,
-0.012841214425861835,
-0.013252060860395432,
-0.02626158483326435,
-0.051833782345056534,
0.03183993697166443,
-0.007097845431417227,
0.009360282681882381,
-0.034573767334222794,
0.08249446749687195,
-0.022675631567835808,
0.01906268484890461,
0.003454196732491255,
0.023893514648079872,
-0.012305050157010555,
0.00307305040769279,
-0.07343718409538269,
-0.03311809524893761,
0.023259025067090988,
0.035130102187395096,
0.02000713348388672,
0.0026410853024572134,
-0.03359523415565491,
-0.03254024311900139,
-0.031957827508449554,
0.04308101534843445,
-0.03657418116927147,
0.03584783896803856,
-0.001891298801638186,
0.03814691677689552,
-0.012033723294734955,
0.012089590542018414,
-0.11181388795375824,
0.014883165247738361,
0.02508743852376938,
0.002221308881416917,
-0.014734776690602303,
0.018019305542111397,
0.028149478137493134,
0.018935609608888626,
-0.01695578545331955,
0.00008890936442185193,
0.016244761645793915,
0.09009478986263275,
-0.03940392658114433,
-0.010762575082480907,
0.025328464806079865,
0.0033199747558683157,
0.03498981148004532,
-0.0014771914575248957,
-0.016682179644703865,
-0.020966870710253716,
0.016198337078094482,
0.015073345974087715,
0.043808721005916595,
-0.023589853197336197,
-0.03350016847252846,
0.08789775520563126,
0.001846939790993929,
-0.0019999577198177576,
-0.015293973498046398,
-0.02166295051574707,
-0.013637157157063484,
-0.0558101125061512,
-0.037392016500234604,
-0.004155833274126053,
0.008929786272346973,
0.0033534332178533077,
-0.0007387181976810098,
-0.030253704637289047,
-0.011428099125623703,
-0.09050437808036804,
-0.014768509194254875,
-0.01689949817955494,
-0.05016866326332092,
0.06333327293395996,
-0.03236237168312073,
0.015625668689608574,
-0.02388993464410305,
0.06580175459384918,
-0.058951471000909805,
-0.015113367699086666,
0.01515901368111372,
-0.0483795665204525,
-0.008976839482784271,
0.02891426719725132,
-0.044739242643117905,
0.011616083793342113,
0.036063052713871,
-0.016573885455727577,
0.02862570993602276,
-0.02647615410387516,
0.0021056816913187504,
-0.0042565371841192245,
-0.0018373065395280719,
0.004019780550152063,
0.06582573801279068,
-0.001940984628163278,
-0.026544593274593353,
0.030310407280921936,
0.04671873152256012,
-0.007431974168866873,
0.005188475362956524,
-0.06212905794382095,
0.03228563442826271,
0.06539227813482285,
0.04412507638335228,
-0.009858968667685986,
-0.032789479941129684,
0.0023621178697794676,
0.09045140445232391,
0.07787571102380753,
-0.006249339319765568,
0.05886736139655113,
0.002956375014036894,
-0.031151894479990005,
-0.0011603999882936478,
-0.0642913430929184,
0.007701316848397255,
0.023651713505387306,
-0.03214938938617706,
-0.06000394746661186,
0.036094509065151215,
0.008122551254928112,
0.006179335527122021,
0.025454720482230186,
-0.0727446973323822,
0.038698554039001465,
0.024013744667172432,
0.01960255391895771,
-0.053071629256010056,
-0.0439213328063488,
-0.0026881168596446514,
0.017327304929494858,
0.049562398344278336,
-0.030938904732465744,
-0.033225663006305695,
-0.06004694476723671,
-0.010942190885543823,
-0.0024013661313802004,
-0.035171929746866226,
-0.0015932266833260655,
-0.016748569905757904,
-0.05374760180711746,
-0.08786841481924057,
0.037116385996341705,
-0.01265377551317215,
0.017167577520012856,
0.06209564208984375,
-0.0400022491812706,
0.0935085341334343,
0.029981207102537155,
-0.03051595389842987,
-0.029247475787997246,
-0.02619546838104725,
-0.041901662945747375,
-0.054693859070539474,
0.05722544714808464,
0.032198261469602585,
-0.03046269714832306,
-0.004472798202186823,
0.030122185125947,
0.07356537133455276,
-0.028631625697016716,
-0.022898193448781967,
0.04398539662361145,
0.007146730087697506,
0.010482861660420895,
-0.008119680918753147,
-0.03860124945640564,
0.07125420868396759,
-0.02684382162988186,
0.04522476717829704,
-0.06393036246299744,
0.040750209242105484,
0.06893003731966019,
0.03314799815416336,
-0.042805273085832596,
0.06316987425088882,
0.027750663459300995,
-0.03466472402215004,
0.034632615745067596,
-0.0069299605675041676,
0.022273069247603416,
0.12101804465055466,
-0.0063851336017251015,
0.05109810456633568,
-0.0011556405806913972,
0.006660583429038525,
-0.07865729928016663,
-0.017668424174189568,
-0.021487334743142128,
-0.00010672427742974833,
0.03884155675768852,
0.021616892889142036,
-0.044054366648197174,
-0.06950635462999344,
-0.08987800031900406,
0.003165866481140256,
-0.02611808478832245,
-0.06411110609769821,
-0.005283751059323549,
0.007178118452429771,
-0.045752234756946564,
-0.002606196328997612,
-0.008886005729436874,
-0.02630661055445671,
0.014500905759632587,
-0.003335961140692234,
-0.031441863626241684,
0.028293462470173836,
0.0023776781745254993,
0.01065497100353241,
0.025297490879893303,
0.09271659702062607,
-0.014426606707274914,
-0.03817850723862648,
0.01458305399864912,
0.01868312619626522,
-0.031599726527929306,
0.01870855502784252,
-0.010021180845797062,
0.04466445371508598,
-0.018565963953733444,
-0.0478614866733551,
0.017046689987182617,
0.0034510991536080837,
0.002919734688475728,
-0.019904958084225655,
0.026403503492474556,
0.0008650747477076948,
0.017129024490714073,
0.006606288254261017,
0.033802133053541183,
-0.027618715539574623,
0.004670208785682917,
0.020969366654753685,
0.02271104045212269,
-0.002525689546018839,
0.032822515815496445,
-0.0022433220874518156,
0.00012329831952229142,
-0.03559134155511856,
-0.03124474734067917,
0.02211575396358967,
-0.04607204720377922,
-0.08896134048700333,
0.07002589851617813,
0.005658907815814018,
0.02587289921939373,
-0.01613393984735012,
-0.07410615682601929,
0.013828394934535027,
0.011867936700582504,
0.002975881565362215,
0.06697676330804825,
-0.019867245107889175,
-0.0602821446955204,
-0.00670651625841856,
0.012487533502280712,
0.02838708832859993,
0.032910823822021484,
-0.0069597745314240456,
0.0063829440623521805,
0.04984152689576149,
-0.009888503700494766,
0.007105217780917883,
-0.01806424930691719,
-0.06470350176095963,
-0.042442433536052704,
0.024301106110215187,
0.011990942992269993,
0.040721990168094635,
0.010545098222792149,
0.010935875587165356,
0.028773484751582146,
-0.017881806939840317,
-0.006680930033326149,
-0.020017413422465324,
0.052817411720752716,
0.001977061154320836,
-0.0021915168035775423,
-0.034336358308792114,
-0.023480720818042755,
0.015066765248775482,
0.0385156013071537,
-0.005638849921524525,
-0.030106842517852783,
-0.02470630593597889,
-0.02089674212038517,
0.011900689452886581,
0.023152079433202744,
-0.060411129146814346,
0.07419770956039429,
0.027187125757336617,
0.00933651439845562,
-0.04591168463230133,
-0.013889308087527752,
-0.031664878129959106,
-0.03820260986685753,
0.07412470132112503,
0.007047363556921482,
0.0023162735160440207,
0.04199771583080292,
0.033528756350278854
] |
<p>I have two devices, and I'm trying to figure out which one of them is preferred by users.</p>
<p>Thirty people have rated each device on a 12-item questionnaire which asks them to grade the device on 12 parameters.</p>
<ul>
<li>What statistical tool should I use to decide which device is better? (just comparing the grades is not enough)</li>
<li>Can I test for correlation between the "device type" and some kind of weighted grade?</li>
</ul>
|
g627
|
[
0.03475218266248703,
0.021681657060980797,
-0.011412489227950573,
-0.020791763439774513,
0.03362421318888664,
-0.006820452865213156,
0.031053762882947922,
-0.022979851812124252,
-0.04046400636434555,
-0.017088880762457848,
0.037011679261922836,
0.020181234925985336,
0.062449418008327484,
0.04323357716202736,
-0.0402330681681633,
-0.04781847447156906,
0.07163914293050766,
-0.03534339368343353,
0.030557099729776382,
0.01920541375875473,
-0.01190657913684845,
0.042438533157110214,
-0.023091493174433708,
-0.020529812201857567,
-0.05425126105546951,
0.0036921058781445026,
-0.04591545835137367,
0.03089147061109543,
-0.05707365646958351,
0.008554288186132908,
-0.00794951617717743,
0.005476790480315685,
0.031492363661527634,
-0.0004249489866197109,
-0.01179854292422533,
-0.0064538707956671715,
0.014275501482188702,
0.023832058534026146,
-0.04827776178717613,
0.017821166664361954,
0.03905944898724556,
0.04089243710041046,
0.04819739609956741,
-0.025425463914871216,
0.0025189004372805357,
-0.006892092991620302,
0.03681737929582596,
-0.012579794973134995,
0.079128198325634,
0.001239366247318685,
-0.012370745651423931,
0.037976477295160294,
0.0022599732037633657,
0.01609291322529316,
0.004662003833800554,
-0.003947642631828785,
-0.07144226133823395,
0.07304905354976654,
-0.02948526106774807,
0.0015061296289786696,
-0.017083559185266495,
0.009862714447081089,
-0.04586029797792435,
-0.028875138610601425,
0.018190063536167145,
0.035477884113788605,
0.03579976037144661,
-0.0025156692136079073,
0.01572299562394619,
-0.009261149913072586,
-0.019902599975466728,
-0.04358741641044617,
0.06638071686029434,
0.03865157440304756,
-0.021517762914299965,
-0.05071406811475754,
-0.05569342151284218,
-0.038083143532276154,
0.02372160367667675,
0.033354926854372025,
0.019915923476219177,
0.011330774053931236,
0.020622845739126205,
0.04375256225466728,
-0.014837076887488365,
0.00548795610666275,
-0.035506993532180786,
0.007635682821273804,
0.0017405131366103888,
0.036319829523563385,
0.022590557113289833,
0.0008592611411586404,
0.058186326175928116,
0.05827528238296509,
-0.08019988238811493,
0.03257439285516739,
-0.008716950193047523,
0.026676811277866364,
0.0718243420124054,
0.012032704427838326,
0.05548372119665146,
0.009447354823350906,
-0.000173523323610425,
-0.008042614907026291,
-0.020798364654183388,
0.03476683795452118,
-0.04827136546373367,
0.033030807971954346,
-0.06580203771591187,
-0.016069570556282997,
-0.039978351444005966,
0.005406258627772331,
-0.01720113679766655,
-0.018192224204540253,
0.0179484523832798,
-0.011568034067749977,
0.047610845416784286,
-0.03516704961657524,
0.013691402971744537,
0.0018711878219619393,
0.015468797646462917,
0.001670137862674892,
-0.02054719068109989,
0.05784577131271362,
0.008871468715369701,
0.0005086956080049276,
-0.025423571467399597,
-0.00468863220885396,
-0.009975611232221127,
0.031706470996141434,
0.0023013001773506403,
-0.06329580396413803,
-0.022918500006198883,
-0.027673400938510895,
-0.008920937776565552,
0.09995158016681671,
0.008780027739703655,
0.017629453912377357,
-0.014164231717586517,
0.0310586616396904,
-0.00697937561199069,
-0.011913926340639591,
-0.0551929846405983,
0.008754998445510864,
0.022626983001828194,
0.06482060253620148,
-0.003073168685659766,
0.0207374170422554,
-0.0023377984762191772,
0.04788537323474884,
0.027185168117284775,
-0.048977989703416824,
-0.016843369230628014,
-0.013690476305782795,
-0.03975483775138855,
-0.025589533150196075,
-0.028230270370841026,
-0.01127302460372448,
0.005146575625985861,
-0.026132220402359962,
0.0007445759838446975,
0.019223595038056374,
0.07362328469753265,
0.020088179036974907,
0.0470101498067379,
-0.02987057715654373,
0.01984960399568081,
-0.008640147745609283,
0.008727787993848324,
-0.020807169377803802,
0.014730068854987621,
-0.012513608671724796,
0.025317514315247536,
0.008728429675102234,
0.08089850097894669,
0.028641872107982635,
0.02477121353149414,
-0.00683332234621048,
0.026438523083925247,
0.019246825948357582,
0.015382588841021061,
0.013321327045559883,
0.009307565167546272,
-0.010737904347479343,
-0.034707795828580856,
-0.02264648675918579,
0.029503336176276207,
-0.005451837554574013,
-0.001949406461790204,
0.050633806735277176,
0.013655862770974636,
-0.0793277844786644,
-0.038188640028238297,
-0.006958420388400555,
-0.07990935444831848,
0.01749587617814541,
0.02393931895494461,
0.002995664719492197,
0.03995262086391449,
-0.08103970438241959,
0.00526571087539196,
-0.03322066739201546,
-0.01632864587008953,
0.01644785702228546,
-0.09140168130397797,
-0.03435606509447098,
0.007204132154583931,
0.02089506946504116,
-0.05007164180278778,
-0.03237580135464668,
0.000862740445882082,
0.037419479340314865,
0.011199168860912323,
0.02592887543141842,
-0.008834046311676502,
0.047630831599235535,
-0.045995913445949554,
0.017731923609972,
-0.02297063171863556,
0.052496325224637985,
-0.04360560327768326,
-0.02058354578912258,
0.005486379377543926,
-0.021197378635406494,
0.038365960121154785,
-0.012683164328336716,
0.019108517095446587,
0.01695410907268524,
-0.015252666547894478,
0.015503278002142906,
-0.017433224245905876,
-0.07088302820920944,
0.056173719465732574,
-0.03309393674135208,
0.021807482466101646,
0.008482244797050953,
-0.007545264903455973,
-0.037960849702358246,
0.0070991842076182365,
0.07492464035749435,
0.0012744064442813396,
0.029862068593502045,
0.0118259871378541,
-0.00017822551308199763,
-0.04287251830101013,
-0.043370917439460754,
-0.02778628282248974,
-0.001389426994137466,
0.07680502533912659,
0.08376242220401764,
-0.0342763289809227,
0.023967713117599487,
-0.03905908763408661,
-0.02360742725431919,
-0.015749692916870117,
-0.03130417317152023,
0.05113948881626129,
-0.04976438358426094,
0.0070312065072357655,
0.03245655074715614,
0.00689545925706625,
-0.0005158630083315074,
0.02996825985610485,
0.012686546891927719,
-0.01907588541507721,
-0.043661780655384064,
-0.007550622336566448,
-0.0029850569553673267,
0.0595686100423336,
0.015322599560022354,
0.006488099228590727,
0.0124087268486619,
0.045543499290943146,
0.04884069040417671,
0.060380224138498306,
0.011611517518758774,
-0.025668224319815636,
-0.004235627595335245,
0.06457415968179703,
0.028603654354810715,
0.10749655216932297,
-0.024852760136127472,
-0.0128798708319664,
0.08316629379987717,
0.05906093120574951,
-0.0048825996927917,
0.01937258616089821,
0.004115500953048468,
0.02523561753332615,
0.03017476387321949,
-0.019304953515529633,
-0.014573400840163231,
0.012702176347374916,
-0.002909368835389614,
0.05434479936957359,
0.01958858221769333,
0.01998814195394516,
-0.04402300715446472,
0.023041075095534325,
-0.047766704112291336,
-0.02628047578036785,
-0.03434628248214722,
0.07616377621889114,
0.016323469579219818,
0.017960133031010628,
-0.006579917389899492,
-0.0014391961740329862,
-0.0014555365778505802,
-0.0054579428397119045,
0.020864591002464294,
-0.06161808967590332,
0.012126859277486801,
0.00024917488917708397,
-0.02672802098095417,
-0.008366146124899387,
-0.02227395959198475,
0.04841623082756996,
0.08166112005710602,
-0.050866447389125824,
-0.013361725024878979,
-0.001682774513028562,
0.010353746823966503,
0.02767600677907467,
0.013723380863666534,
-0.048759594559669495,
-0.010943473316729069,
0.030139001086354256,
0.02331399731338024,
-0.055866412818431854,
0.003191897412762046,
0.022675026208162308,
0.07220860570669174,
-0.009926833212375641,
-0.016696559265255928,
0.047950711101293564,
-0.05165715143084526,
-0.050285860896110535,
-0.04107346013188362,
0.003417924977838993,
0.03967767581343651,
-0.023478271439671516,
0.009828085079789162,
-0.025139814242720604,
-0.03232415392994881,
-0.05407823994755745,
0.0045531862415373325,
0.027631601318717003,
-0.00009002592560136691,
0.03366247937083244,
0.028231162577867508,
-0.005709580611437559,
0.014282037504017353,
-0.01579747162759304,
-0.012334048748016357,
0.05421587824821472,
0.007201522123068571,
0.0015799797838553786,
0.0018220575293526053,
-0.06286246329545975,
0.015385747887194157,
0.010615996085107327,
0.036361705511808395,
-0.0069827432744205,
-0.029348179697990417,
-0.02313130907714367,
0.025519201532006264,
0.02066715434193611,
0.06911303102970123,
-0.011091911233961582,
0.025764428079128265,
0.03032391145825386,
0.0037984244991093874,
-0.0017320680199190974,
0.0028884306084364653,
0.004998340737074614,
0.0036937410477548838,
0.03806309029459953,
-0.050242457538843155,
0.023157315328717232,
0.024356873705983162,
-0.01847151853144169,
-0.022913416847586632,
0.007453126832842827,
0.0005823124665766954,
0.009708823636174202,
-0.04714183881878853,
-0.02196369878947735,
-0.05207757279276848,
0.02731114625930786,
-0.07115638256072998,
0.02267094887793064,
-0.04986361786723137,
-0.12254458665847778,
0.04165704548358917,
-0.006199538707733154,
-0.0063679832965135574,
0.05197521671652794,
0.052921973168849945,
0.06192846968770027,
0.00521290535107255,
0.01265565212816,
0.003997273277491331,
0.01624676026403904,
0.015390033833682537,
-0.025216666981577873,
-0.022456683218479156,
-0.041286908090114594,
-0.0552479587495327,
-0.016917172819375992,
-0.006356708239763975,
-0.03882307931780815,
0.00427765678614378,
0.023065799847245216,
-0.006965908221900463,
0.0031493548303842545,
-0.04336777701973915,
-0.0003518165904097259,
0.049207158386707306,
-0.013486853800714016,
-0.01417345367372036,
-0.0526396669447422,
-0.02073398046195507,
-0.0032809199765324593,
-0.04774913936853409,
-0.11568969488143921,
-0.016198744997382164,
0.09358486533164978,
0.023182198405265808,
0.02859153226017952,
-0.01502801850438118,
0.03903444856405258,
0.01972830295562744,
-0.01823601871728897,
0.03753355145454407,
0.0005984098534099758,
-0.01218492817133665,
0.03285698592662811,
0.0013935453025624156,
-0.03148229047656059,
-0.03668798878788948,
-0.028370490297675133,
-0.03302370756864548,
-0.033498574048280716,
0.023507552221417427,
-0.031602635979652405,
0.04656828194856644,
-0.027834488078951836,
-0.0009487306233495474,
-0.03150813281536102,
-0.008682792074978352,
-0.004365607164800167,
-0.00010061507055070251,
0.008946617133915424,
-0.07117130607366562,
-0.03948454558849335,
0.02789321169257164,
0.11552711576223373,
0.029942912980914116,
0.030661780387163162,
0.004913354758173227,
-0.08589929342269897,
-0.048203665763139725,
0.001975099788978696,
-0.00958154909312725,
-0.01776038110256195,
-0.0006848791963420808,
-0.005103648640215397,
-0.06420645862817764,
0.004123054910451174,
-0.0332377590239048,
-0.03977499157190323,
-0.026613563299179077,
0.04827825352549553,
0.05569292604923248,
-0.0233105830848217,
0.00851104874163866,
0.023792436346411705,
0.02089443802833557,
-0.04624325409531593,
-0.007169305346906185,
-0.02992742322385311,
0.018827280029654503,
0.030345411971211433,
-0.01137484796345234,
0.019538773223757744,
-0.044661618769168854,
-0.002397573785856366,
0.0036186985671520233,
-0.015785884112119675,
0.008252141065895557,
0.002049744129180908,
-0.04656132310628891,
0.02547958306968212,
-0.009921682067215443,
-0.019718855619430542,
0.0014852160820737481,
0.008711913600564003,
0.00042882279376499355,
0.06725723296403885,
-0.013508000411093235,
-0.04990708827972412,
0.06320074200630188,
0.0028110763523727655,
0.03943122923374176,
-0.01131802424788475,
-0.029679812490940094,
0.024735746905207634,
0.0000017807876702136127,
0.07122897356748581,
0.07314185798168182,
-0.041474904865026474,
0.027102932333946228,
0.00454359594732523,
0.015413627028465271,
-0.017571188509464264,
0.018792130053043365,
0.003262333804741502,
0.048792529851198196,
-0.0016506228130310774,
0.035350970923900604,
0.03244709223508835,
-0.028939442709088326,
0.056879881769418716,
0.03249793499708176,
-0.015131184831261635,
-0.0046814908273518085,
0.0485820434987545,
-0.031147826462984085,
0.04012120142579079,
-0.07932473719120026,
0.06805375218391418,
0.043215032666921616,
-0.05315321683883667,
-0.002435546601191163,
-0.006482393480837345,
-0.04328377917408943,
0.004674363881349564,
0.04013620316982269,
-0.016291236504912376,
0.04468746855854988,
-0.04635605961084366,
-0.00667000375688076,
-0.008043976500630379,
-0.051847539842128754,
0.09307623654603958,
-0.0090260561555624,
-0.004721223376691341,
-0.00718599371612072,
0.011043948121368885,
-0.01950683444738388,
0.009911419823765755,
0.03885292634367943,
0.0125440564006567,
0.026265863329172134,
-0.0059271627105772495,
-0.045069873332977295,
0.050982821732759476,
-0.015012688934803009,
0.025686999782919884,
-0.0006096799625083804,
0.0053240773268043995,
-0.14787213504314423,
0.03827126696705818,
-0.013262465596199036,
0.004865420516580343,
-0.09489089995622635,
-0.09250527620315552,
-0.034273646771907806,
-0.05100216716527939,
-0.018584055826067924,
0.01925475150346756,
-0.008457074873149395,
-0.006380308419466019,
0.020773863419890404,
0.058461010456085205,
-0.017766807228326797,
0.025361066684126854,
-0.008663899265229702,
0.04863009974360466,
-0.02107611484825611,
-0.0031170116271823645,
0.017137037590146065,
-0.044399991631507874,
-0.002574522979557514,
-0.01379526685923338,
0.03257429599761963,
0.015848251059651375,
0.030009256675839424,
-0.07644836604595184,
-0.05235409736633301,
-0.01596701517701149,
-0.024495476856827736,
0.029819179326295853,
-0.03566160425543785,
-0.05764848738908768,
0.06913962960243225,
-0.01743660680949688,
0.01624639518558979,
-0.018498657271265984,
0.042747851461172104,
0.03977625072002411,
0.001989746233448386,
-0.04149492457509041,
0.002783555071800947,
0.031575705856084824,
0.0035198575351387262,
-0.004231518600136042,
-0.015071683563292027,
0.005602951627224684,
-0.047316037118434906,
-0.03344905003905296,
0.02792857401072979,
0.027554292231798172,
0.04509300738573074,
0.024754632264375687,
0.01244772132486105,
-0.046315472573041916,
-0.04232010245323181,
-0.0516367182135582,
0.03417722135782242,
0.04839719086885452,
-0.04346112161874771,
-0.0030574933625757694,
-0.008056573569774628,
0.03285990282893181,
0.01784406788647175,
-0.026455191895365715,
0.0070355236530303955,
0.013301637023687363,
0.0047040097415447235,
-0.0885758325457573,
-0.011960718780755997,
0.014509384520351887,
0.008292004466056824,
-0.07817865908145905,
0.0009522458421997726,
-0.032358285039663315,
-0.03257802128791809,
0.029940592125058174,
0.02867833524942398,
0.03691037371754646,
0.04192708060145378,
-0.037214670330286026,
0.01765192486345768,
0.023781180381774902,
-0.011244245804846287,
0.07319889962673187,
0.02321581356227398,
-0.02588416263461113,
0.005009354092180729,
0.0056539783254265785,
0.03719065338373184,
0.027169428765773773,
-0.06228454038500786,
0.0019395580748096108,
0.05386406555771828,
0.03286038339138031,
0.030215583741664886,
0.05616069585084915,
-0.014357081614434719,
-0.04348064959049225,
-0.04090023413300514,
-0.011589120142161846,
0.031667646020650864,
-0.11452311277389526,
0.05862466245889664,
-0.08496636152267456,
0.009937477298080921,
0.01961832493543625,
-0.034657787531614304,
-0.004170471336692572,
0.020007353276014328,
-0.05132511258125305,
0.003969675861299038,
0.08268260210752487,
-0.010592804290354252,
-0.0755501464009285,
-0.05444210022687912,
-0.039305929094552994,
-0.02379065752029419,
-0.060633767396211624,
-0.050684310495853424,
-0.01629582978785038,
-0.08860277384519577,
-0.07448019832372665,
-0.01711178943514824,
-0.02535807341337204,
-0.028854195028543472,
0.0505027174949646,
-0.02773621305823326,
-0.04277174919843674,
-0.00146648776717484,
0.007123337127268314,
0.029035339131951332,
-0.03674274682998657,
-0.05441520735621452,
-0.019735651090741158,
0.002914722543209791,
0.00931580364704132,
0.049721188843250275,
-0.03359314799308777,
0.060384925454854965,
-0.00004531649756245315,
0.015432357788085938,
-0.008196213282644749,
0.04150402173399925,
-0.024305494502186775,
-0.029748864471912384,
-0.04682331904768944,
-0.04598794877529144,
-0.016445094719529152,
0.0029537570662796497,
-0.03246433660387993,
-0.04438142105937004,
0.013243875466287136,
0.0012968826340511441,
0.018766963854432106,
-0.006932350341230631,
-0.03443438932299614,
0.014482986181974411,
0.042156003415584564,
0.022357361391186714,
0.021390249952673912,
0.010350613854825497,
0.012865705415606499,
-0.010707681067287922,
0.008339854888617992,
0.035345736891031265,
-0.03948700800538063,
-0.010045201517641544,
-0.04118652269244194,
-0.0004478560877032578,
-0.020104186609387398,
0.004104227758944035,
-0.04123932868242264,
0.02384048141539097,
0.04006653651595116,
0.07166380435228348,
-0.03668839484453201,
0.039583344012498856,
0.04066942259669304,
0.04128292575478554,
-0.018190542235970497,
-0.0017151260981336236,
-0.02531234733760357,
-0.02130831591784954,
-0.0531918928027153,
0.05079018697142601,
-0.009542584419250488,
-0.048851121217012405,
-0.008931544609367847,
0.009315244853496552,
-0.049135658890008926,
0.0351952463388443,
-0.040541235357522964,
0.07034245133399963,
0.04703088849782944,
-0.012328558601439,
0.007958744652569294,
-0.00521414540708065,
-0.018727576360106468,
-0.047610700130462646,
-0.006771047133952379,
0.012047862634062767,
-0.0471099428832531,
0.04431099444627762,
-0.0020742795895785093,
0.006557612679898739
] |
<p>I am estimating a structural equation model in which two latent variables (with 4 indicators each) and the interaction between the two latent variables predict a single observed variable. I would like to save the individual residuals from the observed endogenous variable to use in further analyses. As far as I can tell, Mplus, the program I generally use, does not have a way to save the individual residuals. </p>
<ul>
<li>Is there a stats program that will allow me to save the residuals from an observed variable in a structural equation model? </li>
</ul>
|
g48263
|
[
0.028921617195010185,
-0.07416430115699768,
0.013696778565645218,
-0.05709853395819664,
-0.04447636008262634,
-0.020801685750484467,
0.016329942271113396,
0.005788788199424744,
-0.038600705564022064,
-0.028107868507504463,
-0.015828311443328857,
0.018812080845236778,
-0.012392937205731869,
-0.03277372196316719,
-0.014494948089122772,
0.004136818461120129,
0.06206221878528595,
-0.05685502663254738,
-0.03996041417121887,
0.015604858286678791,
-0.017519915476441383,
-0.049212075769901276,
0.08982862532138824,
-0.0016434038989245892,
-0.014104655012488365,
0.06752635538578033,
-0.03121870756149292,
0.06590936332941055,
-0.06299460679292679,
0.034992847591638565,
0.0052180783823132515,
-0.05581255629658699,
0.04227891191840172,
-0.018690010532736778,
-0.049158819019794464,
-0.02189197577536106,
0.03816493973135948,
-0.0343492291867733,
-0.008411254733800888,
0.0043372176587581635,
0.020989030599594116,
0.0523318275809288,
0.0015537793515250087,
0.04663293808698654,
0.03741876035928726,
0.019926976412534714,
-0.009310995228588581,
-0.03717447817325592,
0.006083354353904724,
0.03307702764868736,
0.042203549295663834,
-0.0016632829792797565,
-0.016154564917087555,
0.026150036603212357,
0.019063841551542282,
0.02373100258409977,
0.0593443438410759,
-0.03497614711523056,
0.03304017335176468,
-0.013088668696582317,
0.059487588703632355,
0.009171191602945328,
-0.06726180016994476,
-0.046418122947216034,
-0.013506941497325897,
0.03148389980196953,
-0.047915954142808914,
-0.0456010177731514,
0.03758637234568596,
-0.042000554502010345,
-0.022036200389266014,
0.09516803175210953,
0.03522521257400513,
-0.031252190470695496,
0.008068476803600788,
-0.007506276480853558,
0.0019540635403245687,
-0.015751998871564865,
-0.004053742624819279,
0.03236778452992439,
-0.0788649246096611,
0.022223688662052155,
0.011835826560854912,
0.013788275420665741,
0.025002043694257736,
-0.01025408785790205,
0.05076071619987488,
-0.04969264566898346,
-0.04411023110151291,
-0.055403146892786026,
0.039217203855514526,
0.0802665501832962,
0.024374239146709442,
0.05580234155058861,
-0.01313068624585867,
0.026950852945446968,
-0.07492814213037491,
0.037252552807331085,
0.02518586814403534,
-0.0005886892322450876,
-0.011103260330855846,
-0.010391338728368282,
-0.017283961176872253,
-0.03300612047314644,
0.0167204812169075,
-0.022202109917998314,
0.004441543482244015,
0.012317320331931114,
-0.0038747540675103664,
-0.0037507591769099236,
-0.021963421255350113,
0.011706073768436909,
0.004234426189213991,
0.02962312288582325,
-0.09181740134954453,
-0.04641861096024513,
0.06593280285596848,
-0.05579423904418945,
-0.02519255131483078,
0.007324446924030781,
0.01818113960325718,
0.02148107811808586,
0.041043471544981,
0.059942010790109634,
-0.015345416031777859,
-0.0017467105062678456,
-0.02799735963344574,
0.06973142921924591,
0.03919404745101929,
0.009270693175494671,
0.008860791102051735,
0.015420496463775635,
0.04618082568049431,
0.03825271502137184,
0.011124511249363422,
0.029914332553744316,
0.013203207403421402,
0.055324625223875046,
0.025025025010108948,
0.07334676384925842,
-0.019652394577860832,
0.019163968041539192,
-0.003395390696823597,
-0.010895594954490662,
-0.03262851759791374,
0.007789476774632931,
0.04906649887561798,
-0.006945230066776276,
-0.04834956303238869,
0.010423878207802773,
0.022044993937015533,
-0.03168952092528343,
0.0037253492046147585,
0.03223901614546776,
-0.029596328735351562,
0.022453680634498596,
-0.028893180191516876,
-0.045152515172958374,
0.0008667145157232881,
-0.014463515020906925,
0.03919699043035507,
-0.043394554406404495,
0.05305945873260498,
0.03375930339097977,
-0.012649623677134514,
-0.039850085973739624,
-0.02386598475277424,
-0.025861086323857307,
0.025205427780747414,
-0.008729545399546623,
-0.009818559512495995,
-0.02528911642730236,
0.04212057217955589,
0.04526769369840622,
0.07692471146583557,
-0.013514040969312191,
0.01271886844187975,
0.00048918736865744,
-0.012247418984770775,
-0.04833252355456352,
-0.01772485487163067,
-0.014903155155479908,
0.028891360387206078,
0.014939414337277412,
0.032618120312690735,
-0.00859730876982212,
-0.028849367052316666,
0.07223314046859741,
-0.05357048287987709,
-0.035664308816194534,
0.022837553173303604,
0.02898534946143627,
0.01758428104221821,
-0.020116718485951424,
-0.022849390283226967,
-0.036868780851364136,
0.037603408098220825,
-0.008145242929458618,
-0.002811361337080598,
0.02033943310379982,
0.017157141119241714,
0.007113260682672262,
-0.007502866443246603,
0.030613208189606667,
-0.0043040853925049305,
-0.02997865341603756,
-0.0399770550429821,
-0.02491530403494835,
-0.0567564032971859,
-0.02681635692715645,
0.036613579839468,
0.04904459789395332,
-0.040230538696050644,
0.01453220285475254,
0.004710114561021328,
-0.02836252935230732,
-0.004161754623055458,
-0.013231072574853897,
0.017108041793107986,
-0.0184371005743742,
-0.05593235418200493,
-0.015684619545936584,
0.05974431708455086,
0.03352919593453407,
0.005821273196488619,
-0.05355571582913399,
0.047146786004304886,
0.0571402981877327,
0.02460702881217003,
-0.014267275109887123,
-0.012676593847572803,
-0.005644273478537798,
0.05599069595336914,
-0.033882733434438705,
0.037993475794792175,
0.051487814635038376,
-0.02698197215795517,
0.013096866197884083,
-0.048802971839904785,
0.031760603189468384,
-0.011828617192804813,
0.022480230778455734,
-0.01128172967582941,
0.046758897602558136,
0.0643753930926323,
0.03563327714800835,
0.038053106516599655,
0.01958281174302101,
0.06825517863035202,
0.05683920532464981,
-0.06149847432971001,
0.04265666380524635,
-0.008672816678881645,
-0.03374362364411354,
0.005957539193332195,
-0.06949560344219208,
-0.008870238438248634,
0.05791332200169563,
-0.026636790484189987,
-0.04510124400258064,
0.0025351610966026783,
0.03839739412069321,
-0.02474084496498108,
0.04236561805009842,
0.020138712599873543,
-0.0356844887137413,
0.038661230355501175,
-0.06762164831161499,
-0.00463681947439909,
0.009664785116910934,
-0.08523304760456085,
0.05055268108844757,
-0.011626366525888443,
0.07622029632329941,
0.01807529479265213,
0.05860968679189682,
-0.019999483600258827,
-0.0033146822825074196,
-0.002036197343841195,
0.018159138038754463,
0.023071840405464172,
-0.04560505971312523,
-0.04990875720977783,
-0.03890902176499367,
0.03381780534982681,
-0.010527169331908226,
0.03166227415204048,
-0.010168716311454773,
0.02615303359925747,
-0.03151117265224457,
-0.021925365552306175,
0.015280280262231827,
0.010364669375121593,
-0.030932920053601265,
-0.04606776684522629,
-0.08424580842256546,
-0.02982872538268566,
-0.06490463018417358,
-0.01960504613816738,
-0.026501288637518883,
-0.03217315673828125,
-0.031538091599941254,
0.05149666965007782,
0.009791645221412182,
-0.025731302797794342,
-0.027072422206401825,
-0.07012514770030975,
-0.026065325364470482,
0.022764267399907112,
-0.05783723294734955,
-0.015595582313835621,
-0.04439132660627365,
-0.03545725345611572,
-0.014890377409756184,
-0.03679629787802696,
-0.022904634475708008,
0.038390036672353745,
-0.007419212255626917,
-0.04478730261325836,
-0.034084875136613846,
0.01749788224697113,
0.0029561840929090977,
0.06666573882102966,
0.0070526436902582645,
-0.02454962022602558,
0.019988371059298515,
-0.043292127549648285,
0.008512066677212715,
-0.08406231552362442,
0.04622894525527954,
0.061209145933389664,
-0.009115860797464848,
-0.02774357795715332,
-0.022125866264104843,
0.07292550802230835,
-0.009365328587591648,
-0.07482530176639557,
-0.029914801940321922,
-0.007837383076548576,
-0.010653303936123848,
0.028909122571349144,
-0.020626205950975418,
-0.03444989398121834,
-0.013721587136387825,
-0.07498384267091751,
-0.0397476889193058,
0.04489976912736893,
-0.00901138037443161,
0.04327322170138359,
-0.019272109493613243,
0.012173480354249477,
0.0645134449005127,
-0.03343423828482628,
-0.06349645555019379,
0.0036233454011380672,
-0.07170328497886658,
-0.005803285166621208,
-0.012692583724856377,
0.042099907994270325,
0.027533432468771935,
-0.02797650173306465,
-0.07301631569862366,
0.020458603277802467,
0.0010908779222518206,
-0.01505122147500515,
0.01943417824804783,
-0.028114190325140953,
0.03909705579280853,
0.08071615546941757,
0.01605634205043316,
0.0023629264906048775,
0.09715233743190765,
-0.016778813675045967,
-0.013206678442656994,
-0.04648808762431145,
-0.020912785083055496,
0.06125815957784653,
0.025581752881407738,
-0.039633337408304214,
0.08029567450284958,
0.043935470283031464,
-0.023576784878969193,
-0.00857529602944851,
0.03051961399614811,
-0.006041304208338261,
-0.044462934136390686,
-0.009352600201964378,
0.03815114498138428,
0.01493040844798088,
0.053477730602025986,
-0.003340983297675848,
-0.06554386764764786,
-0.02825765125453472,
-0.015964260324835777,
0.06870026141405106,
0.025291843339800835,
0.02238391526043415,
0.020820124074816704,
0.04904169216752052,
0.012114495038986206,
-0.05040087550878525,
0.0299479141831398,
0.0434773787856102,
0.03479280322790146,
-0.053474895656108856,
0.008103466592729092,
-0.04370417445898056,
-0.02399315871298313,
-0.04967862740159035,
-0.00897212140262127,
-0.019238151609897614,
0.036506276577711105,
0.0621284544467926,
0.03960089385509491,
-0.03316977247595787,
0.010242996737360954,
0.026944389566779137,
-0.03346693515777588,
0.03000611625611782,
0.008556312881410122,
0.006541803479194641,
0.061386287212371826,
-0.03487205505371094,
0.019827479496598244,
0.03305394574999809,
-0.05137409269809723,
0.0236174538731575,
-0.001768437447026372,
-0.06309998035430908,
-0.05431174859404564,
-0.005560301244258881,
0.0035000827629119158,
0.009516737423837185,
-0.03268984705209732,
-0.015363762155175209,
0.006307574920356274,
0.031705860048532486,
0.018749527633190155,
-0.008487144485116005,
-0.03429369628429413,
-0.01335083320736885,
-0.06667613238096237,
0.04089655354619026,
0.012012133374810219,
-0.05705767869949341,
0.035245511680841446,
0.015231264755129814,
-0.03965631499886513,
-0.005373440217226744,
-0.015914933755993843,
0.016671061515808105,
-0.021778160706162453,
-0.02743813954293728,
-0.009859214536845684,
0.022830376401543617,
-0.016674814745783806,
0.012454893440008163,
0.02673337422311306,
0.09900032728910446,
0.035539574921131134,
-0.004067556466907263,
-0.020056307315826416,
-0.012870533391833305,
0.020817356184124947,
-0.00925434846431017,
-0.0791122317314148,
-0.013344109989702702,
-0.013480212539434433,
0.029275977984070778,
0.022156940773129463,
0.015354501083493233,
0.006698230747133493,
0.06728610396385193,
0.030538339167833328,
0.022545557469129562,
-0.05948292836546898,
-0.030552778393030167,
-0.011009784415364265,
0.04336550086736679,
0.03394114598631859,
-0.0037486152723431587,
0.019332094117999077,
-0.010985009372234344,
-0.021290840581059456,
0.02677440084517002,
0.008523914031684399,
-0.01417839527130127,
-0.03633935749530792,
-0.017884138971567154,
0.013944564387202263,
-0.0027434309013187885,
0.054512154310941696,
0.07921730726957321,
0.025694657117128372,
-0.040222372859716415,
0.01395715307444334,
-0.0059937466867268085,
-0.03452163562178612,
-0.0018697910709306598,
-0.03379610553383827,
0.024830643087625504,
0.04421661049127579,
-0.03886813670396805,
-0.05458226054906845,
-0.022747188806533813,
-0.03164961561560631,
0.029313959181308746,
0.05685944855213165,
-0.033027369529008865,
0.03975486010313034,
0.033521562814712524,
0.029393954202532768,
0.02499750629067421,
-0.018036141991615295,
-0.04526222497224808,
0.020563466474413872,
0.04291120916604996,
0.031182199716567993,
0.02588810585439205,
-0.09436915069818497,
0.0186467207968235,
-0.014555553905665874,
0.0199502594769001,
0.08645989000797272,
0.0061161695048213005,
-0.05883636325597763,
0.018182549625635147,
-0.0072871968150138855,
-0.04033111780881882,
-0.013028379529714584,
0.00001001981581794098,
-0.058238521218299866,
-0.015791187062859535,
0.0176090057939291,
-0.009354280307888985,
-0.034084271639585495,
-0.07499416172504425,
-0.004873037338256836,
0.0020893963519483805,
-0.0035852650180459023,
-0.01360118668526411,
0.0007873171707615256,
0.022289784625172615,
0.017939630895853043,
0.019619643688201904,
-0.01601935364305973,
0.030893301591277122,
-0.016949474811553955,
0.020398283377289772,
0.001674510887823999,
0.005004629027098417,
-0.0038254812825471163,
-0.0061835492961108685,
0.012913396582007408,
-0.002968608634546399,
0.007263478357344866,
-0.01912432536482811,
-0.04536474868655205,
0.01685880497097969,
-0.02405070886015892,
-0.033166225999593735,
-0.014159089885652065,
0.01405522134155035,
-0.007143343333154917,
-0.02882959507405758,
0.010680126026272774,
-0.006291162688285112,
-0.0038044292014092207,
0.04292493686079979,
0.03960911184549332,
0.02162800170481205,
0.005941164679825306,
-0.008667219430208206,
0.023135880008339882,
-0.033355485647916794,
-0.027627358213067055,
0.009234725497663021,
-0.02189970389008522,
0.010220502503216267,
0.02199825644493103,
0.0029273468535393476,
-0.054650481790304184,
0.003915240056812763,
-0.047912098467350006,
-0.05628156289458275,
0.018874919041991234,
-0.05308358743786812,
0.0248092133551836,
-0.06262954324483871,
0.022576475515961647,
0.027325130999088287,
0.006869578268378973,
-0.013357866555452347,
0.018456224352121353,
0.056649670004844666,
0.01363903284072876,
-0.052981894463300705,
0.04118657484650612,
-0.0022047096863389015,
0.0015372916823253036,
-0.026798883453011513,
-0.03535423427820206,
0.0145963029935956,
-0.03788174316287041,
-0.039739422500133514,
-0.0032724763732403517,
-0.040550850331783295,
0.05056535825133324,
0.031280726194381714,
-0.007758596446365118,
-0.07781650125980377,
0.019157204777002335,
0.033878058195114136,
0.05296529829502106,
-0.02988177351653576,
-0.03533618152141571,
-0.05823769047856331,
0.015626616775989532,
-0.03921910375356674,
0.0017087046289816499,
-0.0006953520351089537,
-0.05094035342335701,
-0.012153307907283306,
-0.024517109617590904,
-0.012080817483365536,
0.039990492165088654,
-0.01969241537153721,
0.000915012729819864,
0.04044115170836449,
0.02265036478638649,
-0.04797828942537308,
0.05246645584702492,
-0.038723837584257126,
-0.023643596097826958,
-0.021872686222195625,
0.08966077119112015,
0.005102536641061306,
0.04742971062660217,
0.09674489498138428,
-0.004303270950913429,
0.012061362154781818,
0.05235946923494339,
-0.0008563367882743478,
0.050785623490810394,
-0.059892021119594574,
-0.023135920986533165,
0.024823160842061043,
0.03524003550410271,
-0.0720643550157547,
-0.056995294988155365,
0.02690283954143524,
-0.009914367459714413,
0.05826038494706154,
-0.0550047792494297,
0.018577104434370995,
0.06159805878996849,
0.014414258301258087,
-0.03097940981388092,
0.06419277936220169,
0.033405810594558716,
-0.021531209349632263,
-0.018528562039136887,
0.02486679144203663,
-0.022442949935793877,
0.030275393277406693,
0.0232382882386446,
0.005131781566888094,
-0.03739418834447861,
0.02148326300084591,
-0.01005385722965002,
-0.024618979543447495,
-0.03615184873342514,
-0.01974230259656906,
-0.0009472381207160652,
0.029897110536694527,
-0.01466504205018282,
0.04025533050298691,
-0.015249825082719326,
-0.008747965097427368,
-0.015981482341885567,
-0.03782232478260994,
0.005398912820965052,
0.00888894684612751,
-0.0051454296335577965,
-0.013503056019544601,
-0.016759026795625687,
0.0037596053443849087,
-0.007528073154389858,
0.037509337067604065,
0.007813230156898499,
-0.08846689760684967,
0.044052693992853165,
0.027096454054117203,
-0.024793900549411774,
-0.02596454694867134,
0.00671912869438529,
0.01958567462861538,
0.01818143203854561,
0.015356738120317459,
0.04328903555870056,
0.01065844390541315,
0.03552616387605667,
0.00607919180765748,
-0.0030685437377542257,
0.07108502835035324,
-0.04098575934767723,
-0.02523544430732727,
-0.07578784227371216,
0.004926016554236412,
-0.012891034595668316,
-0.11021647602319717,
0.0016922374488785863,
0.014687965624034405,
0.016242453828454018,
0.06562236696481705,
-0.057244591414928436,
-0.028738800436258316,
0.014095528982579708,
0.030237682163715363,
0.0171437356621027,
-0.06485611945390701,
-0.027032559737563133,
0.013273376040160656,
-0.010381413623690605,
-0.02794262208044529,
-0.0730254277586937,
0.0003062502946704626,
0.03856801614165306,
0.010261599905788898,
0.03260515257716179,
0.0076603153720498085,
-0.03287758305668831,
-0.04237361624836922,
0.016936475411057472,
0.025750523433089256,
0.04084312915802002,
-0.03792991116642952,
0.07330900430679321,
-0.029426584020256996,
0.02918679267168045,
-0.016184324398636818,
0.0016544132959097624,
0.029859784990549088,
-0.020602408796548843,
0.04955730959773064,
0.05046931654214859,
0.010445131920278072,
0.0387725867331028,
0.03877050429582596,
0.0036415557842701674,
0.010910323821008205,
0.034061264246702194,
-0.030767060816287994,
0.05240192636847496,
-0.005488527473062277,
-0.036128051578998566,
-0.031105784699320793,
-0.024383017793297768,
-0.04231229051947594,
-0.06455392390489578,
-0.009183467365801334,
0.009252567775547504,
0.008034596219658852,
0.03275306150317192,
-0.039513494819402695,
-0.0010367152281105518,
0.04256069287657738,
0.04775596782565117
] |
<p>I am currently using the simple slope analysis to examine the significant interaction effects between my continuous moderator and a dichotomous predictor (values 1 & 2)on a continuous DV. I have 2 continuous covariates in the analysis. </p>
<p>My simple slope graph however showed negative values in the DV (i.e: moderator values at predictor value 2 accounted for negative amounts of DV - the slopes crossed the x-axis towards the bottom right direction). Is this possible, or is there some statistical error? I have seen slopes going into the negative values of DV for continuous predictors, but not for dichotomous predictors. </p>
|
g73991
|
[
0.024078987538814545,
-0.02792348712682724,
-0.005154872313141823,
0.01578582637012005,
-0.0094692911952734,
0.0026855941396206617,
0.056865718215703964,
0.010565520264208317,
-0.052053697407245636,
-0.02428922802209854,
-0.013046352192759514,
-0.0014730534749105573,
0.056022848933935165,
-0.02200165018439293,
0.004937145859003067,
0.025209976360201836,
0.024191096425056458,
-0.0071523417718708515,
0.03467518463730812,
0.017032688483595848,
-0.035643965005874634,
-0.06589255481958389,
0.058143701404333115,
-0.03649066016077995,
0.007107707671821117,
-0.038297057151794434,
0.020785443484783173,
0.025829575955867767,
-0.035103559494018555,
0.05423702672123909,
0.012725168839097023,
0.05297946557402611,
0.010165432468056679,
0.019281703978776932,
-0.07534119486808777,
-0.031129680573940277,
0.03876776248216629,
-0.04429060220718384,
-0.013711786828935146,
0.010598997585475445,
-0.0020615821704268456,
0.011891848407685757,
0.022314591333270073,
-0.010823688469827175,
-0.03322209045290947,
-0.014855334535241127,
-0.009412398561835289,
0.019852451980113983,
-0.040101684629917145,
0.010170227847993374,
0.028377527371048927,
-0.02454708144068718,
0.029981393367052078,
0.006716172676533461,
-0.010428755544126034,
0.016433067619800568,
0.052331145852804184,
0.011833046562969685,
-0.036276672035455704,
0.013611901551485062,
0.017626827582716942,
-0.06264686584472656,
0.03379739075899124,
0.008961771614849567,
0.06023978814482689,
0.0013055583694949746,
-0.0466611385345459,
-0.053671695291996,
-0.04661572352051735,
0.019043710082769394,
0.020503956824541092,
-0.04150152578949928,
0.012133325450122356,
-0.020961204543709755,
-0.04397021606564522,
-0.02889985591173172,
0.03023568168282509,
-0.024119865149259567,
0.019215978682041168,
-0.0382397435605526,
-0.045709278434515,
0.01743105985224247,
0.02758842520415783,
-0.011542247608304024,
0.03693857416510582,
0.009344582445919514,
0.03946271166205406,
0.0346677303314209,
0.02190430276095867,
-0.05817128345370293,
0.026824837550520897,
0.04284956678748131,
-0.02085479535162449,
0.05675337836146355,
-0.008117967285215855,
-0.05757598206400871,
-0.03181162849068642,
0.04910898208618164,
-0.05689728260040283,
-0.00334934052079916,
0.028549008071422577,
0.05872632563114166,
0.018245842307806015,
0.07045119255781174,
-0.04570591822266579,
0.017988694831728935,
-0.004925035871565342,
-0.0013778639258816838,
0.009574566036462784,
-0.05644571781158447,
-0.012943738140165806,
0.00986497662961483,
-0.040408749133348465,
-0.002875289414077997,
0.05627020075917244,
-0.03270408883690834,
0.026014845818281174,
0.004954892676323652,
-0.03716243803501129,
-0.0066364663653075695,
0.046543676406145096,
0.05212314426898956,
-0.0026339751202613115,
0.03757593408226967,
-0.04324258863925934,
-0.05256466194987297,
-0.05357016250491142,
0.0431080125272274,
0.09091796725988388,
-0.00861743837594986,
-0.03160307556390762,
0.020655693486332893,
-0.029753725975751877,
0.030051860958337784,
0.03835692256689072,
0.0007409910904243588,
0.08558093011379242,
0.005040024407207966,
0.001677361549809575,
-0.01338102761656046,
0.04275621473789215,
0.06793251633644104,
0.028298653662204742,
-0.00705669866874814,
-0.061898425221443176,
-0.029274046421051025,
0.029455123469233513,
-0.030702710151672363,
0.012839597649872303,
-0.049556128680706024,
0.022057630121707916,
-0.010390088893473148,
-0.03547840565443039,
0.002037426456809044,
-0.027714921161532402,
0.0463239811360836,
-0.05186586454510689,
-0.01631009392440319,
0.008868856355547905,
0.009666478261351585,
0.0017469333251938224,
-0.009537812322378159,
0.04352580010890961,
-0.05004856362938881,
0.041854746639728546,
-0.08261970430612564,
0.01913214474916458,
-0.0695718452334404,
0.006494750268757343,
0.06290562450885773,
-0.0019256126834079623,
0.02624037303030491,
0.003359204391017556,
-0.05078306049108505,
0.041486259549856186,
0.010448185727000237,
-0.0000701213939464651,
-0.033187273889780045,
0.05855036899447441,
-0.0022175395861268044,
0.019833527505397797,
0.08895064145326614,
0.015453340485692024,
-0.05945628881454468,
0.04944509267807007,
0.0030100352596491575,
-0.06266776472330093,
0.02446688711643219,
-0.07308077067136765,
-0.026231661438941956,
0.03774650767445564,
0.007629195228219032,
-0.05023963004350662,
0.013567851856350899,
-0.07667490839958191,
-0.06630545109510422,
0.054235827177762985,
-0.046915654093027115,
-0.03742081671953201,
-0.02380737103521824,
0.000254591868724674,
0.028600245714187622,
0.04590940102934837,
0.0580119825899601,
-0.018866797909140587,
-0.00863918848335743,
-0.0013076670002192259,
-0.014470363967120647,
-0.05286213010549545,
-0.03448624908924103,
-0.011170048266649246,
0.019482823088765144,
-0.026563825085759163,
0.020022250711917877,
0.009231990203261375,
-0.030462242662906647,
-0.019715992733836174,
0.007941409945487976,
0.029053492471575737,
0.03022959642112255,
-0.046836480498313904,
0.006336207501590252,
0.002905658446252346,
0.03719315305352211,
-0.024577759206295013,
-0.00868542492389679,
0.02525627426803112,
-0.03690117970108986,
0.008900611661374569,
-0.07368533313274384,
-0.031042445451021194,
-0.011901546269655228,
0.06210522726178169,
0.015061763115227222,
0.04328416660428047,
-0.006661714054644108,
0.027288643643260002,
-0.0032667031046003103,
-0.010552823543548584,
0.006507829762995243,
0.037827055901288986,
-0.00875499565154314,
0.01737731136381626,
0.05318837985396385,
-0.0070790983736515045,
-0.006647061090916395,
-0.006502487696707249,
-0.007809871807694435,
0.01813177950680256,
0.08476316928863525,
-0.010289490222930908,
0.07030287384986877,
-0.035766471177339554,
0.0055945864878594875,
-0.007460609544068575,
-0.05187130346894264,
-0.0068132709711790085,
0.02311631292104721,
0.03170371800661087,
0.0025178270880132914,
-0.06483633816242218,
-0.0028384241741150618,
0.04398258775472641,
0.0402333028614521,
0.0490204356610775,
-0.036306124180555344,
0.014228309504687786,
-0.04085972160100937,
-0.0074257999658584595,
-0.02672434039413929,
-0.016984906047582626,
0.020683549344539642,
-0.01410521287471056,
0.034324225038290024,
0.03285389393568039,
0.04188303276896477,
0.0030979695729911327,
-0.008173138834536076,
0.028047600761055946,
0.011952303349971771,
0.027629496529698372,
-0.0012668786803260446,
-0.0026034510228782892,
0.017051294445991516,
0.027728615328669548,
0.02479751594364643,
-0.002612370066344738,
0.014626902528107166,
-0.05454861372709274,
0.07689502090215683,
0.010641018860042095,
0.013931424356997013,
-0.02352132834494114,
-0.0038729689549654722,
0.016610868275165558,
-0.04878531023859978,
0.027915114536881447,
-0.0708002820611,
0.008305842988193035,
0.02579209767282009,
-0.0330471508204937,
-0.02777794934809208,
0.009845014661550522,
-0.007895422168076038,
0.0042626638896763325,
-0.09882237762212753,
-0.039680417627096176,
-0.011087937280535698,
0.025014881044626236,
-0.04155150055885315,
-0.0032068188302218914,
-0.04765291139483452,
0.021926678717136383,
0.010927078314125538,
0.011200065724551678,
-0.0004367938672658056,
0.010405219160020351,
0.06405571103096008,
0.008760604076087475,
0.031162584200501442,
0.0063835992477834225,
0.0024270329158753157,
-0.03757689520716667,
0.06373167037963867,
-0.06236455589532852,
0.05359157174825668,
-0.03018791414797306,
0.03832964971661568,
-0.03570140153169632,
0.014057980850338936,
0.03873629495501518,
-0.006949718575924635,
0.009492277167737484,
0.005934211425483227,
0.08404094725847244,
-0.055964816361665726,
0.04725644364953041,
-0.0431891568005085,
0.01278908085078001,
0.02247541770339012,
-0.030763039365410805,
-0.033548858016729355,
-0.07242674380540848,
-0.02917659468948841,
-0.03626328706741333,
0.001419673440977931,
0.0032869100105017424,
0.015700265765190125,
-0.020096611231565475,
-0.011524206958711147,
0.014631371945142746,
0.0004759666044265032,
0.02378094010055065,
-0.014243543148040771,
-0.020972292870283127,
-0.0006328648887574673,
0.005048814229667187,
0.0484214723110199,
-0.05071552097797394,
0.062159448862075806,
-0.011264410801231861,
0.016860447824001312,
-0.02636365219950676,
0.013712365180253983,
0.03050973266363144,
0.04905754327774048,
-0.05533074960112572,
0.09080330282449722,
0.01608087681233883,
-0.0121621023863554,
0.02182595245540142,
0.022956611588597298,
0.02261517383158207,
0.007196028716862202,
0.019680863246321678,
0.0006614463054575026,
0.05843520909547806,
0.06210099533200264,
-0.04782846197485924,
0.07790657132863998,
0.054342713207006454,
0.0009796335361897945,
0.028203913941979408,
-0.008559967391192913,
-0.03688100725412369,
-0.030386056751012802,
-0.017389893531799316,
-0.013647268526256084,
0.025637226179242134,
0.016977459192276,
0.0441911555826664,
0.00245256838388741,
0.0054314760491251945,
0.060854196548461914,
-0.010556308552622795,
0.0020192901138216257,
-0.06649119406938553,
-0.00026444075047038496,
0.021805277094244957,
0.010245605371892452,
0.009950179606676102,
0.013911799527704716,
0.04166233912110329,
-0.04030660167336464,
0.004209321457892656,
0.04551173746585846,
0.004900334868580103,
0.0014854285400360823,
-0.0036161888856440783,
-0.010488385334610939,
0.004020998254418373,
-0.08836516737937927,
-0.008802102878689766,
-0.024768665432929993,
0.010433422401547432,
0.0016311409417539835,
0.021500034257769585,
0.008631846867501736,
0.025063220411539078,
-0.009139950387179852,
0.04570021852850914,
0.08115623146295547,
-0.025789998471736908,
0.003277967916801572,
0.04925648868083954,
-0.034036874771118164,
-0.03188169747591019,
-0.006921565625816584,
-0.06115541234612465,
-0.024897145107388496,
0.0523928739130497,
0.04789721220731735,
-0.036317504942417145,
-0.04719822108745575,
-0.01224648579955101,
0.08010503649711609,
-0.030254431068897247,
0.004599719308316708,
-0.018134595826268196,
0.002421657321974635,
-0.004919135477393866,
-0.03295576944947243,
0.01882760040462017,
-0.026598099619150162,
0.031076116487383842,
0.02287711761891842,
-0.04246564209461212,
-0.04557777941226959,
0.01805441826581955,
-0.03494112938642502,
-0.04289987310767174,
-0.006271059159189463,
-0.01949494332075119,
-0.018743669614195824,
0.008284107781946659,
-0.036738716065883636,
0.027563970535993576,
0.01670846901834011,
0.012571338564157486,
0.042417723685503006,
0.004895112011581659,
-0.019580988213419914,
-0.04121134802699089,
-0.008057482540607452,
-0.05608753487467766,
-0.03391727805137634,
-0.07147654891014099,
0.01131298765540123,
0.009247630834579468,
0.0025650153402239084,
-0.03530082479119301,
0.017306435853242874,
0.006869813427329063,
-0.005616310052573681,
-0.03363555297255516,
-0.0008738423348404467,
0.025209536775946617,
0.01262846402823925,
-0.005808576475828886,
0.023533815518021584,
-0.02156960219144821,
-0.03991794213652611,
0.05918053537607193,
-0.011718603782355785,
-0.008157992735505104,
-0.031470075249671936,
-0.022576449438929558,
-0.032550618052482605,
0.06996612250804901,
0.018552662804722786,
0.03455103561282158,
0.023299522697925568,
0.03808647021651268,
0.02822747454047203,
-0.02613649144768715,
0.027442382648587227,
-0.006239717360585928,
-0.029325291514396667,
-0.002162700518965721,
-0.032320283353328705,
0.034469861537218094,
-0.01653609238564968,
0.02833370305597782,
-0.040786292403936386,
-0.019425002858042717,
0.03179571405053139,
0.06503776460886002,
-0.013398539274930954,
0.005556638352572918,
0.04773741215467453,
-0.04904570057988167,
0.06756698340177536,
0.10731308907270432,
0.020017724484205246,
-0.03538964316248894,
0.0017174793174490333,
-0.03679444640874863,
0.0228436142206192,
-0.034264516085386276,
-0.004858358297497034,
0.02763412892818451,
0.003925953060388565,
-0.06616534292697906,
0.009190855547785759,
0.010419442318379879,
-0.020607002079486847,
0.018585560843348503,
-0.042785536497831345,
-0.0038374830037355423,
-0.006911221891641617,
0.05673296004533768,
-0.01097608357667923,
-0.045302264392375946,
0.05028565227985382,
-0.02346326783299446,
-0.11604878306388855,
-0.02141798846423626,
0.06551266461610794,
0.007194028701633215,
0.015870604664087296,
-0.047950081527233124,
-0.0071143945679068565,
0.02233988605439663,
0.011681468226015568,
0.023497488349676132,
-0.016327908262610435,
0.03846527263522148,
0.018607236444950104,
0.00030775184859521687,
-0.020326251164078712,
0.015932541340589523,
0.012260690331459045,
-0.006771269254386425,
-0.008561285212635994,
-0.05326664447784424,
-0.006696694064885378,
0.04737141728401184,
0.04219959303736687,
0.02794271521270275,
-0.02413957566022873,
-0.020473597571253777,
-0.08804704248905182,
-0.008570998907089233,
-0.019784189760684967,
-0.041675567626953125,
-0.054349638521671295,
0.01874569058418274,
-0.009941947646439075,
0.003140184795483947,
-0.011904479004442692,
0.055895254015922546,
-0.025449564680457115,
0.0033108596689999104,
0.031860996037721634,
-0.06027621775865555,
0.015095262788236141,
-0.06372129917144775,
0.02250833623111248,
0.0064712101593613625,
0.04169943183660507,
0.04882713779807091,
-0.00450652651488781,
-0.019977305084466934,
-0.02148091420531273,
-0.017358893528580666,
0.03337739408016205,
-0.09627140313386917,
-0.011370747350156307,
-0.026908814907073975,
0.01371852122247219,
-0.030905650928616524,
0.017398953437805176,
-0.006305395625531673,
0.0019596011843532324,
-0.04109971225261688,
-0.07227101176977158,
-0.030887365341186523,
0.07315128296613693,
-0.0017887779977172613,
0.01776382327079773,
0.03421681746840477,
-0.01162624265998602,
0.05326172336935997,
0.018509410321712494,
-0.013624223880469799,
-0.034199077636003494,
0.005384237039834261,
0.002614416880533099,
-0.028712425380945206,
-0.013344688341021538,
-0.07966543734073639,
0.031322311609983444,
0.031161077320575714,
0.034654710441827774,
0.04752858728170395,
-0.041876040399074554,
-0.08252011984586716,
-0.022730186581611633,
-0.021280942484736443,
-0.02940535917878151,
0.016082409769296646,
0.000639755220618099,
-0.05132167041301727,
-0.04725390672683716,
0.025587135925889015,
-0.011310090310871601,
-0.014620748348534107,
-0.028961019590497017,
0.021527232602238655,
0.04719121381640434,
-0.05713390186429024,
0.038831159472465515,
-0.04791657626628876,
0.0012695427285507321,
-0.05556290224194527,
0.0632408857345581,
-0.06485862284898758,
0.04715058580040932,
0.01102367788553238,
-0.010073265060782433,
0.0660005435347557,
0.05318627506494522,
-0.029901357367634773,
0.04009315371513367,
0.006581071764230728,
0.01312581542879343,
0.007238250691443682,
0.02506438083946705,
-0.036722999066114426,
0.07227946817874908,
0.0930035412311554,
0.0536578930914402,
0.07431594282388687,
-0.014155611395835876,
0.01320453267544508,
0.006965761072933674,
0.031308166682720184,
-0.0026404799427837133,
0.03545350581407547,
0.04246740788221359,
0.011017956770956516,
-0.056338485330343246,
-0.02814020775258541,
0.03436778858304024,
-0.020590055733919144,
0.029760153964161873,
0.01245779450982809,
0.030686214566230774,
-0.00782814435660839,
-0.038024116307497025,
-0.00570754986256361,
-0.08193743228912354,
-0.0014933577040210366,
0.042544811964035034,
0.014739520847797394,
-0.07993785291910172,
-0.03226007893681526,
0.022630270570516586,
-0.003670309204608202,
-0.004631217569112778,
0.025827839970588684,
0.009530383162200451,
0.05310649424791336,
-0.024568960070610046,
-0.027096567675471306,
0.018238605931401253,
-0.001737802173011005,
-0.003941591829061508,
-0.023418322205543518,
0.0015101759927347302,
-0.05165030434727669,
-0.028883013874292374,
0.03263393044471741,
-0.024035941809415817,
-0.03602316975593567,
0.006483941338956356,
-0.06352869421243668,
0.11381066590547562,
-0.03268205747008324,
0.07836949080228806,
0.01797572523355484,
0.004249063320457935,
-0.04431312158703804,
-0.06024056300520897,
0.020432358607649803,
0.015176401473581791,
0.002112577436491847,
-0.04924064129590988,
-0.02066136710345745,
0.005511053372174501,
-0.0358181856572628,
-0.0018893079832196236,
-0.03182206302881241,
-0.0027134160045534372,
-0.02677461877465248,
-0.006067121867090464,
0.019310135394334793,
-0.08050914853811264,
0.02325327694416046,
0.054836567491292953,
-0.09765025973320007,
-0.06619373708963394,
-0.027543336153030396,
-0.011990951374173164,
0.00007352045940933749,
-0.016067013144493103,
-0.04027283936738968,
0.038705527782440186,
-0.010677170939743519,
0.07054304331541061,
-0.02116045355796814,
0.012938900850713253,
-0.029797345399856567,
-0.006240177433937788,
-0.014076467603445053,
-0.04193786904215813,
0.008829045109450817,
0.10369186848402023,
-0.0703003779053688,
-0.015567930415272713,
-0.016734523698687553,
-0.027349181473255157,
0.03821815550327301,
0.025019552558660507,
-0.008032623678445816,
0.0375215969979763,
0.013669501058757305,
0.016387110576033592,
-0.044125746935606,
0.015861274674534798,
0.007731078192591667,
0.028249971568584442,
-0.03735140338540077,
-0.005278704687952995,
0.03746821731328964,
-0.000819122651591897,
-0.06325550377368927,
-0.022582540288567543,
-0.0032269449438899755,
-0.041226599365472794,
-0.007972086779773235,
-0.0024422777350991964,
-0.03195163607597351,
-0.0035664362367242575,
-0.04575880989432335,
-0.017217397689819336,
-0.024364065378904343,
0.04397471621632576
] |
<p>I'm doing a project on dog adoption patterns, and I realized that there are many (100 +) different breeds of dogs. I'd like to build a predictive model using breed as covariate, but I'm not sure whether I should turn each breed into a dummy variable and run a quick and dirty supervised learning algorithm, or try to do some clustering (based on aggressiveness of breed, for example), and then try to run the algorithm. My dataset is pretty large : 14000 entries. </p>
<p>Any advice?</p>
<p>Thanks!</p>
|
g73992
|
[
-0.01458551175892353,
0.007864747196435928,
0.015097838826477528,
-0.05136455222964287,
0.009527714923024178,
-0.057586830109357834,
-0.004843422211706638,
0.05318377912044525,
-0.026791244745254517,
0.010270426981151104,
0.010293840430676937,
0.039926305413246155,
0.0784166157245636,
0.01150917261838913,
-0.02297625131905079,
0.013978327624499798,
0.025143902748823166,
-0.03779367357492447,
-0.0011898190714418888,
-0.009836306795477867,
0.06900098919868469,
0.01909572444856167,
0.057592179626226425,
0.03723253682255745,
0.005189902614802122,
0.023336220532655716,
-0.04608293995261192,
0.010652405209839344,
0.013959911651909351,
-0.012557318434119225,
-0.03386874496936798,
0.032398052513599396,
0.054677754640579224,
-0.026404816657304764,
-0.040457695722579956,
0.023535743355751038,
-0.014650809578597546,
-0.0005720690824091434,
-0.018090957775712013,
0.004099288955330849,
-0.002246593125164509,
0.015419408679008484,
-0.01742362789809704,
0.017551368102431297,
0.0013865143992006779,
-0.018817711621522903,
0.04481741413474083,
-0.040069885551929474,
0.02017774060368538,
0.027444293722510338,
0.048812657594680786,
0.005955071188509464,
-0.005563035607337952,
0.004623312037438154,
-0.02430936135351658,
0.019066782668232918,
-0.00901767611503601,
-0.008358257822692394,
-0.01974841207265854,
-0.0033855456858873367,
0.05914587154984474,
-0.016918333247303963,
-0.06718182563781738,
-0.009806524030864239,
0.023880131542682648,
0.046276938170194626,
-0.022354351356625557,
-0.037201110273599625,
0.05347906053066254,
0.018363796174526215,
-0.009218456223607063,
0.025195905938744545,
0.09262978285551071,
0.029646679759025574,
-0.0042594727128744125,
-0.05590943247079849,
0.028436757624149323,
0.023051830008625984,
0.030270569026470184,
0.021517517045140266,
0.054510828107595444,
-0.00863656960427761,
-0.001645718701183796,
0.004113971255719662,
0.005732310935854912,
-0.05601508170366287,
-0.048592738807201385,
-0.022534195333719254,
0.042511627078056335,
-0.009648103266954422,
0.024470170959830284,
0.008062750101089478,
0.013339255936443806,
0.031762298196554184,
0.04908303543925285,
0.014721383340656757,
-0.06496994942426682,
0.004525687079876661,
0.029852038249373436,
-0.05445588007569313,
-0.00004602765693562105,
0.05666171386837959,
-0.033647678792476654,
-0.014600136317312717,
-0.050243400037288666,
-0.017519578337669373,
0.026008784770965576,
0.000009763642992766108,
0.007599154021590948,
-0.017548630014061928,
-0.05571543052792549,
0.04714541509747505,
-0.055055342614650726,
0.03299495577812195,
-0.07401060312986374,
-0.011747191660106182,
-0.018457692116498947,
0.01637386903166771,
-0.04215793311595917,
0.0009939128067344427,
0.014980140142142773,
-0.06475438922643661,
0.005461263470351696,
0.03008192591369152,
-0.025086088106036186,
0.019458286464214325,
-0.034652210772037506,
0.04712776839733124,
0.010632229968905449,
-0.029754607006907463,
0.005165586713701487,
-0.006351982243359089,
0.03623964637517929,
-0.02022223360836506,
0.043799422681331635,
0.026237593963742256,
-0.053672950714826584,
0.05347966402769089,
0.04091544821858406,
0.01650712452828884,
-0.025232622399926186,
0.037393949925899506,
0.03852090239524841,
-0.0031859565060585737,
-0.04414385184645653,
0.0218986626714468,
-0.05830848589539528,
0.0034323674626648426,
-0.004227722529321909,
0.061905547976493835,
0.0006008287309668958,
0.05374713987112045,
-0.03655727580189705,
-0.012817839160561562,
-0.029896218329668045,
0.0009783864952623844,
-0.04149528220295906,
-0.005916293244808912,
0.009877950884401798,
0.003230561036616564,
0.04419931396842003,
-0.07596039772033691,
-0.009311908856034279,
0.029710518196225166,
0.015076029114425182,
-0.004941580817103386,
-0.03209326043725014,
-0.01908368431031704,
-0.0710848793387413,
0.04407656565308571,
0.007046709768474102,
0.023584747686982155,
0.010784384794533253,
-0.04082295671105385,
-0.01727464236319065,
0.015214850194752216,
0.00022952193103265017,
-0.010757208801805973,
0.0642971619963646,
0.027767537161707878,
0.04763209447264671,
-0.017364460974931717,
0.022990453988313675,
-0.048141077160835266,
0.028782358393073082,
-0.0452200323343277,
-0.030049053952097893,
0.004190631676465273,
-0.023253917694091797,
-0.022991862148046494,
0.00970764271914959,
0.03854230046272278,
0.04256150871515274,
-0.03376331180334091,
-0.04217641055583954,
-0.03447920083999634,
-0.0013562679523602128,
-0.06011028587818146,
0.0009540910250507295,
0.0077662686817348,
0.058711644262075424,
0.022062141448259354,
-0.0455341674387455,
0.08691844344139099,
-0.07287634909152985,
-0.010449612513184547,
0.016436520963907242,
0.01089951116591692,
-0.012757597491145134,
-0.016598006710410118,
0.025754272937774658,
-0.025109700858592987,
-0.014020003378391266,
0.034384362399578094,
-0.010595710016787052,
0.04655342549085617,
-0.006555751897394657,
0.07076391577720642,
0.01938461884856224,
-0.0051317643374204636,
-0.020183412358164787,
0.020382244139909744,
0.0025789036881178617,
-0.01809057965874672,
0.003364423057064414,
-0.013571573421359062,
-0.010154685005545616,
-0.0023072808980941772,
-0.01576177403330803,
-0.015179160051047802,
0.001434941659681499,
-0.00917081069201231,
0.050481367856264114,
-0.07237492501735687,
0.07910174131393433,
0.006024472881108522,
-0.005265912506729364,
-0.0039557176642119884,
-0.03733453527092934,
-0.007245030719786882,
0.007281538099050522,
0.00834602303802967,
0.046268440783023834,
-0.010796153917908669,
-0.004018208011984825,
-0.10076513886451721,
0.017761511728167534,
-0.009124868549406528,
0.0037511910777539015,
0.026863867416977882,
-0.05986817181110382,
0.052634261548519135,
0.0031701417174190283,
-0.04020601138472557,
0.02218078263103962,
0.023009376600384712,
-0.007170994766056538,
0.06003371253609657,
0.06395278871059418,
0.04536000266671181,
0.04075480252504349,
0.029610857367515564,
0.028334898874163628,
-0.02421717904508114,
0.043677426874637604,
-0.056507281959056854,
0.09841160476207733,
-0.017949838191270828,
0.03483996540307999,
0.0025644211564213037,
-0.03233305364847183,
0.012381511740386486,
-0.029927846044301987,
-0.04870403930544853,
0.03477264568209648,
0.07990312576293945,
-0.03711774945259094,
-0.00031849488732405007,
-0.005158851854503155,
0.006172696128487587,
0.038454435765743256,
-0.05094040185213089,
-0.039862263947725296,
0.010011037811636925,
0.061890311539173126,
0.020777627825737,
0.0456811897456646,
0.021175365895032883,
0.03943997621536255,
-0.015148244798183441,
-0.0284133180975914,
0.006694692652672529,
0.04042365401983261,
0.03299736604094505,
-0.005700227804481983,
-0.0124925272539258,
-0.013038446195423603,
0.0069511947222054005,
0.0711950734257698,
-0.011595589108765125,
-0.07265566289424896,
-0.016377568244934082,
0.07847554236650467,
-0.051610760390758514,
-0.0282458383589983,
-0.04917742311954498,
0.003432647092267871,
0.015924805775284767,
-0.029614457860589027,
-0.06765313446521759,
-0.031013358384370804,
-0.02491682767868042,
-0.028313560411334038,
-0.02990034408867359,
-0.03918154910206795,
-0.08013700693845749,
0.001234917202964425,
0.034370068460702896,
0.04554479941725731,
-0.07153697311878204,
0.038869962096214294,
0.020338091999292374,
0.01631510630249977,
0.03044779598712921,
0.009128970094025135,
0.014251412823796272,
-0.00046649560681544244,
0.0029626928735524416,
-0.013164510019123554,
0.033780235797166824,
-0.010200655087828636,
0.00917167216539383,
-0.02276335097849369,
-0.005297181196510792,
0.008103426545858383,
-0.013727755285799503,
0.025815322995185852,
-0.01845555752515793,
-0.06212363764643669,
0.020866354927420616,
-0.03321651741862297,
-0.07751917093992233,
0.02788003347814083,
0.0013242909917607903,
-0.05726766213774681,
-0.02005598694086075,
0.06348898261785507,
-0.07687068730592728,
-0.0007623518467880785,
-0.06114836037158966,
-0.042133916169404984,
-0.00048372597666457295,
-0.019097937270998955,
-0.03126136213541031,
0.028333032503724098,
-0.024702444672584534,
-0.00848523061722517,
0.000505128176882863,
-0.0538417212665081,
-0.03187937289476395,
0.04579266533255577,
-0.004884939640760422,
0.010751038789749146,
0.0014880076050758362,
0.009470720775425434,
0.022051114588975906,
-0.00039394284249283373,
0.025653282180428505,
0.006372982636094093,
-0.009046644903719425,
0.007411854807287455,
0.003500277642160654,
0.011761489324271679,
0.02323613315820694,
-0.010115444660186768,
0.02845550701022148,
0.01199309155344963,
0.02802114747464657,
0.010948256589472294,
-0.04636599123477936,
-0.017448632046580315,
0.059826768934726715,
0.00199834443628788,
-0.03148066997528076,
-0.05357653647661209,
-0.010847424156963825,
0.019845372065901756,
0.011481156572699547,
0.013000807724893093,
0.07118912786245346,
-0.04898839816451073,
-0.0032449958380311728,
-0.02532496489584446,
0.004322602413594723,
0.010405207052826881,
-0.04038650915026665,
-0.028857700526714325,
0.009721040725708008,
-0.002224849769845605,
0.07701747119426727,
0.007092721294611692,
0.015898719429969788,
0.02107197791337967,
0.016678690910339355,
-0.020660655573010445,
-0.014793275855481625,
-0.06172936409711838,
-0.00438388017937541,
-0.04902849718928337,
-0.0056705656461417675,
0.012596615590155125,
-0.05150036886334419,
0.015366815030574799,
-0.03616204112768173,
0.04879692941904068,
0.0037835834082216024,
0.02135119028389454,
-0.0028029480017721653,
-0.03860278055071831,
-0.014985313639044762,
-0.017650479450821877,
-0.03994039446115494,
-0.020054975524544716,
-0.06624715775251389,
0.024597546085715294,
-0.028080403804779053,
0.005351531319320202,
-0.010105258785188198,
-0.04520387202501297,
-0.02735787257552147,
0.08515170216560364,
-0.03367338329553604,
-0.037347130477428436,
-0.0018980897730216384,
-0.0030877706594765186,
0.037901874631643295,
0.039891742169857025,
-0.027198150753974915,
0.008535671979188919,
-0.04749095439910889,
-0.006869059056043625,
0.017334407195448875,
0.00787902157753706,
0.04708849638700485,
-0.009020430967211723,
-0.010702261701226234,
0.027222299948334694,
-0.031635530292987823,
0.0254712775349617,
0.022308116778731346,
0.036822352558374405,
0.03648241236805916,
-0.0033230783883482218,
0.02309468388557434,
0.06110890582203865,
0.004186269827187061,
-0.017269525676965714,
-0.010782182216644287,
0.006869771983474493,
0.026797709986567497,
0.029279684647917747,
-0.005286977160722017,
-0.03548320382833481,
0.023722557350993156,
0.016976460814476013,
-0.0550391748547554,
-0.07277308404445648,
-0.035794518887996674,
0.08368893712759018,
0.028699252754449844,
-0.012040946632623672,
-0.04005911573767662,
0.001032559317536652,
-0.0024438907857984304,
0.01914832554757595,
0.03607209399342537,
-0.02449738420546055,
-0.023007268086075783,
0.006187241990119219,
0.013596334494650364,
-0.05311727151274681,
0.002648750552907586,
0.03537014499306679,
-0.0431496798992157,
-0.019107993692159653,
-0.000921226863283664,
0.056136827915906906,
-0.026865242049098015,
0.0410233810544014,
-0.023166371509432793,
-0.002522518625482917,
0.030197910964488983,
0.05906132981181145,
0.020879048854112625,
-0.04113737866282463,
0.009902626276016235,
0.006262458395212889,
-0.0145826181396842,
-0.04285813122987747,
-0.028980117291212082,
-0.03219214454293251,
-0.0038816831074655056,
-0.024909699335694313,
-0.05545501410961151,
-0.015832707285881042,
0.010305114090442657,
0.0907384529709816,
0.009103026241064072,
0.015390184707939625,
0.030756035819649696,
-0.00491505628451705,
0.04390580207109451,
0.0045861778780817986,
-0.015493380837142467,
-0.053463082760572433,
-0.04104319587349892,
-0.04495570436120033,
0.10201705247163773,
0.010332880541682243,
-0.02404164895415306,
0.0545758381485939,
0.011413652449846268,
-0.06790439039468765,
0.06596077233552933,
0.004870737437158823,
-0.06587830185890198,
-0.015468655154109001,
-0.017783600836992264,
-0.03881741687655449,
-0.03706078603863716,
0.04631650075316429,
-0.0415809340775013,
-0.05406992509961128,
0.04673299193382263,
0.041310589760541916,
0.024122221395373344,
-0.033530302345752716,
0.05204333737492561,
-0.013587229885160923,
-0.07153346389532089,
0.022180456668138504,
0.05859176442027092,
0.03546304255723953,
-0.09877058118581772,
-0.037209317088127136,
-0.008883550763130188,
-0.004317700397223234,
-0.010156609117984772,
0.027654746547341347,
0.017372235655784607,
0.004941124003380537,
-0.010225345380604267,
0.016570299863815308,
-0.0031227211002260447,
0.045973438769578934,
-0.004258727189153433,
-0.01481326762586832,
-0.03259684890508652,
0.061326298862695694,
0.023235319182276726,
-0.06990565359592438,
0.007372938562184572,
0.0036699222400784492,
0.028987880796194077,
0.03471770137548447,
-0.0028910767287015915,
-0.0466889962553978,
-0.031925685703754425,
0.009212845005095005,
-0.016517989337444305,
0.026966366916894913,
-0.07446925342082977,
-0.024669861420989037,
0.03574364632368088,
-0.019366689026355743,
-0.04412941634654999,
0.020508311688899994,
0.024866076186299324,
0.05965660884976387,
-0.013504013419151306,
0.03110574185848236,
-0.012613272294402122,
-0.043454404920339584,
-0.0008485770667903125,
-0.01328226551413536,
0.04638401418924332,
0.022946864366531372,
0.049573373049497604,
-0.05772694945335388,
0.0268586166203022,
-0.011304697021842003,
-0.008411576971411705,
0.0005270362016744912,
-0.04527536779642105,
-0.0039770333096385,
-0.01800636760890484,
0.0017052387120202184,
0.0452280268073082,
-0.019514309242367744,
-0.05568288639187813,
0.009805100969970226,
0.017677899450063705,
0.06536869704723358,
-0.029516352340579033,
-0.02507399395108223,
0.006166685372591019,
-0.007107606157660484,
0.002102236496284604,
0.004291951656341553,
0.03802802041172981,
-0.05562443658709526,
-0.009362278506159782,
-0.008020960725843906,
0.028919558972120285,
0.050815753638744354,
0.013360168784856796,
-0.008073123171925545,
0.02471456676721573,
0.04083998128771782,
-0.012208233587443829,
0.015854623168706894,
0.0016367415664717555,
0.031457528471946716,
0.06122709438204765,
-0.03874644637107849,
0.004933537449687719,
-0.03104485012590885,
-0.01156566385179758,
0.06943836808204651,
0.04147278890013695,
0.008559961803257465,
-0.017612600699067116,
-0.05775965005159378,
-0.007912630215287209,
-0.06258205324411392,
0.011009065434336662,
-0.08998245745897293,
0.07447674870491028,
-0.018388472497463226,
0.046238500624895096,
0.04179190844297409,
0.06250922381877899,
-0.01160581037402153,
0.053494423627853394,
0.04062415659427643,
0.055573780089616776,
0.011155640706419945,
0.08394373953342438,
0.037055857479572296,
-0.006830832455307245,
0.032998017966747284,
0.034373387694358826,
-0.05098016560077667,
-0.04451500251889229,
-0.01856072247028351,
0.034011051058769226,
0.03246258944272995,
-0.010665214620530605,
0.010329904034733772,
0.06404545903205872,
-0.011244796216487885,
-0.0628683939576149,
-0.05049286037683487,
-0.018617477267980576,
0.07741190493106842,
0.03836994245648384,
-0.06114153936505318,
0.023067697882652283,
0.03281523287296295,
-0.07807233929634094,
-0.018730631098151207,
-0.04384302347898483,
0.004185114521533251,
0.021124767139554024,
0.02968759648501873,
-0.03645592927932739,
-0.03093179501593113,
-0.00004162107870797627,
-0.018610917031764984,
-0.0024518852587789297,
-0.00669110706076026,
-0.021596062928438187,
-0.0282775666564703,
0.028355805203318596,
0.013219160959124565,
0.04848792403936386,
-0.022249629721045494,
-0.03734465315937996,
0.009275926277041435,
-0.016131896525621414,
-0.09558818489313126,
-0.06107161566615105,
0.014919760636985302,
0.014146334491670132,
-0.05867476016283035,
0.02408066764473915,
-0.023368284106254578,
0.002046432578936219,
0.034580592066049576,
0.1481894701719284,
-0.023749858140945435,
0.08820759505033493,
0.004931962583214045,
-0.05260917916893959,
-0.060224588960409164,
-0.061866164207458496,
-0.04073916748166084,
-0.016732245683670044,
0.01454666256904602,
-0.029805047437548637,
-0.007686476688832045,
0.06093747913837433,
0.00025403237668797374,
0.032964177429676056,
-0.05791836231946945,
-0.010962380096316338,
-0.05419787019491196,
0.017496434971690178,
-0.03737067058682442,
-0.0011569132329896092,
-0.0887913703918457,
-0.014845605008304119,
0.0025008150842040777,
0.060572635382413864,
0.046988729387521744,
0.0017312748823314905,
0.022801969200372696,
0.03563505783677101,
-0.017172684893012047,
-0.010384212248027325,
-0.04692259430885315,
-0.04602048918604851,
-0.07213623076677322,
0.0029898916836827993,
0.048641592264175415,
0.011592844501137733,
-0.017649803310632706,
-0.005772184580564499,
-0.03502275049686432,
0.007006637752056122,
-0.04127373546361923,
0.05393819510936737,
0.003972502425312996,
-0.015228727832436562,
0.013119244016706944,
0.024170411750674248,
0.018561655655503273,
0.025934647768735886,
-0.024801569059491158,
0.031904399394989014,
-0.03886634483933449,
0.013568604364991188,
0.01647952012717724,
-0.00265491078607738,
-0.08844514191150665,
0.0830773189663887,
0.02289424277842045,
0.01940566673874855,
-0.00015746995632071048,
-0.041515834629535675,
0.014063229784369469,
0.002563001122325659,
-0.006180555559694767,
0.02798776514828205,
-0.021796803921461105,
0.0026791368145495653,
-0.011166859418153763,
-0.021261997520923615
] |
<p>I am trying to use urca library to do cointegration test, and its function ca.jo, which conducts the Johansen procedure on a given data set.</p>
<p>I think a lag order of 1 is possible for a cointegrated VECM, which means it does not have short term error correction. For example, we have VAR(1)</p>
<p>$$
X_t=\Pi_1X_{t-1} + \epsilon_t
$$
and its VECM is
$$
\Delta X_t = \Pi X_{t-1} + \epsilon_t
$$
where $\Pi=\Pi_1-I_2$</p>
<p>Why does ca.jo specify the minimum lag order to be 2? Is there a reason behind it?</p>
|
g36607
|
[
0.03435542806982994,
-0.008286870084702969,
-0.012416508048772812,
-0.02116430550813675,
0.06888876855373383,
-0.024973006919026375,
0.07812616229057312,
0.014692462980747223,
-0.060875412076711655,
0.019085479900240898,
-0.020367592573165894,
0.04355257377028465,
0.022682346403598785,
-0.04801875352859497,
-0.06939759850502014,
-0.048361826688051224,
0.06829626858234406,
0.04343905672430992,
0.032750073820352554,
0.02850731834769249,
-0.002268396085128188,
0.010996008291840553,
-0.008683273568749428,
-0.03336082771420479,
0.07395397126674652,
0.003444568021222949,
0.0004593869380187243,
0.021394815295934677,
-0.10561832785606384,
0.046517908573150635,
-0.00930881779640913,
-0.04202360287308693,
0.0401892215013504,
-0.028095224872231483,
-0.016474125906825066,
0.0018164149951189756,
0.011719342321157455,
-0.043326593935489655,
0.05564156919717789,
-0.011633612215518951,
-0.04287159442901611,
-0.02758520469069481,
0.08244892954826355,
-0.01114667858928442,
0.03998246416449547,
-0.048142850399017334,
0.013641523197293282,
0.014416600577533245,
0.05012383684515953,
-0.025620637461543083,
-0.02997271902859211,
0.031621359288692474,
0.062297794967889786,
-0.041627105325460434,
-0.0330648347735405,
0.0641050934791565,
-0.006502701435238123,
0.013463846407830715,
0.010963886976242065,
0.003802907420322299,
0.056515954434871674,
-0.05170324817299843,
0.038851793855428696,
-0.022466991096735,
0.03486667945981026,
-0.00350195006467402,
-0.010538321919739246,
-0.04916762188076973,
0.023256966844201088,
0.0031297877430915833,
-0.02435828372836113,
0.021567298099398613,
-0.0025500147603452206,
0.004853006452322006,
0.004706469364464283,
-0.05274704471230507,
0.011304161511361599,
-0.04146793112158775,
0.015613505616784096,
-0.0406169630587101,
-0.028279859572649002,
0.012846732512116432,
-0.02367408014833927,
0.047038860619068146,
0.024246657267212868,
-0.04447120800614357,
0.021513424813747406,
0.00038709037471562624,
0.006295951083302498,
0.0675138458609581,
-0.04679413512349129,
-0.01230764389038086,
0.040317557752132416,
0.026255043223500252,
0.0067579192109405994,
0.004772053100168705,
-0.025590628385543823,
0.03560931980609894,
0.01953931152820587,
0.001592170214280486,
0.0036463465075939894,
0.009987818077206612,
0.007877649739384651,
0.009267331101000309,
-0.06182802841067314,
0.0015522646717727184,
0.051664263010025024,
0.03738882392644882,
-0.0329085998237133,
-0.04593685269355774,
-0.0485706552863121,
-0.00696409959346056,
-0.0077140843495726585,
-0.06275470554828644,
0.01686876453459263,
0.025228893384337425,
-0.02162938565015793,
0.032276466488838196,
-0.009150665253400803,
-0.00012231348955538124,
0.020543694496154785,
-0.012772951275110245,
-0.033057354390621185,
0.0876149982213974,
-0.011200020089745522,
-0.03293071687221527,
-0.04055801406502724,
0.033843185752630234,
0.004875866696238518,
0.03408677875995636,
-0.04913421720266342,
0.030300762504339218,
0.03882618993520737,
0.07568299770355225,
-0.011019039899110794,
-0.039723146706819534,
0.030213719233870506,
0.0037196350749582052,
-0.0026298360899090767,
-0.03516262769699097,
-0.052473992109298706,
0.014819267205893993,
0.02113029919564724,
-0.03950492665171623,
-0.05001572147011757,
0.001958956941962242,
-0.012460288591682911,
0.056153520941734314,
-0.022945085540413857,
-0.012305382639169693,
0.009437207132577896,
-0.04896208271384239,
0.014184776693582535,
0.006304485723376274,
0.013922897167503834,
0.06360730528831482,
0.0007304192404262722,
-0.02956029400229454,
0.02826894447207451,
0.001573376590386033,
0.0458846352994442,
0.03159202262759209,
0.017938312143087387,
-0.007057115901261568,
-0.017732437700033188,
-0.02639705128967762,
-0.022644799202680588,
0.01123074535280466,
0.01259639859199524,
-0.019798286259174347,
0.013877893798053265,
-0.010014113038778305,
0.004106225445866585,
0.00921097956597805,
0.02947145886719227,
0.05314851924777031,
-0.0043305326253175735,
-0.02035520412027836,
0.007363248150795698,
-0.004196388181298971,
-0.06166928634047508,
-0.05466929078102112,
-0.005274494178593159,
-0.0008454563794657588,
-0.0022172515746206045,
-0.089581198990345,
0.030921833589673042,
0.021506505087018013,
-0.06922899186611176,
-0.04179194197058678,
0.028797591105103493,
-0.028843292966485023,
-0.024836862459778786,
0.0035507790744304657,
-0.0027075179386883974,
-0.00015626728418283165,
-0.04350299760699272,
-0.022400522604584694,
0.016192898154258728,
0.015539522282779217,
0.022923622280359268,
0.06198253110051155,
0.04241964966058731,
-0.048224031925201416,
-0.04981536790728569,
-0.07597530633211136,
-0.012281490489840508,
0.014919953420758247,
0.0189129076898098,
0.001172462711110711,
0.058255817741155624,
-0.01270251628011465,
-0.0392407588660717,
0.005988114047795534,
-0.02567322552204132,
-0.05579012259840965,
0.05373557284474373,
0.04673725366592407,
0.00827910378575325,
0.032111238688230515,
-0.042313311249017715,
-0.036517299711704254,
0.02052134834229946,
-0.044057924300432205,
0.006217116955667734,
0.0074646929278969765,
0.019618045538663864,
-0.01499654445797205,
-0.011353490874171257,
-0.026508022099733353,
-0.024740764871239662,
0.031285494565963745,
-0.008974133059382439,
-0.04944905638694763,
0.05701184272766113,
0.0440775565803051,
-0.06584180891513824,
0.024175966158509254,
-0.012456737458705902,
0.005518684629350901,
0.006380310747772455,
0.03468502312898636,
0.001228035893291235,
-0.02578078769147396,
0.03500979021191597,
-0.08012349158525467,
-0.014125529676675797,
0.01843704655766487,
-0.048316359519958496,
0.03931538015604019,
-0.0341627337038517,
0.013111665844917297,
-0.02566993236541748,
-0.007893233560025692,
-0.000979373580776155,
-0.07547417283058167,
0.0015343655832111835,
0.021306615322828293,
0.0010124794207513332,
-0.07926616817712784,
0.014744306914508343,
-0.007085631601512432,
0.03696692734956741,
-0.03689911216497421,
0.018980400636792183,
-0.03258226811885834,
-0.02430434338748455,
0.0018784789135679603,
0.020420851185917854,
-0.002227659337222576,
-0.036240026354789734,
-0.01003908272832632,
0.05338223651051521,
0.010481124743819237,
0.01402248628437519,
0.027030715718865395,
0.0026353243738412857,
0.005817365366965532,
-0.011986915022134781,
0.002777861198410392,
-0.035630807280540466,
-0.04125084728002548,
0.03146379441022873,
-0.002478552982211113,
0.0027848794125020504,
-0.03649988770484924,
-0.08156343549489975,
-0.0052210623398423195,
0.059623491019010544,
-0.014005975797772408,
-0.0334249846637249,
0.024062886834144592,
0.08455093204975128,
0.07484418153762817,
0.07871244847774506,
-0.00290690828114748,
0.01893448643386364,
-0.05496450513601303,
-0.025482751429080963,
-0.022954460233449936,
-0.04777412861585617,
-0.009575719945132732,
0.03949006274342537,
-0.04716172441840172,
0.014217949472367764,
-0.0069788782857358456,
0.003092738799750805,
-0.00970670860260725,
-0.031781867146492004,
-0.020852429792284966,
0.01238193828612566,
-0.017878655344247818,
-0.057339880615472794,
-0.000046028217184357345,
-0.03029252588748932,
-0.02362043224275112,
0.054831355810165405,
0.022151706740260124,
0.014951852150261402,
0.041568417102098465,
-0.025564949959516525,
-0.034828394651412964,
-0.0037146355025470257,
0.05117332935333252,
0.03617477789521217,
0.0594196617603302,
0.03714853152632713,
0.027925333008170128,
-0.025816019624471664,
0.0656796395778656,
0.04395115375518799,
0.013416880741715431,
0.07243166863918304,
-0.021727049723267555,
-0.012542208656668663,
-0.10296980291604996,
-0.06301452964544296,
0.04526037722826004,
-0.02287968620657921,
0.0016445552464574575,
-0.051212772727012634,
-0.006721729412674904,
0.0138712078332901,
0.053798165172338486,
-0.007307869382202625,
0.003407595679163933,
0.03303537517786026,
0.060907553881406784,
-0.002259663073346019,
-0.020121460780501366,
0.011653040535748005,
-0.026961587369441986,
-0.03241186589002609,
-0.0307669248431921,
-0.039472900331020355,
0.006189791951328516,
-0.019421666860580444,
0.02416820079088211,
0.014149480499327183,
-0.011760841123759747,
0.06062988564372063,
0.006997750606387854,
0.013058342970907688,
0.055626023560762405,
0.010999808087944984,
0.03681109473109245,
-0.005225858185440302,
0.080594003200531,
0.02733325958251953,
-0.009904317557811737,
-0.04220297187566757,
-0.0008150955545715988,
0.00960928201675415,
-0.02117183618247509,
0.00973192136734724,
-0.03346354514360428,
0.011905611492693424,
0.08745330572128296,
-0.057062216103076935,
0.10229755938053131,
0.021782750263810158,
-0.08229284733533859,
0.030476434156298637,
-0.02029229886829853,
-0.04268452152609825,
0.015427458100020885,
-0.01892237178981304,
-0.0026329222600907087,
-0.044790368527173996,
-0.031052302569150925,
0.016860682517290115,
0.011997553519904613,
-0.04854637384414673,
0.06058186665177345,
0.026579365134239197,
-0.010944756679236889,
0.04143271967768669,
0.08279187232255936,
-0.007972595281898975,
-0.03293813392519951,
-0.05292525514960289,
-0.04997656121850014,
-0.0010236017405986786,
-0.02531227096915245,
-0.007133168168365955,
-0.011539696715772152,
-0.024215159937739372,
0.010209478437900543,
0.004422432743012905,
-0.0041550020687282085,
-0.0490434356033802,
0.0061841499991714954,
-0.018549786880612373,
-0.010586473159492016,
0.021543288603425026,
-0.028388312086462975,
-0.0065063172951340675,
0.030091378837823868,
0.022629208862781525,
0.0218451339751482,
0.017601676285266876,
0.058862097561359406,
0.02471473254263401,
-0.04222480207681656,
0.03148753196001053,
0.09833244234323502,
0.022892765700817108,
-0.010121251456439495,
0.05778636410832405,
-0.023945415392518044,
0.005755818914622068,
0.025191225111484528,
-0.0026147207245230675,
-0.008635925129055977,
-0.02501000091433525,
-0.010742043145000935,
0.04291047528386116,
0.05765445530414581,
-0.01813303865492344,
0.06388534605503082,
0.03843865171074867,
0.01993100717663765,
0.025480901822447777,
0.01846141740679741,
-0.0071790493093431,
0.023659737780690193,
0.06050305441021919,
0.006910230964422226,
0.03837216645479202,
-0.06303783506155014,
0.01629830338060856,
0.0293347779661417,
-0.019105441868305206,
-0.04009539633989334,
0.007352661807090044,
-0.01629268191754818,
-0.02937404438853264,
-0.028385326266288757,
0.007587856147438288,
0.0177704319357872,
0.04301580786705017,
0.04588935151696205,
0.0057128178887069225,
-0.012277343310415745,
0.010370885021984577,
-0.07412080466747284,
0.0020142397843301296,
-0.04605389013886452,
-0.033688392490148544,
0.0264105424284935,
0.04037579894065857,
0.0010983631946146488,
0.07292701303958893,
0.03188719600439072,
-0.042082756757736206,
0.08003852516412735,
-0.039817966520786285,
0.05249941721558571,
0.023290526121854782,
-0.016891025006771088,
-0.03042592667043209,
-0.020401857793331146,
-0.025166207924485207,
0.017299063503742218,
0.0195542573928833,
0.005420982372015715,
-0.021832138299942017,
-0.10939864069223404,
0.027372319251298904,
-0.04244820401072502,
0.009001089259982109,
0.019260404631495476,
0.0729093998670578,
-0.0063537415117025375,
0.0510784313082695,
-0.032487161457538605,
-0.0006029725191183388,
-0.010749626904726028,
0.04261009022593498,
-0.014143559150397778,
-0.05145509913563728,
-0.036540668457746506,
0.045472390949726105,
-0.010140071623027325,
-0.01567286066710949,
-0.010143555700778961,
0.0021538452710956335,
0.030576592311263084,
-0.030345860868692398,
0.0037016100250184536,
-0.06772097200155258,
0.020550811663269997,
0.016734061762690544,
0.01835620030760765,
-0.0892995223402977,
0.0025746857281774282,
0.05304527282714844,
0.008030001074075699,
0.025992022827267647,
-0.03225303441286087,
0.019678331911563873,
0.020573468878865242,
0.06056058034300804,
0.006391127593815327,
0.005951887462288141,
-0.012086253613233566,
-0.007843873463571072,
-0.06860079616308212,
0.015000230632722378,
-0.04508212208747864,
-0.02374989725649357,
0.00968096125870943,
0.049354374408721924,
-0.015052085742354393,
-0.046017277985811234,
-0.05145915597677231,
-0.037378184497356415,
0.026635833084583282,
0.033240485936403275,
0.0060444241389632225,
-0.018980087712407112,
-0.0036805137060582638,
0.021125633269548416,
0.0011485159629955888,
0.05548848211765289,
0.005721495486795902,
-0.029093317687511444,
-0.03508206084370613,
-0.0006995457806624472,
-0.1211179569363594,
0.024119902402162552,
-0.01655742898583412,
-0.03817852586507797,
0.011525338515639305,
-0.0030677528120577335,
0.05199696496129036,
-0.00962852407246828,
-0.002438034862279892,
-0.012051757425069809,
-0.022028928622603416,
0.026433780789375305,
0.0023864018730819225,
0.042863745242357254,
0.06637924909591675,
0.02422647923231125,
-0.015637515112757683,
0.020147016271948814,
0.0621919110417366,
-0.032071590423583984,
0.031279586255550385,
0.022477678954601288,
0.008182182908058167,
-0.01027742587029934,
0.025425491854548454,
0.02938392199575901,
0.060881707817316055,
-0.012945755384862423,
-0.031154019758105278,
0.016021281480789185,
-0.012073267251253128,
-0.04199264198541641,
-0.0096381064504385,
0.02691824734210968,
0.020091842859983444,
-0.005143338348716497,
-0.004460674710571766,
-0.03540962189435959,
0.06846696138381958,
0.04142764210700989,
-0.031435053795576096,
-0.07062050700187683,
0.016178827732801437,
0.019329672679305077,
0.008259323425590992,
0.013385030440986156,
-0.00038928925641812384,
-0.04517577588558197,
0.029593758285045624,
-0.03295734152197838,
-0.020541498437523842,
0.0008469653548672795,
0.024961385875940323,
0.029745733365416527,
-0.04889900982379913,
-0.027722010388970375,
0.011827945709228516,
-0.040318164974451065,
0.08887398988008499,
-0.010553332976996899,
0.02223224937915802,
0.013916496187448502,
0.03488033637404442,
-0.0292153749614954,
0.017374403774738312,
-0.028377214446663857,
-0.031284134835004807,
-0.07606178522109985,
0.028355151414871216,
-0.04487275704741478,
-0.017525726929306984,
-0.001977276988327503,
-0.0192782711237669,
-0.008854525163769722,
0.004478584975004196,
-0.030099259689450264,
0.04891141504049301,
-0.008707298897206783,
0.009265193715691566,
-0.0053381528705358505,
0.023896321654319763,
0.024027736857533455,
0.02249218337237835,
-0.06877672672271729,
-0.012060297653079033,
-0.035784799605607986,
0.03659604862332344,
-0.04650368168950081,
0.03855596482753754,
0.0033331888262182474,
0.006581044290214777,
0.040138810873031616,
-0.021615060046315193,
0.008449281565845013,
-0.021583862602710724,
0.006115639582276344,
0.05079896003007889,
0.033421337604522705,
0.026908278465270996,
-0.09037214517593384,
0.015684757381677628,
0.003944162279367447,
0.029151558876037598,
0.0007027040119282901,
-0.002383703598752618,
0.014507325366139412,
-0.02384769544005394,
-0.03716530278325081,
0.043832942843437195,
0.05899069085717201,
0.012782442383468151,
-0.07045754045248032,
-0.020786931738257408,
-0.06520594656467438,
0.010310300625860691,
0.07510161399841309,
0.010939419269561768,
-0.01126281451433897,
-0.006599859334528446,
-0.021942904219031334,
-0.09363318979740143,
-0.042605865746736526,
-0.034015025943517685,
-0.023333752527832985,
0.04948902130126953,
0.06582292914390564,
0.009167177602648735,
-0.0015548374503850937,
-0.029215924441814423,
-0.07970137894153595,
0.04192619025707245,
0.0005346139660105109,
-0.014940564520657063,
0.07450056076049805,
0.001734276069328189,
-0.022684497758746147,
0.0587589330971241,
-0.03819303959608078,
-0.001707054441794753,
0.007541715167462826,
-0.038450755178928375,
0.044304877519607544,
-0.021395506337285042,
0.013067035935819149,
0.055915918201208115,
0.05699501559138298,
0.0028397839050740004,
-0.0013552060117945075,
-0.020229246467351913,
0.04835806414484978,
0.05074812099337578,
-0.00944769661873579,
-0.012074654921889305,
0.024665309116244316,
-0.026959450915455818,
-0.004218021873384714,
0.010194181464612484,
-0.05671531334519386,
0.027546757832169533,
-0.063099205493927,
-0.1102689728140831,
-0.017970243468880653,
0.018084554001688957,
-0.002847173949703574,
0.004644103813916445,
0.010700851678848267,
-0.015211503952741623,
-0.03909431770443916,
0.05133563652634621,
-0.01845494657754898,
0.0030590577516704798,
0.017900271341204643,
-0.030182089656591415,
0.03665373474359512,
-0.01086084358394146,
-0.022296275943517685,
-0.033113088458776474,
-0.016950003802776337,
0.02191849797964096,
-0.0023583187721669674,
-0.0018493843963369727,
-0.005472875200212002,
-0.03307563439011574,
-0.03925514966249466,
0.0620943121612072,
-0.057112984359264374,
0.011314089410007,
-0.001093293190933764,
0.023301173001527786,
-0.015605129301548004,
0.021802086383104324,
-0.04324311017990112,
-0.0153838861733675,
-0.01276941504329443,
0.008284694515168667,
0.004374409094452858,
-0.06945005059242249,
-0.0007585207931697369,
0.048686735332012177,
-0.00277350889518857,
-0.101412832736969,
-0.07007304579019547,
0.03226826339960098,
-0.004510169383138418,
0.053536612540483475,
-0.015734344720840454,
0.053059425204992294,
-0.027584223076701164,
-0.01634081080555916,
0.024789128452539444,
-0.023939646780490875,
-0.013282419182360172,
-0.04290612041950226,
0.024457968771457672,
0.0022719071712344885,
0.04357389360666275,
-0.027819400653243065,
-0.031445857137441635,
-0.021230613812804222
] |
<p>My R square from cox regression is about 0.02, Does it tell me that model is doing really bad?</p>
<p>I used coxph in R.</p>
|
g73993
|
[
-0.017833104357123375,
-0.06212722510099411,
-0.0027326433919370174,
-0.03416003659367561,
0.044950954616069794,
-0.041622694581747055,
0.01063491404056549,
0.026165857911109924,
0.017419585958123207,
-0.043644435703754425,
0.027219751849770546,
0.0568343922495842,
0.04677518084645271,
0.03441695123910904,
-0.01973341591656208,
0.027654407545924187,
0.05343882739543915,
-0.03701639175415039,
0.007874642498791218,
-0.01785462722182274,
-0.04980006068944931,
-0.018393447622656822,
0.03295915573835373,
-0.02029339410364628,
0.008340992964804173,
0.011844519525766373,
-0.014353916049003601,
-0.020109912380576134,
-0.07862588763237,
0.06774934381246567,
-0.024925360456109047,
0.02332187630236149,
0.02295757830142975,
-0.06070370599627495,
-0.08387815952301025,
0.062309909611940384,
0.10354170948266983,
0.03631095588207245,
0.011960731819272041,
-0.022487115114927292,
0.04837891459465027,
0.05278337746858597,
0.029232684522867203,
0.03550827130675316,
-0.007915073074400425,
-0.04101323336362839,
-0.0014270814135670662,
0.061976563185453415,
-0.024807674810290337,
0.0022339196875691414,
-0.027762439101934433,
0.016859307885169983,
-0.012635387480258942,
-0.02780279889702797,
0.04803669452667236,
0.020556615665555,
-0.027646396309137344,
-0.023303812369704247,
-0.009744416922330856,
-0.013986417092382908,
-0.012536386027932167,
-0.017273906618356705,
-0.016385158523917198,
0.03383636474609375,
0.012626332230865955,
0.08230190724134445,
-0.004248976707458496,
-0.046359166502952576,
-0.041895098984241486,
0.011155619286000729,
-0.020428204908967018,
-0.035514652729034424,
-0.012015513144433498,
-0.029903138056397438,
-0.05673963204026222,
-0.013584457337856293,
0.023817699402570724,
-0.012839253060519695,
-0.002657390432432294,
0.040193408727645874,
-0.031873732805252075,
0.012484278529882431,
-0.015469668433070183,
0.027467595413327217,
-0.011281121522188187,
0.02769586071372032,
0.0029718053992837667,
0.008629236370325089,
-0.0069274138659238815,
0.03027869202196598,
-0.023563873022794724,
0.0018354228232055902,
0.002959070261567831,
0.03132246807217598,
0.03657568246126175,
-0.006005333736538887,
-0.07968775182962418,
-0.019425272941589355,
-0.023675406351685524,
0.022589191794395447,
-0.011094942688941956,
0.020292622968554497,
-0.017042016610503197,
-0.016319677233695984,
-0.008199544623494148,
0.033954303711652756,
0.009016668424010277,
0.008261244744062424,
0.0025892825797200203,
-0.03300831839442253,
-0.02238255739212036,
0.03340275213122368,
-0.043560441583395004,
0.0091404989361763,
0.0014694088604301214,
-0.024212202057242393,
0.03534834086894989,
-0.04853837937116623,
-0.00402489909902215,
-0.0007510373252443969,
0.059257037937641144,
0.01988150179386139,
0.019246235489845276,
0.020271260291337967,
0.012155290693044662,
0.01839175820350647,
0.0037679451052099466,
0.01887078955769539,
0.0369364358484745,
0.07498044520616531,
-0.04592646285891533,
0.014534812420606613,
-0.03984116390347481,
0.009432259015738964,
0.0024692413862794638,
0.08178963512182236,
0.01046666968613863,
0.04487507790327072,
0.026712480932474136,
-0.011611348018050194,
-0.020536156371235847,
0.034605592489242554,
0.06831295043230057,
-0.043619271367788315,
-0.023874716833233833,
-0.0289018377661705,
0.05808419734239578,
-0.020581798627972603,
-0.026601042598485947,
0.016714807599782944,
-0.048340730369091034,
0.008838880807161331,
-0.03285298869013786,
0.003167460672557354,
-0.05592738837003708,
0.0012719589285552502,
-0.02516501396894455,
-0.01574302278459072,
-0.029574375599622726,
-0.023329036310315132,
0.06076890602707863,
0.003335962537676096,
0.02103939838707447,
0.0023154160007834435,
-0.02828247658908367,
-0.005916072521358728,
-0.03234512731432915,
-0.08086799830198288,
-0.015218468382954597,
0.027176514267921448,
0.03060315176844597,
-0.013889949768781662,
0.012921501882374287,
-0.037153419107198715,
-0.03794261813163757,
-0.0014113921206444502,
0.022334251552820206,
0.0019228345481678843,
0.04820927977561951,
-0.011752328835427761,
0.06293274462223053,
0.010678090155124664,
0.039096150547266006,
-0.09444497525691986,
-0.06948063522577286,
-0.043390046805143356,
0.05540385842323303,
-0.007801171392202377,
-0.07676023244857788,
-0.0071432460099458694,
-0.006959321442991495,
-0.03815368562936783,
-0.06551937013864517,
-0.0017535529332235456,
0.05020158365368843,
-0.006731441710144281,
0.037004150450229645,
-0.05246226117014885,
-0.01762061007320881,
0.07147572189569473,
0.0772535428404808,
0.022991681471467018,
0.04333808645606041,
0.043369490653276443,
-0.011623353697359562,
-0.03467879444360733,
-0.024377359077334404,
-0.057838719338178635,
0.00818687304854393,
0.02531030960381031,
0.025081675499677658,
-0.013021283783018589,
0.039464518427848816,
0.05066283419728279,
0.010720161721110344,
-0.013460240326821804,
0.04159443452954292,
0.06052597984671593,
-0.07130755484104156,
0.0457632951438427,
-0.09824822843074799,
-0.02886204794049263,
0.0423627607524395,
0.03606401011347771,
0.03729550912976265,
0.07247497886419296,
-0.06897297501564026,
0.007002213969826698,
0.015871429815888405,
0.03302086889743805,
-0.021174238994717598,
-0.07087290287017822,
0.009688778780400753,
0.008262100629508495,
0.02291143499314785,
-0.05540867894887924,
0.020114073529839516,
-0.04299745336174965,
-0.024733126163482666,
0.011664503253996372,
0.025281932204961777,
0.03169899433851242,
-0.06534148007631302,
0.0009198075858876109,
0.007643311750143766,
0.029263343662023544,
-0.019709255546331406,
0.013468612916767597,
-0.027489684522151947,
0.05687364563345909,
0.03813222795724869,
0.06916105002164841,
-0.032707374542951584,
-0.03295844793319702,
0.015009586699306965,
0.016834354028105736,
-0.06374601274728775,
0.06838469952344894,
0.02750035934150219,
-0.014170493930578232,
-0.07676650583744049,
-0.0036445201840251684,
-0.008009142242372036,
0.015851756557822227,
-0.014957988634705544,
-0.0455564521253109,
-0.0005925094010308385,
-0.021977365016937256,
0.032334115356206894,
0.0036321382503956556,
0.00013667833991348743,
0.031232446432113647,
0.013992882333695889,
0.040944475680589676,
-0.002858163323253393,
-0.01819324865937233,
-0.03383161127567291,
-0.028132570907473564,
0.0020330401603132486,
-0.04571189731359482,
0.04853132367134094,
-0.036321744322776794,
-0.009041892364621162,
-0.0045815943740308285,
-0.016568737104535103,
-0.03643476963043213,
0.012857535853981972,
0.05315059423446655,
-0.014837498776614666,
0.04669494554400444,
-0.03629494830965996,
0.0194376353174448,
0.020344456657767296,
-0.04705488681793213,
-0.0011653539258986712,
-0.011754234321415424,
0.04043077304959297,
-0.04233383387327194,
0.11150545626878738,
0.037619996815919876,
-0.01264724601060152,
-0.018250957131385803,
-0.012043419294059277,
0.002557264408096671,
-0.032452601939439774,
-0.030180759727954865,
0.01822913996875286,
0.018384987488389015,
0.08148360997438431,
0.021596843376755714,
0.007888298481702805,
0.00966931413859129,
-0.01744900271296501,
0.019543439149856567,
0.005764389876276255,
-0.022509820759296417,
-0.037504296749830246,
0.01126150507479906,
0.06422387063503265,
0.002406761748716235,
0.04449745640158653,
-0.052342161536216736,
-0.016781605780124664,
0.023579373955726624,
0.025073889642953873,
0.055346257984638214,
0.010125432163476944,
0.004102164879441261,
-0.0363788865506649,
0.001191374845802784,
0.01901639811694622,
-0.00934169813990593,
-0.002361823571845889,
0.02329985238611698,
-0.0006446432671509683,
-0.007545639295130968,
-0.003320875111967325,
-0.019632205367088318,
-0.023195190355181694,
0.009732644073665142,
0.005129374563694,
0.0056239040568470955,
0.01740284636616707,
0.01118628028780222,
-0.01043255627155304,
-0.02478395588696003,
-0.07044701278209686,
0.00003239709258195944,
-0.017239592969417572,
0.015711616724729538,
-0.049552224576473236,
-0.007978451438248158,
-0.015879618003964424,
-0.02150251902639866,
-0.022099120542407036,
0.009784422814846039,
-0.007605200167745352,
0.027776088565587997,
-0.07354079186916351,
0.05064460635185242,
0.025429466739296913,
-0.05133581906557083,
0.002088980283588171,
0.04315321519970894,
-0.03031010553240776,
0.04747181013226509,
-0.0008881886024028063,
0.03907468914985657,
-0.03968338295817375,
0.01615474931895733,
-0.01282373908907175,
-0.0456671379506588,
0.02443506196141243,
0.0651467964053154,
0.03704605624079704,
0.005672363098710775,
0.03186556696891785,
0.03143705055117607,
-0.006248298101127148,
0.0845605880022049,
0.017729012295603752,
-0.029063554480671883,
-0.025228042155504227,
0.006750887725502253,
-0.017239771783351898,
-0.05930423364043236,
0.027868451550602913,
-0.04156344756484032,
0.017497535794973373,
-0.0010179379023611546,
0.023524370044469833,
0.01113349013030529,
0.003110639750957489,
0.0703771561384201,
-0.01243505533784628,
-0.0031662555411458015,
0.025468064472079277,
0.03221159428358078,
-0.06003241240978241,
-0.008823379874229431,
-0.025073477998375893,
-0.013265949673950672,
0.01722223125398159,
0.030780218541622162,
-0.00497538922354579,
-0.017887799069285393,
-0.02561131678521633,
0.025923268869519234,
-0.03737415745854378,
0.024413762614130974,
0.0016369285294786096,
-0.023551970720291138,
0.0033459370024502277,
-0.07639137655496597,
0.0734337717294693,
0.042916953563690186,
0.03351690620183945,
0.0008241462055593729,
-0.019549211487174034,
-0.0043691652826964855,
0.04328635707497597,
0.03923865780234337,
0.014290925115346909,
0.032618049532175064,
0.07636839151382446,
0.0031862985342741013,
0.005331573076546192,
0.021815519779920578,
-0.001229871530085802,
-0.028507305309176445,
0.030782923102378845,
0.004385603126138449,
-0.04764774069190025,
0.04804611578583717,
-0.01875169947743416,
0.012390952557325363,
0.046302855014801025,
-0.034687697887420654,
-0.033236026763916016,
0.050477828830480576,
-0.021248385310173035,
-0.005179797764867544,
-0.01463969238102436,
0.002607362112030387,
0.021541602909564972,
0.0005156592233106494,
0.01094245444983244,
0.004266092553734779,
-0.002469351515173912,
0.03856639564037323,
-0.020378801971673965,
-0.02249699831008911,
0.019391506910324097,
0.006426200736314058,
0.02636878192424774,
-0.0018385049188509583,
0.03741190582513809,
0.042479123920202255,
0.00673684012144804,
0.038139231503009796,
-0.03766464814543724,
-0.012636424973607063,
0.008981744758784771,
-0.0022580260410904884,
-0.02473907358944416,
-0.026374459266662598,
-0.10089069604873657,
0.012657860293984413,
0.05603616684675217,
-0.016862010583281517,
-0.021372703835368156,
-0.014321343973279,
-0.01507285051047802,
0.03664890676736832,
-0.006208841688930988,
0.02445140853524208,
-0.016293056309223175,
0.025147603824734688,
-0.02466869167983532,
0.06237515062093735,
0.011437327601015568,
-0.029658187180757523,
0.006156317889690399,
-0.057611119002103806,
0.03639247640967369,
-0.03429985046386719,
0.0011870547896251082,
0.00890269409865141,
0.019920136779546738,
-0.03574982285499573,
-0.017079081386327744,
0.08171015232801437,
0.01955467090010643,
0.03085387498140335,
-0.014504614286124706,
0.043163951486349106,
0.01817924529314041,
-0.06744866818189621,
-0.03073006495833397,
0.03317437320947647,
-0.06303880363702774,
0.007000784855335951,
-0.011906718835234642,
-0.017524490132927895,
-0.02049902454018593,
-0.014206968247890472,
0.050505515187978745,
-0.07344858348369598,
0.024862011894583702,
0.04027983546257019,
0.04462122544646263,
-0.0276429932564497,
0.07130712270736694,
-0.060742925852537155,
-0.0022182876709848642,
-0.02243148908019066,
-0.04074382036924362,
0.09291233867406845,
0.0074465312063694,
0.021362464874982834,
0.0702442154288292,
-0.03590388223528862,
0.03205038607120514,
-0.0767299011349678,
0.036200787872076035,
-0.03298390656709671,
-0.0040851766243577,
-0.006236638408154249,
0.03238770738244057,
0.012401443906128407,
0.031076759099960327,
0.0023033039178699255,
0.0731668621301651,
0.02742823399603367,
0.00998192373663187,
-0.0068739028647542,
0.04099232703447342,
-0.026248149573802948,
-0.018437668681144714,
-0.06543602049350739,
-0.03644096851348877,
0.01753193885087967,
-0.04691042751073837,
-0.02996768057346344,
-0.07612086087465286,
0.014269920997321606,
-0.008952043950557709,
-0.01570143923163414,
0.02892216667532921,
-0.05324471369385719,
0.03635223209857941,
0.0011365171521902084,
0.028962254524230957,
0.043712396174669266,
-0.042905375361442566,
-0.006401267368346453,
0.012341097928583622,
0.02671993523836136,
-0.005343077704310417,
0.00019533588783815503,
-0.00454991078004241,
-0.04760783165693283,
0.04042196646332741,
0.006561627145856619,
0.0506984144449234,
-0.007455717772245407,
-0.018519364297389984,
0.012321926653385162,
-0.0014626547927036881,
-0.015080245211720467,
-0.013444199226796627,
-0.0054166424088180065,
0.04886610805988312,
0.03728332743048668,
-0.02123817801475525,
0.030273079872131348,
0.031248491257429123,
0.021158622577786446,
0.011197919957339764,
0.004260463640093803,
0.04681283235549927,
-0.03338182717561722,
0.020302757620811462,
0.0037073276471346617,
0.03943592682480812,
0.04337334260344505,
-0.0077895899303257465,
0.004297372419387102,
0.0005773591110482812,
0.043911974877119064,
-0.040905196219682693,
0.043787334114313126,
0.01734081655740738,
-0.0034563823137432337,
0.05407031998038292,
-0.006299187429249287,
0.0059789917431771755,
0.01561038289219141,
-0.007417984772473574,
-0.010881164111196995,
-0.01349933072924614,
-0.03872818499803543,
0.05349929630756378,
-0.0592176727950573,
0.03950776904821396,
-0.06947440654039383,
-0.01877938024699688,
-0.014316939748823643,
-0.019193630665540695,
0.054547276347875595,
-0.03277112543582916,
0.005546647123992443,
0.0319320447742939,
0.03603724390268326,
0.0342327356338501,
-0.12839004397392273,
0.05457867309451103,
0.05122476443648338,
-0.02035840041935444,
-0.054172366857528687,
0.030703792348504066,
-0.00884114857763052,
-0.06702392548322678,
-0.0469650998711586,
0.09190209954977036,
0.047749172896146774,
0.014615832827985287,
0.006068343296647072,
0.047040753066539764,
-0.03234119713306427,
0.006653263233602047,
-0.03275176137685776,
-0.02558232843875885,
-0.0002565218019299209,
-0.054387472569942474,
0.02392147295176983,
-0.03152155876159668,
0.04561661556363106,
0.047202207148075104,
0.009771067649126053,
0.013306486420333385,
0.048002809286117554,
-0.044769637286663055,
-0.057804010808467865,
-0.05634959787130356,
0.0008334836456924677,
0.0323101170361042,
0.04091095179319382,
-0.0680534839630127,
0.03718030825257301,
-0.0005073979264125228,
0.036920707672834396,
-0.00979567226022482,
-0.08176662027835846,
0.05246581509709358,
0.0011169802164658904,
0.0021339275408536196,
0.07643753290176392,
-0.029362693428993225,
-0.05391549691557884,
-0.02640240266919136,
-0.056660667061805725,
-0.0803656056523323,
-0.010484971106052399,
0.042203642427921295,
-0.014365692622959614,
-0.10701443254947662,
0.007779193110764027,
0.03419947624206543,
-0.035401180386543274,
0.0004277376865502447,
-0.014539207331836224,
-0.02743210271000862,
0.006096004042774439,
0.04116816818714142,
0.014667587354779243,
-0.018111029639840126,
-0.03252905607223511,
0.011158849112689495,
0.020713776350021362,
0.051801975816488266,
-0.052576228976249695,
-0.01754668913781643,
-0.0033679150510579348,
-0.02687874250113964,
-0.022152308374643326,
-0.0242012832313776,
-0.0881260484457016,
0.027291787788271904,
-0.02691604755818844,
-0.027792582288384438,
-0.049056097865104675,
-0.015191878192126751,
-0.0021512715611606836,
0.002553038066253066,
0.0374009869992733,
-0.06127011775970459,
0.035987213253974915,
0.021725988015532494,
0.012463325634598732,
0.02662014588713646,
0.014803734607994556,
-0.01001520361751318,
-0.002395708579570055,
0.005295809358358383,
0.036147188395261765,
-0.05082637071609497,
-0.043479032814502716,
0.03364456817507744,
-0.03735202178359032,
-0.019220681861042976,
0.02375020459294319,
-0.0121736666187644,
-0.046929147094488144,
-0.007680839393287897,
0.025796452537178993,
0.009866280481219292,
-0.05932028964161873,
-0.03382373973727226,
-0.03159322217106819,
-0.11552856117486954,
-0.027540871873497963,
-0.023375220596790314,
-0.043102942407131195,
-0.013974335044622421,
-0.028412844985723495,
-0.025490382686257362,
-0.008765926584601402,
-0.03135178983211517,
0.02402401529252529,
-0.019430769607424736,
-0.029065802693367004,
-0.0938803032040596,
0.000656935793813318,
0.05852898582816124,
0.0011647162027657032,
-0.010501154698431492,
0.07714767754077911,
-0.043019939213991165,
0.026960531249642372,
-0.017510583624243736,
-0.010760454460978508,
-0.014427293092012405,
0.04192444309592247,
0.012857843190431595,
-0.01586778461933136,
0.020668597891926765,
-0.003960346337407827,
-0.020602604374289513,
-0.004586739465594292,
-0.05837077274918556,
-0.00538776908069849,
-0.03344173729419708,
0.0235269945114851,
-0.0029630151111632586,
-0.051545992493629456,
0.008183916099369526,
0.003159629413858056,
0.026266785338521004,
-0.04874859005212784,
-0.021823804825544357,
-0.05493088811635971,
0.018135562539100647,
0.06968951225280762,
0.029880983754992485,
-0.0210203155875206,
0.010651450604200363,
0.004169320687651634
] |
<p>I'm still toying with things and just learning this, so please forgive any incorrect terminology.</p>
<p>My toy data set is a collection of recipes with a fairly significant overlap in ingredients. I'm using these as my features, and using Pearson squared distance as described in <em>Programming Collective Intelligence</em> to determine the correlation between recipes. I'm not looking to "train" anything; I currently would just like to compare the recipes in my corpus and find $X$ nearest and $Y$ farthest neighbors.</p>
<p>I thought it'd be fun to expand this, and include people's reviews/comments on the recipes as part of the distance calculation, leading to a closer association between recipes that were both described as "sweet" or "tart" or "sour". I don't know how to do this along with the other features though; I've found examples of bags-of-words for similarity, but I can't seem to find any information about combining it with other features.</p>
<p>Is this a valid approach, and is there some terminology that I should be looking for? Thanks.</p>
|
g37304
|
[
-0.0028655354399234056,
0.013116460293531418,
0.013134213164448738,
-0.08836863189935684,
-0.05891958251595497,
-0.05804647505283356,
-0.02322429046034813,
-0.010761498473584652,
-0.07555147260427475,
-0.03772442042827606,
0.02133255824446678,
0.012940472923219204,
0.08601173758506775,
0.04163942113518715,
-0.07141046226024628,
-0.018441369757056236,
0.01679638959467411,
-0.017524024471640587,
-0.01941264607012272,
0.045586708933115005,
0.044328995048999786,
0.02870042994618416,
0.004286817740648985,
-0.012240786105394363,
-0.05289077013731003,
-0.0931163877248764,
-0.017320703715085983,
0.025104809552431107,
-0.048663441091775894,
0.022393494844436646,
-0.04084203764796257,
-0.02937944233417511,
0.025599095970392227,
-0.010617099702358246,
-0.023508159443736076,
0.012780857272446156,
-0.010607649572193623,
-0.017850521951913834,
-0.0234848540276289,
0.03612526133656502,
0.00918584130704403,
0.06136785447597504,
0.05352533236145973,
-0.009786933660507202,
0.013312204740941525,
0.014048408716917038,
-0.042869843542575836,
-0.02201947011053562,
0.04873264580965042,
-0.012349974364042282,
-0.03491751477122307,
0.06551995873451233,
-0.021481039002537727,
0.01678375154733658,
0.0306362584233284,
0.0015143606578931212,
0.03636070713400841,
0.006395070347934961,
0.047824058681726456,
0.026649046689271927,
0.007598490454256535,
-0.018450438976287842,
-0.018514933064579964,
0.027690928429365158,
0.06489817053079605,
0.05660749971866608,
-0.038261521607637405,
0.024119563400745392,
-0.02543647028505802,
-0.007880332879722118,
0.0014013713225722313,
-0.05367353558540344,
0.004668015521019697,
0.03139761462807655,
-0.03623293712735176,
-0.012503093108534813,
-0.01979430578649044,
0.015468673780560493,
0.0383857861161232,
0.041919201612472534,
-0.002148889470845461,
0.009085433557629585,
-0.048652876168489456,
-0.016980290412902832,
0.011542703956365585,
-0.05246027186512947,
-0.0063104694709181786,
-0.0004910525167360902,
-0.014698930084705353,
0.04464099928736687,
-0.0025139665231108665,
-0.008245200850069523,
0.040979333221912384,
0.004659345839172602,
0.012318283319473267,
0.0443916954100132,
-0.05672386288642883,
-0.02744145505130291,
0.03085952438414097,
-0.023960981518030167,
-0.011661848984658718,
0.026475591585040092,
0.03884396702051163,
-0.043367646634578705,
-0.09914685785770416,
0.031233403831720352,
0.05220339447259903,
0.04087401181459427,
0.02081032283604145,
0.038435254245996475,
-0.02408909983932972,
0.0016432992415502667,
-0.01008270587772131,
-0.025123711675405502,
0.00014940148685127497,
-0.07194115221500397,
0.011983268894255161,
0.011504922062158585,
-0.03264511749148369,
-0.013241790235042572,
0.030523646622896194,
-0.004272802732884884,
0.06133025884628296,
0.0015457856934517622,
-0.03923485800623894,
-0.010098133236169815,
-0.02938198298215866,
0.02097855508327484,
-0.013697543181478977,
-0.05492917075753212,
0.004017966799438,
-0.02051718533039093,
0.04850349575281143,
0.02223692275583744,
-0.029960308223962784,
-0.004213705658912659,
-0.036401648074388504,
-0.00543765164911747,
0.01310582086443901,
0.039026401937007904,
-0.055596332997083664,
-0.01968236081302166,
0.013446453958749771,
-0.038640186190605164,
-0.013570047914981842,
-0.002458953531458974,
-0.030696989968419075,
-0.025099189952015877,
0.008206252939999104,
0.01569143310189247,
-0.02353709563612938,
0.020549004897475243,
-0.051976557821035385,
-0.004243571311235428,
-0.004445957951247692,
0.028625359758734703,
0.014497033320367336,
-0.00020809929992537946,
0.024822715669870377,
0.018599452450871468,
0.03704627603292465,
-0.005287161562591791,
0.04981604591012001,
-0.0021465260069817305,
-0.003313649445772171,
0.005198006983846426,
0.036568522453308105,
-0.013450573198497295,
0.005521064158529043,
-0.05274912714958191,
-0.04407377541065216,
-0.03281955048441887,
0.00964435562491417,
0.014311688020825386,
-0.010386375710368156,
0.016433971002697945,
0.022279486060142517,
-0.012223226949572563,
0.02677365578711033,
0.033400360494852066,
-0.018787428736686707,
-0.032681580632925034,
0.04936596751213074,
0.04347226023674011,
-0.0033209677785634995,
0.045301150530576706,
-0.014748799614608288,
0.005463019013404846,
-0.046986885368824005,
0.023785414174199104,
0.0008462828118354082,
-0.054388318210840225,
-0.005799128673970699,
0.015113554894924164,
0.0016533795278519392,
-0.03591518476605415,
0.009095822460949421,
-0.049262162297964096,
-0.03211703523993492,
-0.05056358501315117,
-0.04824891686439514,
0.005276830401271582,
-0.015419385395944118,
0.06306499242782593,
-0.033383049070835114,
0.05458842217922211,
0.014088607393205166,
-0.016202399507164955,
0.001984336646273732,
0.03169779106974602,
-0.031022237613797188,
-0.03098730929195881,
-0.010832762345671654,
0.020002024248242378,
0.011183383874595165,
0.01233294140547514,
-0.02572348155081272,
0.04024844616651535,
-0.0026231177616864443,
0.014518233947455883,
-0.03725622594356537,
0.004541271366178989,
0.03953762724995613,
-0.05154998600482941,
-0.04073646292090416,
-0.012506323866546154,
0.019309837371110916,
0.0567043200135231,
-0.04996711015701294,
-0.00594905111938715,
-0.0431169793009758,
-0.0018122432520613074,
0.047086235135793686,
-0.07199160009622574,
0.06735426187515259,
0.015400046482682228,
0.008823249489068985,
0.030658675357699394,
-0.05028942972421646,
0.0020718718878924847,
-0.008431159891188145,
-0.06723424047231674,
-0.031545065343379974,
0.07094306498765945,
0.01831345073878765,
0.012470314279198647,
0.04366839677095413,
0.038609836250543594,
-0.0012904490577057004,
0.05339279770851135,
-0.035981208086013794,
0.1057906374335289,
-0.036457352340221405,
-0.019557472318410873,
0.05156606808304787,
0.010953541845083237,
0.04024549573659897,
0.002594293560832739,
0.06283293664455414,
0.004213927313685417,
-0.059465013444423676,
-0.06992216408252716,
0.01339132059365511,
0.016064904630184174,
0.0628715306520462,
-0.05826181545853615,
0.02971484884619713,
-0.03343433886766434,
-0.024257296696305275,
-0.005781060550361872,
-0.06438722461462021,
0.019526641815900803,
0.06909262388944626,
0.004772617481648922,
0.012338266707956791,
0.023922326043248177,
0.008021586574614048,
0.06426215916872025,
-0.004185878671705723,
0.007410113234072924,
0.04674985632300377,
-0.02011546492576599,
0.007266166154295206,
0.01613842323422432,
0.03535536304116249,
-0.01492384821176529,
-0.002672875300049782,
0.027817895635962486,
0.06083916500210762,
0.022605009377002716,
0.06803338974714279,
-0.011467275209724903,
0.04304545000195503,
0.00791112706065178,
0.030543601140379906,
0.05962660536170006,
0.0231946911662817,
0.013415133580565453,
0.05407029017806053,
-0.04371708631515503,
-0.06193698197603226,
0.006985455751419067,
0.055395614355802536,
-0.011219064705073833,
-0.003348799655213952,
-0.052230700850486755,
-0.08381018787622452,
0.0046576280146837234,
-0.03276067227125168,
-0.021057626232504845,
-0.028167493641376495,
-0.034223079681396484,
-0.019547386094927788,
-0.02494250424206257,
-0.021482042968273163,
-0.006601814180612564,
0.04653859883546829,
0.07113112509250641,
-0.0028331417124718428,
-0.07943977415561676,
0.040910977870225906,
-0.03798086196184158,
0.019468385726213455,
-0.021761810407042503,
0.011048965156078339,
0.08666148036718369,
-0.03889552876353264,
0.04886756092309952,
0.018024228513240814,
-0.015856405720114708,
-0.01957695558667183,
-0.013722172006964684,
0.059212684631347656,
-0.04656974598765373,
-0.060509759932756424,
-0.006016961764544249,
0.03965219855308533,
-0.002404755912721157,
0.026140782982110977,
0.039680320769548416,
0.004722551442682743,
-0.005726020783185959,
0.04778090491890907,
-0.04436177387833595,
-0.029383011162281036,
0.05682312324643135,
-0.007111727260053158,
0.04230581969022751,
0.06501119583845139,
-0.012180768884718418,
0.014414937235414982,
-0.013998245820403099,
0.007505164016038179,
0.005341332405805588,
0.016613425686955452,
0.012719312682747841,
-0.015881987288594246,
-0.08546250313520432,
-0.0035491951275616884,
0.012542370706796646,
0.04608878865838051,
0.002790621481835842,
-0.017399292439222336,
-0.012386596761643887,
-0.0323515459895134,
-0.035732004791498184,
0.06064439192414284,
0.05549955368041992,
0.0052182734943926334,
-0.028918225318193436,
0.023284025490283966,
-0.014901254326105118,
-0.008033622987568378,
-0.019279753789305687,
-0.002924371277913451,
-0.010293920524418354,
-0.025491762906312943,
-0.03912157192826271,
0.008513585664331913,
0.020530497655272484,
-0.020174846053123474,
0.018690941855311394,
-0.03678830713033676,
0.07690461724996567,
-0.0039159501902759075,
-0.016621476039290428,
-0.023682333528995514,
0.030146539211273193,
0.03797024488449097,
0.008506045676767826,
-0.04839866980910301,
-0.0446133129298687,
-0.07430920004844666,
-0.014719363301992416,
0.0039792899042367935,
-0.029803382232785225,
-0.04353481903672218,
0.02444484829902649,
0.0011414592154324055,
0.09332511574029922,
-0.07654962688684464,
0.0020318871829658747,
0.022484252229332924,
-0.00493159843608737,
-0.06467399001121521,
-0.0976220890879631,
0.000046870311052771285,
0.010831148363649845,
0.028821779415011406,
-0.019352799281477928,
-0.0307781845331192,
-0.023012125864624977,
0.07023901492357254,
-0.04361915960907936,
-0.0054511623457074165,
-0.033393487334251404,
0.06099769473075867,
-0.05147414281964302,
0.015939315780997276,
0.002637976547703147,
0.0063042487017810345,
0.008880797773599625,
0.005518587771803141,
0.03263472020626068,
-0.014408618211746216,
-0.061175573617219925,
0.030358579009771347,
0.03533254936337471,
-0.02117423713207245,
0.025947444140911102,
0.000037679430533898994,
0.04678306356072426,
0.03203238919377327,
0.04902778938412666,
0.010285315103828907,
-0.030393894761800766,
-0.010173439048230648,
-0.01985178142786026,
0.02661263383924961,
0.004617568105459213,
-0.033299025148153305,
-0.0232839398086071,
0.011863119900226593,
-0.03354378789663315,
0.04271991550922394,
0.04136774316430092,
-0.028607500717043877,
0.03678461164236069,
-0.0021075692493468523,
0.06925758719444275,
0.05834856629371643,
0.04060337319970131,
-0.01750587858259678,
0.0015954256523400545,
0.05814257636666298,
0.019409609958529472,
0.0424971766769886,
-0.02881506271660328,
0.013089560903608799,
-0.08095671981573105,
-0.014829777181148529,
-0.01486139465123415,
-0.06818651407957077,
-0.0023477242793887854,
0.007741036359220743,
-0.0321122407913208,
0.014352764002978802,
-0.045624762773513794,
-0.017099404707551003,
0.023146647959947586,
0.03917624056339264,
0.01990107260644436,
0.019282467663288116,
-0.017628628760576248,
0.006038160528987646,
0.060192663222551346,
-0.008278016932308674,
-0.011926056817173958,
-0.025902025401592255,
-0.01299309078603983,
-0.06155908852815628,
0.009948687627911568,
-0.008190581575036049,
0.0011193713871762156,
-0.025973094627261162,
-0.006389235612004995,
0.025349365547299385,
-0.009666074067354202,
0.0036030439659953117,
-0.0051779719069600105,
0.02274368144571781,
-0.024228548631072044,
0.019558023661375046,
0.05306249111890793,
-0.05147254094481468,
0.01907230354845524,
0.008816377259790897,
0.044177550822496414,
0.0074701388366520405,
0.0005067542078904808,
-0.0016034423606470227,
0.03404970094561577,
0.031037412583827972,
0.0470791719853878,
0.04545475170016289,
0.022563163191080093,
0.10720326751470566,
0.004323964007198811,
-0.02713756263256073,
0.03582024946808815,
0.059990230947732925,
0.09335727989673615,
-0.03472943231463432,
0.02201204188168049,
-0.026217756792902946,
0.02645237371325493,
0.008059006184339523,
0.057157766073942184,
-0.028812281787395477,
-0.030699076130986214,
0.06650997698307037,
0.005487312562763691,
-0.04313010722398758,
0.02131732739508152,
0.00901281088590622,
-0.010397838428616524,
-0.00495463702827692,
-0.016766877844929695,
0.041526783257722855,
0.01472434215247631,
0.00267898291349411,
0.02448195032775402,
0.0006943127955310047,
-0.035667043179273605,
-0.021517032757401466,
-0.015685580670833588,
-0.0691126212477684,
-0.0022027946542948484,
-0.002495794789865613,
-0.04087647423148155,
0.02264370210468769,
0.015356839634478092,
-0.03647281602025032,
0.018915444612503052,
-0.021944692358374596,
-0.05876999720931053,
0.006658476311713457,
-0.03584761172533035,
0.002130807377398014,
0.03221781924366951,
0.04173534736037254,
0.0026551319751888514,
0.014179112389683723,
-0.05298294499516487,
0.03263227641582489,
-0.04748149961233139,
0.00772098358720541,
0.037001561373472214,
0.04717401787638664,
0.0026181661523878574,
-0.01896534115076065,
-0.08147871494293213,
0.0009856346296146512,
0.04395340010523796,
0.007816039957106113,
0.025947123765945435,
-0.03161069378256798,
-0.0276996660977602,
-0.0532405823469162,
-0.011089927516877651,
0.04143659025430679,
-0.10578503459692001,
0.04854094982147217,
-0.026256009936332703,
0.0017618251731619239,
-0.06398258358240128,
0.04284060373902321,
0.02717640995979309,
0.019900549203157425,
-0.052135735750198364,
0.0014655160484835505,
-0.0826224759221077,
-0.06833452731370926,
-0.00750569486990571,
-0.06191975250840187,
0.03319183737039566,
-0.013203023932874203,
0.032302625477313995,
-0.021716931834816933,
-0.058322541415691376,
-0.05019194632768631,
-0.018179969862103462,
0.00017520338587928563,
-0.03946775570511818,
0.054283253848552704,
-0.008545013144612312,
-0.02839435450732708,
0.048285141587257385,
-0.047384653240442276,
-0.019328689202666283,
0.0028509097173810005,
0.00607692077755928,
0.07728311419487,
0.030397221446037292,
-0.0435447134077549,
0.05725311487913132,
-0.07376858592033386,
0.01801515370607376,
-0.07023624330759048,
0.0021544592455029488,
0.0022876758594065905,
0.0026607182808220387,
0.028909919783473015,
0.05438081547617912,
-0.0030301506631076336,
-0.04750614985823631,
-0.028085079044103622,
-0.04855385050177574,
-0.0595107302069664,
-0.0043553984723985195,
-0.00434936722740531,
-0.021526813507080078,
-0.07305678725242615,
-0.04637598991394043,
0.020390618592500687,
0.025909680873155594,
-0.024471187964081764,
0.019336115568876266,
-0.008313708007335663,
-0.0036689103581011295,
0.012637599371373653,
0.026123618707060814,
-0.009729985147714615,
-0.02197476476430893,
-0.05301748216152191,
0.012108973227441311,
-0.029821760952472687,
0.04277084022760391,
-0.04220515862107277,
0.026665708050131798,
-0.013728553429245949,
-0.006064827088266611,
0.022372350096702576,
0.05412692576646805,
0.05105363205075264,
-0.08806546777486801,
0.05946781858801842,
0.06312291324138641,
0.03272049129009247,
0.01320968009531498,
0.009702454321086407,
0.03950691595673561,
0.01986139826476574,
-0.0036584625486284494,
0.013872055336833,
0.00967994425445795,
0.01364574022591114,
-0.02540159784257412,
0.0010973024182021618,
0.0034840989392250776,
-0.02186020277440548,
-0.1021653339266777,
-0.022906748577952385,
-0.019697584211826324,
-0.050016652792692184,
0.03539302945137024,
-0.039251796901226044,
0.013849299401044846,
-0.045065201818943024,
-0.048188094049692154,
0.03143133595585823,
-0.026817694306373596,
-0.027487870305776596,
-0.02478747069835663,
0.03812737762928009,
0.007881290279328823,
-0.04329532012343407,
0.006238179747015238,
-0.0343000665307045,
-0.043988198041915894,
0.02228873409330845,
-0.01317576039582491,
0.016680482774972916,
0.027326125651597977,
-0.03029795177280903,
0.06959977746009827,
-0.024461982771754265,
0.008350389078259468,
0.0067993164993822575,
-0.02023409679532051,
-0.060356177389621735,
-0.03345690295100212,
0.008204696699976921,
0.0003066738718189299,
-0.0018652696162462234,
-0.02065763995051384,
0.02676478959619999,
0.01797943376004696,
-0.028313035145401955,
0.08130084723234177,
0.03140437230467796,
0.019858550280332565,
0.021024243906140327,
-0.03181184083223343,
-0.012788962572813034,
0.021378004923462868,
0.02644728682935238,
0.013797678984701633,
-0.0010450936388224363,
-0.03228084370493889,
0.024014169350266457,
0.11712180823087692,
0.009051632136106491,
0.021464452147483826,
-0.006829847116023302,
0.05378797650337219,
0.019195787608623505,
-0.02632862888276577,
-0.027006683871150017,
0.024079889059066772,
-0.02154141291975975,
-0.004390060901641846,
0.051340263336896896,
0.015638967975974083,
-0.03384976461529732,
-0.06683190166950226,
-0.004568901844322681,
0.024928975850343704,
-0.005198730155825615,
0.01895231567323208,
-0.015696754679083824,
-0.025169840082526207,
-0.058768175542354584,
0.031547725200653076,
-0.03499434143304825,
0.07000111788511276,
-0.01150512881577015,
0.02057134360074997,
0.03257231414318085,
0.04227418452501297,
-0.0012784672435373068,
-0.003466163296252489,
0.06674400717020035,
-0.030151449143886566,
0.011812151409685612,
-0.021430887281894684,
-0.00403904914855957,
0.05449414625763893,
0.052287328988313675,
0.0002639117883518338,
-0.03525237366557121,
0.007112530991435051,
-0.01025104895234108,
0.012996871955692768,
-0.03495638817548752,
0.04484774172306061,
-0.03223784640431404,
0.05549761280417442,
0.032736923545598984,
-0.02156735397875309,
-0.019741564989089966,
0.00971996784210205,
-0.06920616328716278,
0.0009097325964830816,
-0.010950524359941483,
0.02466602809727192,
-0.0692293718457222,
0.014865224249660969
] |
<p>I have 3 experiments, where some quantity was measured 3 times. Thus, 3 biological replicas, 3 technical replicas in each biological replica, 9 measurements in total. I need to answer the following questions:</p>
<ol>
<li>For each biological replica: are my 3 measurements consistent? To do this, I'm using Dixon's Q test.</li>
<li>For average measurements derived for each biological replica: are these 3 measurements consistent?</li>
</ol>
<p>So, how should I go about the second question? Is it a good idea to use Dixon's Q test here too? What other tests can I use to address the above questions? I guess ANOVA is not suitable because samples are too small, right?</p>
|
g73994
|
[
0.0022965585812926292,
-0.013746007345616817,
0.015780843794345856,
-0.020718153566122055,
0.006565358955413103,
-0.008395803160965443,
-0.004670429974794388,
0.023260369896888733,
-0.0291304849088192,
0.030228791758418083,
0.006272612139582634,
-0.009165401570498943,
0.017961274832487106,
0.013202859088778496,
-0.09265875816345215,
-0.023359181359410286,
0.0912599116563797,
-0.08510246127843857,
0.08841719478368759,
0.051506366580724716,
-0.05385903641581535,
0.041565004736185074,
-0.021686304360628128,
-0.06250211596488953,
0.02864067628979683,
-0.0553271658718586,
-0.03270993381738663,
0.08689781278371811,
-0.07940111309289932,
-0.02094200626015663,
-0.029925568029284477,
-0.0017369085690006614,
0.036883238703012466,
-0.05484537407755852,
-0.038532231003046036,
-0.006082741543650627,
0.00802495889365673,
0.028280021622776985,
-0.0012288918951526284,
0.050566546618938446,
0.021765323355793953,
-0.01680869795382023,
0.01946141943335533,
0.002490651560947299,
0.04232354462146759,
0.028809811919927597,
0.02312483638525009,
-0.01972314529120922,
0.053409941494464874,
-0.016369016841053963,
-0.0554143562912941,
0.03740289807319641,
-0.0010180424433201551,
-0.02379189245402813,
0.027045805007219315,
0.0711764395236969,
-0.0007551431190222502,
0.009290752001106739,
-0.025573475286364555,
0.01754808984696865,
0.0038612813223153353,
-0.0612456277012825,
-0.0037451940588653088,
-0.04796142131090164,
0.03248167783021927,
-0.022414516657590866,
0.0016019049799069762,
0.03642425313591957,
-0.01774822734296322,
-0.01258167065680027,
-0.0023938678205013275,
-0.043240901082754135,
-0.005053349304944277,
-0.013635976240038872,
-0.009936295449733734,
0.01373321283608675,
0.004327534697949886,
0.009849834255874157,
-0.005714219994843006,
0.01734546385705471,
-0.02252032421529293,
0.014858669601380825,
0.06472822278738022,
0.05394267663359642,
0.047958165407180786,
0.030131308361887932,
0.024477163329720497,
-0.06764651834964752,
0.07293568551540375,
0.04878472909331322,
0.04565422609448433,
0.051844194531440735,
0.07943835854530334,
0.04674457013607025,
-0.03522865101695061,
-0.010416954755783081,
-0.014816759154200554,
0.028723061084747314,
-0.0023140243720263243,
0.05985429137945175,
-0.014085265807807446,
0.04423743858933449,
-0.002131990622729063,
0.023679988458752632,
-0.08610129356384277,
-0.011117764748632908,
0.053130414336919785,
0.03952004015445709,
-0.03077905811369419,
0.007642077747732401,
-0.10279782861471176,
-0.0368606299161911,
-0.051883500069379807,
-0.010175700299441814,
-0.013168481178581715,
0.02909213863313198,
0.0003079574671573937,
0.010341697372496128,
-0.01659901812672615,
0.004532375372946262,
0.01656627282500267,
0.005444100126624107,
0.06993474811315536,
-0.033255454152822495,
-0.038095761090517044,
-0.014066440053284168,
-0.03383355215191841,
0.03709722310304642,
0.018323928117752075,
0.06753312796354294,
0.024796495214104652,
0.015716955065727234,
-0.07518193125724792,
-0.020856544375419617,
0.0015089487424120307,
-0.02175215259194374,
0.01691918447613716,
0.05590443313121796,
-0.021923838183283806,
-0.0043943580240011215,
-0.050526607781648636,
-0.03277713805437088,
-0.017783034592866898,
0.019453348591923714,
0.014267816208302975,
-0.006853299215435982,
0.027781205251812935,
-0.007930136285722256,
0.007031354121863842,
0.0682121068239212,
0.010666640475392342,
0.006856035441160202,
0.046029236167669296,
-0.04736894741654396,
-0.0003536142176017165,
-0.003547289641574025,
-0.012169074267148972,
-0.009867429733276367,
0.00422362145036459,
0.02479194663465023,
0.005864045582711697,
-0.051123060286045074,
0.01418792363256216,
0.020367657765746117,
0.047179266810417175,
0.04464225843548775,
0.012314053252339363,
-0.06007063388824463,
0.04168941453099251,
0.051310423761606216,
-0.023870402947068214,
-0.007510288618505001,
0.021439602598547935,
0.015600410290062428,
-0.04363355413079262,
0.04858807846903801,
0.0002878709346987307,
-0.04735759273171425,
0.020655473694205284,
-0.026150237768888474,
0.06524170190095901,
0.09553194046020508,
0.009443706832826138,
-0.029013561084866524,
-0.043264683336019516,
0.013904153369367123,
0.04025210440158844,
-0.02840624563395977,
-0.08504048734903336,
0.023785606026649475,
-0.004425705410540104,
-0.05555316060781479,
-0.0521676279604435,
-0.07134880870580673,
-0.031472161412239075,
-0.014664187096059322,
0.027823835611343384,
-0.04067927226424217,
-0.04617150500416756,
-0.04278320074081421,
0.04531460255384445,
-0.006631509866565466,
-0.0006423715385608375,
0.009768785908818245,
-0.0010691778734326363,
-0.03276199474930763,
-0.06183194741606712,
-0.02613050863146782,
0.020258409902453423,
0.009369229897856712,
-0.011381376534700394,
0.021869104355573654,
0.01415848359465599,
0.09832027554512024,
0.0304416511207819,
0.02296593226492405,
0.03569157421588898,
-0.01689818687736988,
-0.018629612401127815,
0.021667806431651115,
-0.01800551824271679,
-0.046355314552783966,
0.003292759647592902,
-0.01916610449552536,
0.02788122184574604,
0.03652111068367958,
-0.008960193954408169,
-0.020839061588048935,
-0.012843899428844452,
-0.004886915907263756,
-0.04091087728738785,
-0.02005268633365631,
-0.0011416681809350848,
-0.02456480823457241,
0.019392767921090126,
0.05408960208296776,
-0.07567552477121353,
-0.02218620292842388,
-0.032746683806180954,
-0.01633761078119278,
0.003809800837188959,
0.02401220053434372,
0.00871922168880701,
0.00880727544426918,
0.03714223951101303,
-0.026575133204460144,
0.006073086056858301,
-0.02138327620923519,
0.04420509561896324,
0.026663903146982193,
-0.028687212616205215,
0.05420001968741417,
0.03812722861766815,
0.0017923619598150253,
-0.01602509431540966,
-0.030933164060115814,
0.07998430728912354,
0.0296988133341074,
0.0124980378895998,
0.026511624455451965,
0.02125696837902069,
-0.05749088153243065,
0.025286372750997543,
0.0033680242486298084,
-0.03749774396419525,
-0.07816453278064728,
-0.02678261697292328,
-0.04591863602399826,
-0.026344360783696175,
0.005436002276837826,
0.013115727342665195,
-0.0417180098593235,
0.032827284187078476,
0.06943277269601822,
0.04921252280473709,
0.01353870052844286,
0.0036972020752727985,
-0.02277272194623947,
0.03612717613577843,
-0.048621345311403275,
0.02173866517841816,
-0.03463759273290634,
-0.06634406000375748,
0.023926327005028725,
0.045411787927150726,
0.021967999637126923,
0.04286873713135719,
-0.06510306894779205,
-0.008320891298353672,
0.07032981514930725,
-0.059993937611579895,
0.004339973442256451,
-0.0490771122276783,
0.010970599949359894,
-0.10805906355381012,
-0.00537499412894249,
0.03286568075418472,
-0.06206505000591278,
0.014484221115708351,
0.03671512380242348,
0.009587121196091175,
0.009591811336576939,
0.050355564802885056,
0.0026555887889117002,
0.04791545495390892,
0.05421273782849312,
-0.05723477154970169,
0.032181188464164734,
0.07968705147504807,
0.09641620516777039,
0.0072624096646904945,
-0.033283282071352005,
-0.04048002138733864,
-0.029179606586694717,
0.003258342854678631,
-0.024246376007795334,
-0.02538261003792286,
-0.022314414381980896,
0.04230627417564392,
-0.04069889709353447,
0.024325786158442497,
-0.05461425334215164,
-0.017999308183789253,
0.0024658783804625273,
0.013963214121758938,
0.029664399102330208,
0.03005441650748253,
0.008450929075479507,
-0.010358639992773533,
-0.022712714970111847,
0.03546690195798874,
0.10407350957393646,
0.021605689078569412,
0.005411208141595125,
0.05044292286038399,
-0.052874792367219925,
-0.014625723473727703,
-0.024134350940585136,
-0.01570727489888668,
0.016033710911870003,
-0.025270655751228333,
-0.05228673294186592,
0.027047671377658844,
-0.03611556440591812,
-0.003984872717410326,
-0.033539533615112305,
0.018380645662546158,
0.003928306046873331,
-0.0013038096949458122,
-0.02517746575176716,
0.041273776441812515,
-0.022303959354758263,
0.012825808487832546,
-0.0026957858353853226,
0.05332234501838684,
0.013311296701431274,
0.03476203605532646,
0.026748519390821457,
0.027102133259177208,
-0.001173491938970983,
0.0340467169880867,
-0.015117748640477657,
0.01547099556773901,
-0.018855761736631393,
0.029247969388961792,
0.031722668558359146,
-0.011927532963454723,
0.08290521800518036,
0.015131078660488129,
0.012276814319193363,
-0.0294853113591671,
0.021566087380051613,
-0.03254722058773041,
-0.048276107758283615,
0.042908649891614914,
-0.04626624658703804,
-0.022244540974497795,
0.041104935109615326,
-0.02959299273788929,
0.01824125461280346,
0.033344633877277374,
0.017832312732934952,
-0.0501503050327301,
-0.061819858849048615,
0.010460386984050274,
-0.01717155985534191,
-0.02208840474486351,
-0.024743027985095978,
-0.00008244322089012712,
-0.016063114628195763,
-0.038228511810302734,
-0.009015705436468124,
-0.059176284819841385,
0.008134339936077595,
0.0110420361161232,
-0.04095640033483505,
0.03162522614002228,
-0.03259079158306122,
-0.015815505757927895,
0.037134673446416855,
-0.01424045767635107,
0.0029568953905254602,
0.029749058187007904,
0.002663741586729884,
-0.021486809477210045,
-0.02754700370132923,
0.026409456506371498,
0.028451628983020782,
-0.02924768440425396,
0.0352700799703598,
-0.06977179646492004,
0.029897615313529968,
0.06300599873065948,
-0.0333813913166523,
-0.03156618773937225,
-0.015750573948025703,
0.03960203379392624,
-0.06808512657880783,
-0.06359850615262985,
0.05215127021074295,
0.020296650007367134,
0.009359127841889858,
0.01913146860897541,
-0.054347194731235504,
0.007534203585237265,
0.017920350655913353,
0.012072308920323849,
0.016750317066907883,
0.04871426522731781,
-0.028759434819221497,
0.011856707744300365,
-0.0125141441822052,
0.010035643354058266,
0.0581582710146904,
0.021854396909475327,
-0.04072286933660507,
-0.03643080219626427,
0.05403806269168854,
0.012272040359675884,
-0.03806034475564957,
-0.050537027418613434,
-0.004696407821029425,
0.008055565878748894,
0.0030829892493784428,
-0.034370407462120056,
0.06554189324378967,
-0.07506149262189865,
0.0026995947118848562,
0.02636132761836052,
0.0011755186133086681,
0.0466461256146431,
0.03937104344367981,
-0.01936454512178898,
0.01670299656689167,
-0.024027030915021896,
-0.013547401875257492,
0.06968418508768082,
0.05458788573741913,
0.06704748421907425,
0.04261564463376999,
-0.023931309580802917,
0.0006676242337562144,
-0.01914987526834011,
-0.018910538405179977,
0.01184111274778843,
-0.06368136405944824,
-0.018130311742424965,
0.027430443093180656,
0.0038323584012687206,
-0.04491974040865898,
-0.007654180750250816,
-0.0709511786699295,
0.03611016646027565,
0.06485400348901749,
-0.015277137979865074,
-0.01744057796895504,
0.02334076352417469,
0.009283768944442272,
-0.05854259431362152,
-0.007672333624213934,
-0.006902330555021763,
-0.05196656286716461,
0.01528489962220192,
-0.0335962139070034,
0.023102158680558205,
-0.07578708231449127,
-0.001713895588181913,
-0.039316873997449875,
0.043874308466911316,
0.03181670606136322,
-0.0031977915205061436,
-0.022166473791003227,
0.07492116093635559,
-0.012667529284954071,
0.007776614744216204,
0.018953019753098488,
0.033513836562633514,
-0.011171755380928516,
-0.024093324318528175,
-0.004476382862776518,
0.008265038020908833,
0.060754019767045975,
0.005854855757206678,
-0.012338562868535519,
-0.0321325957775116,
0.022573314607143402,
0.010137319564819336,
-0.01850752718746662,
-0.06365612149238586,
-0.009540715254843235,
-0.03884311020374298,
-0.00530230812728405,
0.03919731825590134,
-0.013210385106503963,
-0.002791267354041338,
0.014822122640907764,
-0.011538263410329819,
0.039218612015247345,
-0.020594321191310883,
-0.010940737091004848,
0.04736102744936943,
-0.008628045208752155,
-0.008861036039888859,
-0.020889928564429283,
-0.03417443856596947,
-0.02879343368113041,
-0.0103722233325243,
-0.015080930665135384,
0.05015847459435463,
-0.0011794037418439984,
0.042039476335048676,
0.06541652977466583,
-0.015666233375668526,
0.021227050572633743,
-0.07214070111513138,
-0.0087681720033288,
-0.01437374483793974,
-0.018479207530617714,
0.0004004712973255664,
-0.01894664764404297,
0.02807132713496685,
0.04064841568470001,
0.058622125536203384,
0.016692912206053734,
-0.06916607916355133,
-0.02518608421087265,
0.01059576217085123,
-0.015735212713479996,
0.0073296376504004,
-0.02410373091697693,
-0.030361389741301537,
0.017843732610344887,
-0.01923443004488945,
-0.003384490730240941,
0.028137831017374992,
0.03594966232776642,
-0.0259753055870533,
-0.015093122608959675,
-0.01403452455997467,
-0.00613601366057992,
-0.008570748381316662,
-0.002810864243656397,
-0.007320921868085861,
-0.000667632557451725,
-0.0021695797331631184,
-0.0674285888671875,
-0.052713532000780106,
0.023235930129885674,
-0.051166120916604996,
0.026706986129283905,
0.034289244562387466,
-0.022906137630343437,
0.00733844842761755,
-0.02299538441002369,
-0.0012843238655477762,
0.004549051634967327,
-0.006267332937568426,
0.029713712632656097,
0.016525322571396828,
-0.0011696100700646639,
-0.008496632799506187,
0.024149281904101372,
-0.01308463141322136,
-0.004681942518800497,
0.060593072324991226,
0.07955498993396759,
0.012783130630850792,
-0.0010019445326179266,
-0.03572316840291023,
-0.08511995524168015,
-0.009381868876516819,
-0.010908439755439758,
-0.04614867642521858,
-0.07953950017690659,
0.027944928035140038,
-0.03783141076564789,
0.04319506511092186,
0.011314149014651775,
-0.006364880595356226,
-0.021257974207401276,
-0.04481405019760132,
-0.03205212950706482,
0.03389561176300049,
-0.05090847983956337,
0.008387117646634579,
-0.012873313389718533,
-0.0062581440433859825,
0.00039089092751964927,
0.0031884557101875544,
0.013228747062385082,
0.01357489824295044,
-0.003791063092648983,
0.023371906951069832,
0.035925526171922684,
0.002578273881226778,
-0.0466151088476181,
-0.021095620468258858,
-0.015666093677282333,
0.005904390010982752,
0.09423800557851791,
0.03811534866690636,
-0.060245025902986526,
-0.010651231743395329,
-0.0233920831233263,
-0.004879304673522711,
0.05002631992101669,
0.0006184061639942229,
0.03972099348902702,
0.013227743096649647,
0.015327604487538338,
-0.03684401512145996,
-0.041870832443237305,
-0.03688715398311615,
0.02283102460205555,
-0.0767643004655838,
0.023377874866127968,
-0.02963569574058056,
0.04278295487165451,
-0.011810366995632648,
0.02975969947874546,
-0.0322166346013546,
0.04237395152449608,
0.0008466082508675754,
0.011858334764838219,
-0.021897096186876297,
0.02602888084948063,
0.08414995670318604,
0.06227497383952141,
0.017525026574730873,
0.023556364700198174,
0.03601418808102608,
-0.0069258324801921844,
-0.02889726124703884,
-0.04047811031341553,
0.0024783324915915728,
0.09941307455301285,
0.03865804523229599,
-0.011378496885299683,
0.035315368324518204,
-0.03861357271671295,
0.0035361042246222496,
-0.06413694471120834,
0.005932426545768976,
-0.036126237362623215,
0.0012743824627250433,
0.04281218722462654,
-0.04411613568663597,
-0.049083366990089417,
0.03899997100234032,
-0.013586560264229774,
0.06169598177075386,
-0.015312076546251774,
0.011143391951918602,
0.029922183603048325,
0.03311891481280327,
0.00571855716407299,
-0.03597826510667801,
0.04732286557555199,
-0.012244739569723606,
0.010160238482058048,
-0.03399070352315903,
-0.046144675463438034,
-0.004908211529254913,
-0.006575040519237518,
-0.0494496114552021,
0.03478902578353882,
-0.04531073197722435,
-0.027124492451548576,
0.10680719465017319,
-0.007336062379181385,
-0.023341365158557892,
0.01262758020311594,
-0.01607052981853485,
-0.0006247323472052813,
0.011213033460080624,
0.017661700025200844,
0.011783375404775143,
-0.026555785909295082,
0.003969469573348761,
0.04016794636845589,
0.01496806275099516,
0.024305062368512154,
-0.02290881797671318,
0.007590860594063997,
-0.008616811595857143,
-0.0016204594867303967,
-0.016282863914966583,
-0.019613441079854965,
-0.02662990428507328,
-0.035638753324747086,
0.014746909029781818,
0.00796951912343502,
0.028514280915260315,
-0.028880665078759193,
0.05659317597746849,
-0.02382393553853035,
-0.0596611350774765,
-0.05968526750802994,
-0.0026653329841792583,
-0.0027126159984618425,
-0.05479525029659271,
0.017341846600174904,
-0.01357570756226778,
0.034676216542720795,
-0.012463494203984737,
-0.061925504356622696,
-0.023927459493279457,
0.012217850424349308,
-0.03861561045050621,
0.02256305329501629,
-0.05390845611691475,
-0.015233625657856464,
-0.06311511248350143,
0.0008080186089500785,
0.0150896105915308,
0.04772055149078369,
0.035249337553977966,
0.004472905304282904,
-0.013919935561716557,
-0.009343075565993786,
-0.00966046005487442,
0.044164612889289856,
0.005744032561779022,
-0.014018469490110874,
0.007373595144599676,
-0.0132758105173707,
-0.06024010106921196,
0.02384638413786888,
0.056875862181186676,
-0.0729350745677948,
-0.04445720091462135,
-0.005050267092883587,
-0.017969168722629547,
0.05855090171098709,
0.019739799201488495,
-0.05564818158745766,
0.06496395170688629,
0.029690168797969818,
0.0503043457865715,
0.008955667726695538,
-0.009339695796370506,
-0.021768415346741676,
-0.0023343360517174006,
0.029286708682775497,
-0.029898717999458313,
-0.0812365859746933,
-0.046674493700265884,
0.004033408127725124
] |
<p>I am doing a project with Weka with clustering algorithms (simple k-means, expectation-maximization and OPTICS). I would love to be able to call those algorithms over the internet. </p>
<p><strong>So does Weka has a online API?</strong> But I suspect there is no. In that case, <strong>what are the alternatives?</strong> </p>
<hr>
<p><strong>Edit:</strong> What I am trying to achieve is a web interface to launch and control clustering algorithms. But I think I will end up running Weka directly on the server, either by invoking command line, or using my own java program that uses Weka.</p>
<p>Another advantage would have been not to be limited by the server hardware but this is acceptable in my case.</p>
<hr>
<p>I have seen that <a href="http://mahout.apache.org/" rel="nofollow">Apache Mahout</a> has a <a href="https://cwiki.apache.org/confluence/display/MAHOUT/Algorithms" rel="nofollow">large list of algorithms</a>. Apache Mahout is a library of machine learning algorythms, but also without a callable online API.</p>
<p>Google has the kind of "<a href="http://www.neverreadpassively.com/2010/05/machine-learning-as-service-google.html" rel="nofollow">machine learning as a service"</a> platform I want which is the <a href="http://code.google.com/intl/fr-FR/apis/predict/" rel="nofollow">Google Prediction API</a>, but it has more real world algorythms like spam detection or email classification, and not the clustering algorythms I want.</p>
|
g73995
|
[
-0.0374625027179718,
-0.04429033398628235,
0.012544495053589344,
-0.04560471326112747,
-0.017823822796344757,
-0.004550927318632603,
-0.042719412595033646,
-0.003673531813547015,
-0.005464354529976845,
-0.01216971781104803,
-0.019180884584784508,
0.011396093294024467,
0.09913841634988785,
0.06813403218984604,
-0.075402170419693,
0.032541777938604355,
0.07277408242225647,
-0.015493209473788738,
-0.028554271906614304,
0.014210482127964497,
0.003299000905826688,
-0.023222070187330246,
0.003379667643457651,
-0.03514000400900841,
-0.04378258436918259,
-0.05546139180660248,
-0.02912716753780842,
0.010692435316741467,
-0.006152046844363213,
0.016714731231331825,
-0.06375199556350708,
-0.04595860838890076,
0.09673482924699783,
-0.011435396037995815,
0.018559575080871582,
0.05565570667386055,
-0.03546309471130371,
-0.06184431165456772,
-0.035133782774209976,
-0.04544799029827118,
0.0029264925979077816,
0.008099142462015152,
0.02898123860359192,
0.027919426560401917,
0.021494485437870026,
-0.01131743285804987,
-0.05725594237446785,
0.061647675931453705,
0.0495016872882843,
-0.026549072936177254,
0.023103797808289528,
-0.04202108830213547,
0.000830197473987937,
-0.04236821457743645,
0.053696516901254654,
0.0078163156285882,
-0.016844775527715683,
0.05927348509430885,
0.037608228623867035,
-0.05023377016186714,
0.03890063613653183,
-0.007757046725600958,
-0.02780829183757305,
-0.01790258288383484,
0.05318675935268402,
0.062115296721458435,
-0.044200144708156586,
0.0032392130233347416,
-0.030642136931419373,
0.029339898377656937,
-0.017499562352895737,
0.03875844553112984,
-0.007767366711050272,
-0.006312594283372164,
-0.03918047621846199,
-0.04189494624733925,
-0.015601160936057568,
-0.020808694884181023,
-0.0020674311090260744,
0.03517164662480354,
0.000713203102350235,
-0.022437144070863724,
-0.018201997503638268,
0.003598906332626939,
0.003386811586096883,
-0.01346319168806076,
0.004712445195764303,
0.04396466165781021,
0.05324176698923111,
0.03460560366511345,
-0.017033329233527184,
0.04257215932011604,
0.026232359930872917,
0.0010303431190550327,
0.03573865443468094,
0.020135555416345596,
-0.020685873925685883,
0.05415855348110199,
-0.01942342333495617,
-0.052727676928043365,
0.0005846358835697174,
0.04954242333769798,
0.0045561715960502625,
-0.03460906445980072,
-0.019134704023599625,
-0.0504964143037796,
0.03222230449318886,
0.026208119466900826,
-0.0009651860455051064,
0.017817692831158638,
0.07026899605989456,
0.020804109051823616,
-0.061726998537778854,
0.03867034241557121,
0.005714781116694212,
-0.03123578242957592,
0.03935199975967407,
-0.013166036456823349,
0.03947923704981804,
-0.017359713092446327,
-0.00008956788224168122,
-0.046467866748571396,
0.060302697122097015,
0.037890270352363586,
0.008230648003518581,
0.02717546746134758,
0.02840554155409336,
0.03606722503900528,
-0.03207089379429817,
-0.06318653374910355,
0.03354855626821518,
-0.012842458672821522,
-0.05095776170492172,
0.027934890240430832,
-0.026910115033388138,
0.01671525649726391,
-0.04582446441054344,
0.04085388779640198,
0.02546476013958454,
0.005506869871169329,
0.01876850053668022,
0.04660967364907265,
-0.02411886490881443,
-0.030301425606012344,
-0.05920325964689255,
0.03184089437127113,
0.0068373712711036205,
-0.02391408383846283,
0.07950147241353989,
0.058444201946258545,
-0.02439587190747261,
0.01503286138176918,
0.013323988765478134,
0.0165000781416893,
-0.009785561822354794,
-0.02131643146276474,
-0.007170849945396185,
0.027875196188688278,
0.07302028685808182,
-0.005355849862098694,
0.0649159848690033,
-0.04260815307497978,
0.04971654713153839,
0.005261512007564306,
-0.01519270520657301,
0.0019296264508739114,
0.011450841091573238,
0.01658843271434307,
0.032777488231658936,
-0.04659545421600342,
0.01205139234662056,
-0.002388003282248974,
0.017323700711131096,
-0.018151234835386276,
-0.017085000872612,
0.03259754180908203,
0.008858829736709595,
0.018020514398813248,
-0.017789004370570183,
0.05301086604595184,
-0.002169085666537285,
-0.055933333933353424,
0.005074213724583387,
0.027699505910277367,
-0.02062339335680008,
-0.012244491837918758,
-0.0645490288734436,
0.011934342794120312,
-0.0020745627116411924,
-0.05451876297593117,
-0.03770791366696358,
0.013521221466362476,
0.00505674397572875,
0.03556700050830841,
-0.0073882718570530415,
-0.00013864664651919156,
-0.02729816921055317,
-0.002660949481651187,
-0.038024261593818665,
-0.023638876155018806,
0.08654578030109406,
0.05841580033302307,
-0.005428521893918514,
0.03527337685227394,
0.010254806838929653,
0.005781904794275761,
0.1056072786450386,
-0.006251277402043343,
0.0163269080221653,
-0.02074700966477394,
0.08733484894037247,
0.010769974440336227,
-0.024286925792694092,
-0.012261445634067059,
0.031534552574157715,
0.06304982304573059,
-0.05102090165019035,
-0.014910497702658176,
-0.03501439094543457,
0.018650824204087257,
0.00394134595990181,
-0.09012354910373688,
-0.058859486132860184,
-0.04004937782883644,
0.0017983888974413276,
-0.049083441495895386,
0.055824220180511475,
-0.0019735360983759165,
0.016467440873384476,
-0.023159919306635857,
-0.011256350204348564,
-0.06696009635925293,
0.06696070730686188,
-0.05232593044638634,
0.027884475886821747,
0.04588758200407028,
-0.07327143102884293,
0.03009665571153164,
-0.034670230001211166,
0.023734882473945618,
0.0029367704410105944,
-0.08128056675195694,
0.008712717331945896,
0.0311274453997612,
0.009395932778716087,
-0.05995091795921326,
0.024503305554389954,
-0.008911031298339367,
0.024284062907099724,
0.032819755375385284,
0.001246712519787252,
0.02296043373644352,
-0.017674898728728294,
-0.026805631816387177,
-0.0007193677593022585,
-0.010595750994980335,
0.05702511593699455,
0.04912237077951431,
-0.006367261055856943,
-0.037845443934202194,
-0.014125348068773746,
-0.020671293139457703,
0.03995464742183685,
-0.005597482435405254,
0.020017635077238083,
0.026396073400974274,
-0.01417582854628563,
-0.026752032339572906,
-0.004316338803619146,
0.008595725521445274,
-0.04071717709302902,
0.011857663281261921,
0.00013158246292732656,
-0.005786282941699028,
0.0457637794315815,
0.03765105828642845,
0.012124232947826385,
0.049644071608781815,
0.06933052092790604,
0.05868789553642273,
-0.01825653202831745,
-0.03200912848114967,
0.03637275844812393,
-0.031133757904171944,
0.029817944392561913,
-0.030989427119493484,
0.033103350549936295,
0.057661186903715134,
0.018880316987633705,
-0.04116720333695412,
0.03996429592370987,
-0.0038826342206448317,
0.07325505465269089,
0.07378187775611877,
-0.053873952478170395,
-0.024332763627171516,
0.02081308327615261,
0.056805431842803955,
0.023020312190055847,
-0.027709271758794785,
-0.0011525118025019765,
-0.03746270015835762,
0.025298619642853737,
0.03100397251546383,
0.08034813404083252,
0.003027728758752346,
-0.014203818514943123,
0.011789902113378048,
0.01947927661240101,
-0.04364226385951042,
0.058841947466135025,
0.025730900466442108,
0.037633415311574936,
0.045090463012456894,
0.01475965790450573,
0.020786374807357788,
-0.08272836357355118,
0.015793748199939728,
-0.02535102888941765,
-0.020652608945965767,
-0.02388913556933403,
-0.0356600247323513,
-0.07230336964130402,
-0.03263469412922859,
-0.0006394637166522443,
-0.013974985107779503,
-0.04781031608581543,
0.039357367902994156,
0.007776216603815556,
0.041834548115730286,
0.005853687878698111,
-0.057115357369184494,
-0.005678975023329258,
-0.03594735264778137,
-0.08224065601825714,
-0.0479743592441082,
-0.0278935469686985,
-0.03187625855207443,
0.049197763204574585,
-0.009957291185855865,
-0.08895353972911835,
-0.06495935469865799,
-0.04041987285017967,
-0.012668662704527378,
-0.08780993521213531,
-0.0034020915627479553,
0.03590669110417366,
-0.017190419137477875,
-0.011322730220854282,
-0.03908495604991913,
-0.014176325872540474,
0.006350265815854073,
-0.010666741989552975,
-0.03945302218198776,
0.037469327449798584,
-0.04434685409069061,
-0.01158288773149252,
0.014727430418133736,
0.010072709061205387,
-0.021182693541049957,
-0.020016411319375038,
-0.029674502089619637,
0.04156637191772461,
-0.033568158745765686,
-0.030763424932956696,
-0.04586214944720268,
0.017150480300188065,
0.029163546860218048,
0.04221952706575394,
0.007717073895037174,
0.056488990783691406,
-0.019995657727122307,
0.001545011647976935,
0.008662277832627296,
-0.015209527686238289,
0.036096539348363876,
0.024830320850014687,
0.05214579403400421,
-0.023306043818593025,
0.0021285132970660925,
0.02608906477689743,
0.035299599170684814,
0.054604582488536835,
0.005236294120550156,
-0.009829966351389885,
-0.0663214921951294,
0.001454559969715774,
0.04875820875167847,
-0.04826914519071579,
-0.045927099883556366,
0.03119535930454731,
-0.06635232269763947,
0.02105216681957245,
0.037528105080127716,
0.01785651035606861,
-0.002894412958994508,
0.0021160526666790247,
-0.038830775767564774,
0.03876025229692459,
0.0727093443274498,
0.025603221729397774,
-0.048524580895900726,
0.012422420084476471,
0.01008577086031437,
0.015655841678380966,
-0.04986190423369408,
-0.0666327252984047,
-0.037474069744348526,
-0.05215682089328766,
-0.06872810423374176,
0.014602933079004288,
-0.015671277418732643,
0.003267889376729727,
-0.061996325850486755,
0.020751919597387314,
-0.05655639246106148,
0.01433035358786583,
-0.028947267681360245,
-0.06031337007880211,
-0.027282029390335083,
-0.047535162419080734,
-0.015317744575440884,
0.05420359969139099,
-0.022076880559325218,
-0.024393025785684586,
0.009550513699650764,
-0.044536735862493515,
-0.030156314373016357,
0.024690933525562286,
-0.0037279166281223297,
0.03627863526344299,
0.004927194211632013,
0.006749359425157309,
-0.033297475427389145,
0.01015736348927021,
0.04404248297214508,
0.051098015159368515,
0.013151396065950394,
0.03913053870201111,
-0.055643219500780106,
0.034213412553071976,
-0.004766140598803759,
0.009379726834595203,
0.05231236293911934,
-0.029312387108802795,
0.07164286822080612,
-0.022851087152957916,
0.07192237675189972,
-0.03269026055932045,
-0.020391790196299553,
0.033645160496234894,
-0.03068818897008896,
0.010639382526278496,
-0.010808540508151054,
0.029346736147999763,
0.04253407567739487,
-0.015237617306411266,
0.019436977803707123,
0.01639704965054989,
0.027702968567609787,
-0.06168513372540474,
-0.020156804472208023,
0.023601679131388664,
0.03310568258166313,
0.07279260456562042,
0.009055549278855324,
-0.08569326996803284,
-0.022521957755088806,
-0.03076678141951561,
0.013387087732553482,
0.0034591788426041603,
-0.008736897259950638,
0.10139356553554535,
0.03309163823723793,
-0.010448946617543697,
0.06855932623147964,
-0.01035725325345993,
-0.02010500617325306,
0.03755935654044151,
0.001190860872156918,
-0.07092393189668655,
-0.019350260496139526,
-0.026193246245384216,
0.008730283007025719,
-0.04935868829488754,
0.005657667759805918,
-0.001775275799445808,
-0.002230588346719742,
-0.03346932306885719,
-0.006481190212070942,
-0.035713449120521545,
0.012373732402920723,
-0.005343236029148102,
-0.024479199200868607,
0.001581613440066576,
-0.019763106480240822,
-0.04248287156224251,
-0.022094571962952614,
-0.014296768233180046,
0.005982887465506792,
0.0008384171524085104,
-0.06797990947961807,
0.0012661160435527563,
-0.013884413987398148,
-0.0013490860583260655,
0.04378000646829605,
0.03412284329533577,
0.007744870614260435,
0.05106263607740402,
0.03395834565162659,
0.02681790105998516,
0.04435666650533676,
-0.01933792419731617,
0.0433192141354084,
-0.002271985402330756,
-0.015759587287902832,
0.018915532156825066,
0.06395124644041061,
-0.023435110226273537,
-0.010617312043905258,
0.02250371128320694,
0.02011008746922016,
0.034048892557621,
0.04807732254266739,
-0.02113404870033264,
-0.04482443258166313,
0.02642957493662834,
-0.01798577420413494,
0.017356397584080696,
-0.022935615852475166,
0.018659034743905067,
0.008711904287338257,
-0.05039644241333008,
-0.0004953417228534818,
0.005908805876970291,
0.027021169662475586,
-0.006569633726030588,
0.11544525623321533,
-0.04104088619351387,
-0.04183599352836609,
0.02305535599589348,
0.032968778163194656,
0.04316556453704834,
-0.06463675945997238,
-0.03705855458974838,
-0.04202697426080704,
0.01915862411260605,
0.004236125852912664,
0.007123316638171673,
-0.012273935601115227,
-0.00923533458262682,
-0.015966374427080154,
0.002950031077489257,
-0.02437308430671692,
-0.0056490967981517315,
0.019808007404208183,
0.0010376768186688423,
-0.003652202198281884,
0.06569340080022812,
-0.007711763493716717,
0.03650073707103729,
-0.014348671771585941,
-0.011979375965893269,
-0.022631211206316948,
0.02449440211057663,
0.024215254932641983,
-0.035072170197963715,
-0.03929249942302704,
0.02196762152016163,
0.04321320354938507,
-0.05316723510622978,
-0.04738917574286461,
-0.01737755723297596,
-0.005547643173485994,
0.04742687940597534,
-0.017776498571038246,
0.007078122813254595,
0.010526745580136776,
0.038351934403181076,
-0.008032958954572678,
0.03290700912475586,
-0.035424165427684784,
0.03401496633887291,
-0.051138825714588165,
0.05037691816687584,
-0.030584676191210747,
-0.06789178401231766,
0.05266118049621582,
0.015955021604895592,
-0.038235850632190704,
-0.021540870890021324,
0.057027872651815414,
-0.009407402016222477,
-0.0640358179807663,
-0.11066614836454391,
-0.00835609994828701,
-0.03671948239207268,
0.03372984379529953,
-0.021279454231262207,
0.07125744968652725,
-0.0003706104471348226,
-0.04020816832780838,
0.028190460056066513,
0.023264430463314056,
-0.005494657903909683,
0.048077065497636795,
-0.009447608143091202,
0.04425899684429169,
0.04573821276426315,
-0.026564905419945717,
-0.011655478738248348,
0.01540928240865469,
0.0349346324801445,
0.024080850183963776,
-0.028228171169757843,
-0.03523941710591316,
-0.02560894750058651,
-0.05469612404704094,
-0.017019184306263924,
-0.02381083182990551,
-0.029898284003138542,
-0.027496235445141792,
0.07288875430822372,
0.0013346070190891623,
-0.07851581275463104,
0.02938954532146454,
0.03260834515094757,
0.030651086941361427,
0.006494790315628052,
0.058457691222429276,
0.04537530988454819,
0.048359207808971405,
0.015782102942466736,
0.018771784380078316,
-0.05864780396223068,
-0.0000168881488207262,
-0.012524452991783619,
0.02242489717900753,
0.031049180775880814,
0.02487986907362938,
0.04597701504826546,
0.027620401233434677,
0.04157964140176773,
0.052730679512023926,
0.0009264409309253097,
-0.04355994611978531,
0.012536534108221531,
0.02844727225601673,
-0.0685034915804863,
0.01725912094116211,
0.006560953333973885,
0.008401812054216862,
0.0041337222792208195,
-0.030215077102184296,
0.028190163895487785,
0.020311472937464714,
0.0451139435172081,
-0.02131381444633007,
0.019188757985830307,
0.0022417190484702587,
0.03330162540078163,
-0.02229749597609043,
0.017766783013939857,
-0.02609904855489731,
0.04154042899608612,
0.03031736984848976,
-0.07145120948553085,
0.022565200924873352,
-0.030519550666213036,
-0.006128903478384018,
0.013248776085674763,
0.020021501928567886,
-0.06006750091910362,
-0.04878763109445572,
0.028323905542492867,
-0.01636633835732937,
-0.0003335834771860391,
-0.013300345279276371,
-0.03996431455016136,
0.002964126178994775,
-0.07102178037166595,
0.02388126216828823,
0.0030908058397471905,
0.016934195533394814,
0.016614733263850212,
-0.028676321730017662,
-0.04927442967891693,
0.05693300813436508,
0.012453111819922924,
-0.046229179948568344,
-0.03386358916759491,
-0.001301714451983571,
0.042363569140434265,
-0.03774404153227806,
-0.02215557172894478,
0.022356748580932617,
-0.022836873307824135,
-0.03111964836716652,
0.01883082650601864,
0.011008165776729584,
0.01096997782588005,
0.025377657264471054,
-0.009707525372505188,
0.007180450949817896,
0.015701191499829292,
0.0012116112047806382,
-0.007557818666100502,
-0.015668533742427826,
0.02613264136016369,
-0.0661228746175766,
-0.03867253288626671,
0.014261697418987751,
0.011667362414300442,
0.014721505343914032,
-0.04824464023113251,
0.013512405566871166,
0.020223496481776237,
0.05741208791732788,
0.02024131640791893,
-0.00717080058529973,
0.0048596919514238834,
-0.07174190133810043,
-0.018140016123652458,
0.06327440589666367,
-0.025888441130518913,
-0.010914103128015995,
0.006280325353145599,
0.04007306322455406,
-0.04520523548126221,
-0.014263270422816277,
-0.00921427272260189,
-0.018015772104263306,
-0.002000907901674509,
0.027259185910224915,
-0.01576566882431507,
-0.015234393067657948,
-0.011316441930830479,
0.04947270452976227,
-0.020276185125112534,
-0.002177995163947344,
-0.03615579754114151,
-0.05166960507631302,
-0.03810485079884529,
0.01081015169620514,
0.04328260198235512,
-0.00998610071837902,
0.016734175384044647,
0.016643857583403587,
-0.009759836830198765,
-0.05655153468251228,
0.0011555372038856149,
0.07861657440662384,
0.019903412088751793,
-0.0508233904838562,
-0.04921888932585716,
-0.04150734469294548,
0.02319193258881569,
0.0016320353606715798,
0.0450342521071434,
-0.02436176687479019,
0.0005583642050623894,
-0.024621794000267982,
-0.0669451355934143,
-0.02115948684513569,
0.0026450043078511953,
-0.028835827484726906,
-0.01560223288834095,
-0.03486030548810959
] |
<p>I have a dataset with a large number of Yes/No responses. <strong>Can</strong> I use principal components (PCA) or any other data reduction analyses (such as factor analysis) for this type of data? Please advise <strong>how</strong> I go about doing this using SPSS.</p>
|
g73996
|
[
0.003353413660079241,
-0.05099571496248245,
0.013571257703006268,
-0.048517338931560516,
-0.04930492490530014,
-0.022558094933629036,
0.05059759318828583,
0.08432585000991821,
0.008847941644489765,
-0.04760579392313957,
0.016307370737195015,
0.008084992878139019,
0.0408829040825367,
0.035671766847372055,
-0.026396827772259712,
0.046844303607940674,
-0.01490625087171793,
-0.00981498509645462,
-0.004806265234947205,
0.051631197333335876,
0.049883853644132614,
-0.03450414910912514,
0.04607495665550232,
-0.003485636552795768,
-0.05088347569108009,
-0.04185519367456436,
-0.027059026062488556,
0.020526254549622536,
-0.05365429073572159,
-0.02602989412844181,
-0.048625145107507706,
-0.0068512423895299435,
0.004392748698592186,
-0.00238487939350307,
0.0038918477948755026,
-0.00040308755706064403,
-0.03106403723359108,
0.05006997287273407,
0.03493288531899452,
0.013948886655271053,
-0.04520004615187645,
-0.021274080500006676,
0.0727115347981453,
-0.025261741131544113,
-0.028284728527069092,
-0.05255933478474617,
0.0029388812836259604,
-0.07120822370052338,
0.024820847436785698,
0.032056696712970734,
0.007938327267765999,
-0.011180437169969082,
-0.006781370844691992,
0.030435914173722267,
-0.04376678913831711,
-0.0015363857382908463,
0.024485930800437927,
0.024512900039553642,
0.05923108384013176,
0.021777864545583725,
0.0023290500976145267,
-0.020635956898331642,
-0.03259966894984245,
0.019063100218772888,
0.015291126444935799,
-0.02445940114557743,
0.0107101546600461,
-0.05250483751296997,
-0.029290249571204185,
-0.012093165889382362,
0.026625417172908783,
-0.00248206639662385,
0.025838889181613922,
-0.09192211180925369,
0.010306279174983501,
-0.00019435479771345854,
-0.045658234506845474,
0.023205222561955452,
-0.0078014833852648735,
0.008462483994662762,
0.0376923605799675,
0.002004817361012101,
0.03385348618030548,
0.012081654742360115,
0.021836768835783005,
-0.04044345021247864,
-0.01167762465775013,
-0.023966262117028236,
0.058354414999485016,
-0.0335288941860199,
-0.029667122289538383,
0.04422406852245331,
0.1129181757569313,
-0.020214788615703583,
0.07022708654403687,
0.012213677167892456,
-0.031387392431497574,
0.017255496233701706,
-0.032008856534957886,
-0.017614612355828285,
-0.03750237450003624,
0.01833800971508026,
-0.018609140068292618,
-0.0065301889553666115,
-0.06995879858732224,
-0.015762990340590477,
0.03616062179207802,
-0.011066742241382599,
-0.0207075122743845,
-0.034125253558158875,
-0.047633226960897446,
0.022222479805350304,
-0.08379524201154709,
0.017684051766991615,
-0.02868824638426304,
-0.04077029973268509,
0.045301321893930435,
-0.02720501646399498,
-0.030810372903943062,
-0.04686226695775986,
0.0021315969061106443,
-0.03520623594522476,
0.02552851289510727,
0.046269167214632034,
-0.05258823558688164,
0.006098621990531683,
-0.020920738577842712,
0.10393142700195312,
0.020112505182623863,
-0.026493282988667488,
0.03352775052189827,
-0.009948575869202614,
0.02201949618756771,
0.015562654472887516,
0.006083110347390175,
0.025956474244594574,
-0.04357801005244255,
0.01840265654027462,
0.0037079481407999992,
0.017378510907292366,
-0.022675806656479836,
0.04857518523931503,
0.016976825892925262,
-0.040454965084791183,
0.0643794983625412,
-0.022539272904396057,
-0.054356202483177185,
0.044786080718040466,
-0.00007391833059955388,
-0.007598535623401403,
0.036606866866350174,
0.04488141089677811,
0.007342346012592316,
-0.03165676072239876,
-0.0048148552887141705,
-0.028063738718628883,
-0.01751239411532879,
-0.053691282868385315,
0.020627377554774284,
-0.010456469841301441,
0.013994154520332813,
-0.008888394571840763,
0.040014687925577164,
0.019361307844519615,
0.04191306605935097,
0.00040978603647090495,
-0.021035607904195786,
0.026997866109013557,
-0.047470901161432266,
0.02073616348206997,
0.018003106117248535,
0.018838034942746162,
0.02507716789841652,
0.04525106027722359,
0.04261386767029762,
0.003188613336533308,
0.04305808246135712,
-0.0074051665142178535,
0.03638112545013428,
0.05887565761804581,
0.016544027253985405,
0.0648433193564415,
-0.03684544190764427,
0.001856649061664939,
0.05162474513053894,
0.011363341473042965,
-0.049751609563827515,
0.090517058968544,
-0.038305528461933136,
0.027734003961086273,
-0.08859482407569885,
-0.015371277928352356,
-0.029581386595964432,
0.0088333236053586,
0.056206848472356796,
-0.052094750106334686,
-0.014501889236271381,
-0.010906336829066277,
-0.03940781205892563,
-0.050974659621715546,
0.01143201719969511,
0.01692785881459713,
-0.016126034781336784,
0.009191754274070263,
-0.037419047206640244,
-0.052275169640779495,
-0.03342529013752937,
0.022596072405576706,
-0.008572174236178398,
0.004397769458591938,
0.04623730480670929,
-0.028037935495376587,
-0.0572650209069252,
0.024456758052110672,
0.029932653531432152,
0.008450941182672977,
-0.04477563500404358,
-0.0034444211050868034,
0.0021253637969493866,
0.03750350698828697,
-0.02806270495057106,
-0.0008068658644333482,
0.0033083464950323105,
0.009908556938171387,
-0.013044278137385845,
0.05758270248770714,
0.00772855244576931,
0.01965687982738018,
0.03170739486813545,
0.0036237349268049,
0.0003236124466639012,
-0.045197438448667526,
-0.0023523918353021145,
-0.03160089999437332,
0.023167548701167107,
0.005668464116752148,
-0.00015679499483667314,
0.0018254409078508615,
-0.047788310796022415,
0.05068710818886757,
0.03093907982110977,
0.014546597376465797,
0.03214728459715843,
0.01688971370458603,
0.06880900263786316,
0.007821297273039818,
-0.0032979100942611694,
0.0313621424138546,
0.00986496265977621,
-0.001552137895487249,
-0.02376558631658554,
0.008690385147929192,
0.002325155073776841,
0.0058705308474600315,
0.0023025942500680685,
-0.0423598475754261,
0.050977397710084915,
-0.0017079577082768083,
0.03469596803188324,
0.009526913054287434,
0.002038967562839389,
0.007437603548169136,
-0.03547169640660286,
-0.023632017895579338,
0.012399690225720406,
0.005101070273667574,
-0.02068430557847023,
-0.034547824412584305,
0.01786290854215622,
0.030472295358777046,
-0.040346160531044006,
-0.024717586115002632,
0.05210249871015549,
-0.0023533992934972048,
0.024241309612989426,
0.09177136421203613,
0.009687189012765884,
0.021706324070692062,
-0.011557148769497871,
0.0036119986325502396,
0.009321721270680428,
0.004997165873646736,
0.008280829526484013,
0.04278957098722458,
0.010138912126421928,
0.031156137585639954,
0.09596171230077744,
-0.009870880283415318,
-0.06205910071730614,
0.017898574471473694,
0.036432426422834396,
-0.011422383598983288,
-0.008002673275768757,
0.010970407165586948,
0.005219088401645422,
-0.03697391599416733,
0.045005716383457184,
-0.06450451165437698,
0.06819582730531693,
0.0704885795712471,
-0.04113420099020004,
-0.023792177438735962,
0.02763875015079975,
-0.014092031866312027,
0.001683501061052084,
-0.0671711340546608,
0.040101245045661926,
-0.0244827289134264,
-0.03735709935426712,
-0.028307929635047913,
0.015251546166837215,
0.031114524230360985,
0.06068236008286476,
-0.03791876882314682,
-0.016692884266376495,
0.0031296899542212486,
0.018660178408026695,
-0.012384255416691303,
-0.015667585656046867,
-0.025458496063947678,
-0.024912208318710327,
-0.061304859817028046,
-0.0033806676510721445,
0.011640846729278564,
-0.002975617302581668,
0.07533752173185349,
-0.023517310619354248,
0.04700101912021637,
-0.013862519524991512,
-0.011150534264743328,
0.03886789083480835,
-0.07568924874067307,
0.022272812202572823,
-0.005727884825319052,
-0.06306761503219604,
-0.015302451327443123,
-0.0179815161973238,
-0.020529208704829216,
0.04226822406053543,
0.05818512290716171,
-0.055207449942827225,
-0.03687204793095589,
-0.027361636981368065,
-0.008073067292571068,
-0.009888216853141785,
0.050271473824977875,
0.03606569021940231,
-0.003807622008025646,
0.025248559191823006,
-0.060337796807289124,
0.043949540704488754,
-0.054012928158044815,
0.02812078967690468,
-0.04919786751270294,
0.06044137850403786,
-0.045053500682115555,
0.038554172962903976,
0.01673121750354767,
0.00034217722713947296,
0.029451865702867508,
0.012768019922077656,
-0.04288183152675629,
-0.009928910061717033,
0.04498480260372162,
-0.005192852113395929,
0.007883207872509956,
0.03944631665945053,
0.030629098415374756,
-0.02393369935452938,
-0.02465815469622612,
0.04294724389910698,
-0.018385229632258415,
0.013865779154002666,
-0.0498955175280571,
-0.062056586146354675,
0.017466368153691292,
-0.01750630885362625,
-0.018151702359318733,
0.04765993729233742,
0.04623990133404732,
0.012719186954200268,
0.014793514274060726,
0.010315271094441414,
-0.04393323138356209,
0.015868406742811203,
-0.04131358116865158,
0.05353167653083801,
0.049432847648859024,
-0.031168265268206596,
-0.04065931960940361,
0.0033363020047545433,
-0.02104066126048565,
-0.09515766054391861,
0.037630900740623474,
0.02661084197461605,
-0.03093181736767292,
-0.10800711065530777,
0.009939609095454216,
-0.024895215407013893,
0.05972213298082352,
-0.028411807492375374,
0.016467051580548286,
0.022057760506868362,
0.04723092541098595,
0.03086136095225811,
-0.02612167038023472,
-0.02839127741754055,
-0.0033023932483047247,
-0.016445467248558998,
0.014034708961844444,
-0.0834365040063858,
-0.03538409620523453,
-0.034367579966783524,
-0.0724518895149231,
-0.01365611795336008,
-0.004858002997934818,
0.0518568679690361,
-0.014174286276102066,
0.0282469280064106,
-0.017531966790556908,
0.007697946857661009,
0.025598937645554543,
-0.04449170455336571,
-0.014413692057132721,
0.03439329192042351,
0.010004319250583649,
0.01863860711455345,
0.01705350913107395,
-0.009240741841495037,
0.023195749148726463,
0.045777540653944016,
0.019645171239972115,
0.03476468473672867,
-0.0031258929520845413,
0.021012745797634125,
0.02301541157066822,
-0.020331110805273056,
-0.0054748766124248505,
-0.04916559159755707,
-0.06711949408054352,
-0.05169518664479256,
-0.016826152801513672,
0.0000748770180507563,
0.007474626414477825,
-0.008799753151834011,
0.016508497297763824,
-0.024203918874263763,
-0.003454791149124503,
-0.031914688646793365,
0.055595047771930695,
0.043444208800792694,
-0.028153683990240097,
-0.029860295355319977,
0.019143743440508842,
0.01637916825711727,
0.03885453939437866,
0.0011073454516008496,
0.010354461148381233,
0.022622235119342804,
0.09419283270835876,
0.03461365029215813,
-0.09579697996377945,
-0.012901476584374905,
-0.018702432513237,
-0.04272948205471039,
-0.003882200224325061,
-0.019228121265769005,
-0.03019692189991474,
0.05557163432240486,
-0.03534357249736786,
-0.04708807170391083,
-0.05122789368033409,
0.015358641743659973,
-0.04937754571437836,
-0.04601868987083435,
-0.014140459708869457,
-0.04732847213745117,
-0.03949509188532829,
0.030908213928341866,
0.009291126392781734,
0.03688337281346321,
-0.006420036777853966,
0.038611799478530884,
-0.011214637197554111,
-0.03795161098241806,
-0.03249358758330345,
0.014622034505009651,
-0.00457565626129508,
-0.029619570821523666,
-0.04826238378882408,
-0.01586000807583332,
0.04845498502254486,
0.019304325804114342,
0.012247120030224323,
0.005718022584915161,
0.001097278785891831,
0.011506212875247002,
-0.008216632530093193,
-0.03648843616247177,
0.06663775444030762,
0.00706569105386734,
0.0013683188008144498,
0.05152488872408867,
0.043952539563179016,
-0.04672584310173988,
-0.0186503604054451,
0.0576862134039402,
-0.007238284684717655,
0.011673767119646072,
0.041107699275016785,
-0.017466086894273758,
0.026218360289931297,
0.036347754299640656,
-0.04586431011557579,
-0.07219899445772171,
-0.008885533548891544,
0.017439063638448715,
0.003617702517658472,
-0.020205646753311157,
-0.007733419071882963,
0.03483738377690315,
-0.040146052837371826,
-0.0049205138348042965,
0.03991987183690071,
-0.019459087401628494,
-0.04477958381175995,
-0.025682182982563972,
-0.04012325406074524,
-0.013548300601541996,
-0.023494066670536995,
0.0419359914958477,
0.06276950985193253,
-0.06289874762296677,
-0.009586735628545284,
0.04599267244338989,
-0.03277580440044403,
-0.032622601836919785,
-0.031447287648916245,
-0.038760628551244736,
-0.033300258219242096,
-0.04142947867512703,
0.034979455173015594,
0.025850320234894753,
-0.048867370933294296,
0.022698981687426567,
-0.005882227793335915,
0.012613855302333832,
-0.014591958373785019,
-0.015529941767454147,
-0.023515932261943817,
-0.02668052911758423,
-0.004088953137397766,
0.01455649547278881,
-0.020601393654942513,
-0.018519453704357147,
-0.029973264783620834,
-0.01946822740137577,
0.017772750928997993,
0.10011622309684753,
0.024220040068030357,
-0.04621013253927231,
-0.011595687828958035,
0.002071468159556389,
-0.04715408757328987,
0.04619128257036209,
0.04896371066570282,
-0.03736003488302231,
0.01116303913295269,
-0.06972819566726685,
0.034398153424263,
0.003499184036627412,
-0.0401361808180809,
0.04406731575727463,
0.0467119961977005,
-0.016667896881699562,
-0.02008206397294998,
0.02987540140748024,
0.04937004670500755,
0.033092137426137924,
0.018845994025468826,
0.01884268969297409,
-0.01256038248538971,
-0.011646940372884274,
0.04260920733213425,
-0.02733561396598816,
-0.027374187484383583,
-0.02789296954870224,
0.05097077041864395,
-0.03214645758271217,
0.03434889018535614,
0.02513156272470951,
-0.04915099963545799,
0.01331020426005125,
0.020385293290019035,
0.035375263541936874,
-0.01860756427049637,
0.008088964968919754,
0.01761404052376747,
0.009097187779843807,
-0.00036620674654841423,
0.017957355827093124,
0.03077605739235878,
0.01445922814309597,
0.027209047228097916,
0.012904915027320385,
0.022284839302301407,
0.05131325498223305,
0.012343734502792358,
-0.015594922006130219,
0.018382485955953598,
-0.0007213504868559539,
-0.004876470658928156,
0.0025403492618352175,
0.05745682492852211,
0.06823357939720154,
-0.043456993997097015,
-0.03475148230791092,
-0.015334890224039555,
-0.027334269136190414,
-0.0324719212949276,
0.037708450108766556,
-0.0175040140748024,
0.01096491888165474,
-0.018297957256436348,
-0.05231163650751114,
0.10347679257392883,
0.0012910525547340512,
0.012239831499755383,
-0.003988329321146011,
0.01351255364716053,
0.04437137767672539,
0.008750630542635918,
-0.0504305362701416,
-0.028109319508075714,
-0.0584404394030571,
0.06062682345509529,
-0.05979587510228157,
0.11232831329107285,
0.004990868736058474,
0.02467302605509758,
0.04899314045906067,
0.03914916515350342,
-0.05914241075515747,
-0.016390467062592506,
-0.003877748269587755,
0.03170882165431976,
-0.0009413406951352954,
0.03671426326036453,
-0.0392024852335453,
0.020647291094064713,
0.057162024080753326,
0.0490582175552845,
0.01643899455666542,
-0.06094064563512802,
0.004610988311469555,
0.010692557319998741,
0.021395577117800713,
0.02115270309150219,
0.031729210168123245,
0.034174844622612,
-0.07029853761196136,
-0.061389852315187454,
-0.03675695136189461,
0.017010381445288658,
-0.006790900602936745,
0.06862463057041168,
-0.06043652072548866,
0.009867161512374878,
0.03319213166832924,
-0.021870486438274384,
-0.08859524130821228,
-0.027205556631088257,
-0.029055669903755188,
0.010344519279897213,
0.020183393731713295,
-0.00418885238468647,
0.031621500849723816,
-0.06946925073862076,
0.008854253217577934,
-0.020591633394360542,
0.056752510368824005,
-0.01844002678990364,
-0.023163799196481705,
-0.015364058315753937,
0.025996433570981026,
0.02937215566635132,
0.0025830944068729877,
0.029865114018321037,
-0.014492702670395374,
0.04003361985087395,
-0.0631459429860115,
-0.013512038625776768,
0.014002598822116852,
0.004407001193612814,
0.02308310940861702,
-0.035842590034008026,
-0.032168157398700714,
-0.0055321031250059605,
-0.05671095475554466,
0.03881729394197464,
-0.0026829950511455536,
0.05260942876338959,
-0.0028564755339175463,
-0.026794373989105225,
0.0018505947664380074,
-0.006992947775870562,
0.009139085188508034,
-0.03491024672985077,
0.054106663912534714,
-0.06753409653902054,
0.011980773881077766,
0.03709716722369194,
-0.05589801073074341,
0.054998476058244705,
0.013045554980635643,
-0.013777637854218483,
-0.023029793053865433,
-0.00652787322178483,
-0.016144288703799248,
0.010198699310421944,
-0.05027586594223976,
-0.05631298944354057,
-0.027415556833148003,
0.03171832486987114,
0.00858477782458067,
-0.054615095257759094,
0.0012396075762808323,
0.05930524319410324,
-0.002170146908611059,
0.03262300416827202,
-0.004320845939218998,
-0.06294038146734238,
-0.04604896157979965,
0.04025202989578247,
0.014966487884521484,
-0.03606986626982689,
-0.025006169453263283,
-0.026430625468492508,
-0.04741140827536583,
0.07530506700277328,
-0.019517112523317337,
-0.025000054389238358,
-0.04403473064303398,
-0.009470142424106598,
0.03371427580714226,
-0.018254553899168968,
-0.045504000037908554,
0.06363791972398758,
0.05969386547803879,
-0.007697189226746559,
-0.09678398072719574,
0.06279671937227249,
-0.002681619254872203,
0.011831258423626423,
0.022861888632178307,
0.031383760273456573,
0.04076003655791283,
-0.03620598837733269,
0.028603242710232735,
-0.04168268293142319,
0.041697293519973755,
0.033900320529937744,
-0.035956449806690216,
0.07141890376806259,
0.029434936121106148,
-0.06703140586614609,
-0.04145175591111183,
0.010552887804806232
] |
<p>I am setting up a linear analysis of a single continuous dependent variable, with multiple (up to 11!) continuous independent variables. I am interested in doing something like an ANCOVA that will show the relative contribution and co-variation among the variables. But my understanding is that ANCOVA requires having at last one categorical variable, which my data does not have. I have already done multiple regression analysis that yields a correlation grid, but does not show covariation among variables.
Is there another analysis I should consider?
Should I force my data to fit into an ANCOVA analysis?</p>
<p>Here's a sample of the data for clarity.</p>
<pre><code>DV iv1 iv2 iv3 iv4 iv5 iv6
-0.34 2.05 7.77 0.00 3.91 2.23 10.80
-0.40 2.23 0.53 3.14 1.67 3.34 13.93
-0.24 6.98 2.04 2.82 9.30 2.33 13.95
-0.39 0.00 1.48 0.00 2.62 3.06 10.04
-0.32 0.79 0.00 0.00 5.51 3.94 10.24
0.24 0.00 0.00 0.00 0.00 6.15 13.85
1.58 1.34 0.00 0.00 3.41 2.20 13.05
1.07 4.05 2.99 0.00 2.89 3.47 8.09
-0.44 2.31 1.86 0.00 1.54 4.62 13.08
-0.49 2.94 2.68 0.00 10.29 1.47 11.76
</code></pre>
|
g36614
|
[
-0.0004221340932417661,
-0.023660510778427124,
-0.015365686267614365,
-0.04555002227425575,
-0.013840203173458576,
0.0036183996126055717,
0.0496554933488369,
0.024375703185796738,
-0.04668363928794861,
0.011835257522761822,
-0.012560487724840641,
0.008177684620022774,
-0.008571242913603783,
0.02231617644429207,
-0.01240503415465355,
-0.006480853073298931,
0.004453952424228191,
-0.01957649737596512,
0.07960399240255356,
0.024925969541072845,
-0.018019642680883408,
0.035367731004953384,
0.03341137245297432,
-0.018705684691667557,
0.06894759088754654,
-0.030567573383450508,
-0.0005699470639228821,
0.019103802740573883,
-0.0212611872702837,
0.048165157437324524,
0.03125247359275818,
-0.026066774502396584,
0.011561272665858269,
0.010546022094786167,
-0.014637230895459652,
-0.015780644491314888,
0.022325756028294563,
0.010769174434244633,
0.02883865498006344,
0.02562963031232357,
-0.004333395045250654,
0.0255428459495306,
0.01784786768257618,
0.02758682705461979,
-0.04390672221779823,
-0.028472894802689552,
0.02099473401904106,
-0.03218793123960495,
-0.023541877046227455,
-0.010632268153131008,
0.017091816291213036,
0.016879593953490257,
-0.0023874209728091955,
-0.010459880344569683,
0.00319886882789433,
0.022278619930148125,
0.020582184195518494,
0.007165129762142897,
-0.04848257079720497,
0.046912502497434616,
0.05443532019853592,
-0.03225678950548172,
-0.04955841600894928,
-0.012849919497966766,
0.041095439344644547,
0.02331693284213543,
-0.02361898310482502,
-0.015453428030014038,
-0.03546801581978798,
-0.024699389934539795,
-0.036801066249608994,
-0.052416592836380005,
0.04768731817603111,
-0.0063849142752587795,
-0.03531952202320099,
-0.05868353322148323,
0.001738002523779869,
-0.014216314069926739,
0.02152719721198082,
0.0023086462169885635,
0.041005298495292664,
0.04199705645442009,
0.08087073266506195,
0.005274588707834482,
0.11249670386314392,
-0.012839964590966702,
0.006504549644887447,
-0.014886664226651192,
0.023550350219011307,
-0.042015451937913895,
0.04990627244114876,
0.0486840084195137,
0.02234882488846779,
0.03412741795182228,
0.008579613640904427,
0.004989979788661003,
-0.11165672540664673,
0.07536539435386658,
0.004664901178330183,
-0.008157256990671158,
-0.014180472120642662,
0.022032514214515686,
-0.06043151766061783,
-0.032009758055210114,
-0.03722640872001648,
-0.05023525655269623,
0.03481357917189598,
0.04040900990366936,
-0.008336067199707031,
-0.07629396766424179,
-0.05995474010705948,
0.02668236754834652,
-0.03934380039572716,
0.015558663755655289,
-0.022870589047670364,
-0.05952588468790054,
0.03913884609937668,
-0.02027442306280136,
-0.015569562092423439,
-0.058473918586969376,
-0.02651827409863472,
0.016177944839000702,
0.07656334340572357,
0.05674540624022484,
-0.07316701859235764,
0.01851431094110012,
0.02475540153682232,
0.07641441375017166,
0.10554148256778717,
-0.01447785273194313,
-0.031025638803839684,
0.05400237441062927,
-0.006884942762553692,
0.07755301147699356,
-0.0015067256754264235,
-0.04000037908554077,
-0.04311182349920273,
0.07910222560167313,
-0.0029976197984069586,
0.0694599449634552,
-0.006231960374861956,
-0.0043141888454556465,
0.010855714790523052,
0.0175064355134964,
-0.0006419413257390261,
-0.01424303837120533,
0.004721421282738447,
-0.019651785492897034,
0.016157042235136032,
0.009343380108475685,
-0.006311072967946529,
0.016142578795552254,
-0.03734447434544563,
-0.0018924613250419497,
-0.05165329948067665,
-0.025574471801519394,
-0.016757404431700706,
-0.039669472724199295,
-0.013308851048350334,
-0.023863177746534348,
0.07833146303892136,
-0.03184841573238373,
0.0061768898740410805,
0.025459084659814835,
0.017448658123612404,
-0.03181895986199379,
0.010738356038928032,
0.009519326500594616,
0.01778308115899563,
0.010876807384192944,
-0.028466520830988884,
0.003016932401806116,
-0.029116926714777946,
-0.06505358219146729,
0.08538658171892166,
0.0102077042683959,
0.06842672824859619,
-0.04133336618542671,
0.03446674719452858,
0.02475311979651451,
0.01837753877043724,
0.03608166426420212,
0.006504072807729244,
0.001042824937030673,
0.00929458811879158,
-0.0651189535856247,
-0.06921491026878357,
0.007790859322994947,
-0.09053188562393188,
0.009502840228378773,
0.005654267035424709,
-0.005178296938538551,
-0.03262263536453247,
-0.0018223859369754791,
-0.023148246109485626,
-0.016080215573310852,
0.020230885595083237,
-0.02698340453207493,
-0.06484441459178925,
-0.014877206645905972,
0.013992274180054665,
0.041074298322200775,
0.016034694388508797,
0.07238788902759552,
-0.023866435512900352,
-0.0019966252148151398,
-0.0020272007677704096,
-0.010436173528432846,
-0.02207794599235058,
0.0033039029221981764,
0.02321644313633442,
-0.06200677901506424,
-0.011114338412880898,
-0.003241986967623234,
-0.0033524390310049057,
-0.03941551595926285,
-0.02131955511868,
-0.030828483402729034,
-0.05848568305373192,
0.062351077795028687,
-0.04517527297139168,
-0.009287112392485142,
0.033080581575632095,
0.02066296525299549,
-0.032202593982219696,
0.060760874301195145,
-0.007723506074398756,
-0.024214118719100952,
-0.002625400433316827,
-0.023281892761588097,
-0.0020138034597039223,
0.02367611788213253,
0.025823071599006653,
-0.04482220858335495,
0.004896816797554493,
-0.012224314734339714,
-0.06196189299225807,
0.01973692514002323,
-0.12095285952091217,
0.06601198762655258,
0.0023207601625472307,
-0.05472658574581146,
0.022433560341596603,
0.014886935241520405,
0.05568882077932358,
0.03789013251662254,
0.0232838187366724,
0.011565209366381168,
0.026389105245471,
0.04305798187851906,
-0.094185009598732,
-0.013645307160913944,
0.011084169149398804,
-0.02257748693227768,
0.02674293890595436,
-0.013277026824653149,
0.003013795940205455,
0.08278492093086243,
-0.009411202743649483,
0.001500553684309125,
-0.01339301560074091,
-0.05946218967437744,
0.03525672107934952,
0.05096098780632019,
-0.0070022232830524445,
-0.014512652531266212,
-0.022262776270508766,
-0.049253664910793304,
0.0001275970571441576,
-0.08612769842147827,
-0.054969508200883865,
0.03284633532166481,
0.021070627495646477,
-0.002210749313235283,
0.032421987503767014,
0.041357848793268204,
-0.02824658527970314,
0.011227681301534176,
0.04655333608388901,
-0.030105551704764366,
0.06909169256687164,
-0.01925094984471798,
0.050080813467502594,
-0.013500631786882877,
0.005331734195351601,
0.02419084869325161,
0.05798228830099106,
-0.014646368101239204,
0.017877260223031044,
0.01610475964844227,
0.018223125487565994,
0.025628216564655304,
-0.04354315251111984,
-0.011975404806435108,
0.04104233533143997,
-0.05268402025103569,
0.015400320291519165,
-0.013873536139726639,
0.01629788987338543,
0.06070070341229439,
-0.03274383023381233,
-0.019996531307697296,
-0.008107035420835018,
-0.01229246985167265,
0.08312180638313293,
-0.046731628477573395,
-0.011941127479076385,
-0.04073191434144974,
-0.01661837287247181,
-0.01748751662671566,
0.004937389865517616,
-0.07852888107299805,
0.019660448655486107,
-0.000019265886294306256,
-0.011805680580437183,
-0.007677061017602682,
0.05014258250594139,
0.010630921460688114,
0.019200924783945084,
0.0714251771569252,
0.05397918075323105,
-0.021706324070692062,
0.0029088426381349564,
0.03598000481724739,
0.012474712915718555,
0.05035942792892456,
-0.027850979939103127,
0.017791762948036194,
-0.026526691392064095,
-0.002861026208847761,
-0.016338199377059937,
0.024074895307421684,
0.030519038438796997,
-0.01571648381650448,
0.03334140405058861,
-0.022296767681837082,
-0.0207990612834692,
-0.06860245764255524,
-0.03515826165676117,
0.05419180914759636,
-0.05386010929942131,
-0.04358583316206932,
-0.01801232062280178,
0.007367766462266445,
-0.03617006912827492,
-0.00166150345467031,
0.07452394813299179,
0.06194545701146126,
-0.01076272688806057,
-0.0014775812160223722,
-0.02254902385175228,
-0.012001335620880127,
0.007859152741730213,
0.0066139111295342445,
-0.0006746677099727094,
0.004224393516778946,
0.048017244786024094,
0.0015399205731227994,
-0.04020531475543976,
0.025629181414842606,
-0.014160051941871643,
-0.048541273921728134,
-0.00217955163680017,
0.013108361512422562,
0.05325910449028015,
0.0797191709280014,
0.03960888087749481,
0.037193652242422104,
0.02305748127400875,
-0.011134729720652103,
0.03428974747657776,
0.005147207528352737,
-0.03813071921467781,
-0.06574404239654541,
-0.014509931206703186,
-0.04170158505439758,
0.05908224731683731,
0.012705550529062748,
-0.004696188494563103,
0.013968292623758316,
0.019828472286462784,
0.0005379731301218271,
0.005321326199918985,
0.044347088783979416,
-0.030862348154187202,
-0.03961198776960373,
-0.0451786071062088,
0.03422906994819641,
-0.0023824512027204037,
-0.006429986096918583,
-0.0007137420470826328,
0.016192490234971046,
-0.08131027221679688,
0.03188878297805786,
-0.020394952967762947,
-0.029447335749864578,
-0.012842480093240738,
0.0040653543546795845,
0.03990507125854492,
0.03990791365504265,
-0.03170059993863106,
-0.005594586953520775,
0.02963191084563732,
-0.005408123601227999,
0.009646473452448845,
-0.015723155811429024,
0.02293231710791588,
-0.00940539687871933,
-0.042688775807619095,
-0.019130392000079155,
-0.0406138151884079,
-0.05271650105714798,
-0.012601344846189022,
-0.009131773374974728,
0.048475220799446106,
-0.05512081831693649,
0.0583292692899704,
0.008855368010699749,
0.00921851396560669,
-0.014462366700172424,
0.057891227304935455,
0.025717660784721375,
-0.019897732883691788,
-0.005202446598559618,
0.04933416470885277,
-0.023995965719223022,
0.002926046261563897,
-0.0041282279416918755,
-0.02277490496635437,
0.02004370652139187,
0.00788479670882225,
0.05480169877409935,
0.037345852702856064,
-0.024157539010047913,
0.01995568908751011,
0.04166119545698166,
-0.07521321624517441,
0.028001662343740463,
0.01756666600704193,
-0.0499805323779583,
-0.00304931472055614,
0.0003530221583787352,
0.048878468573093414,
-0.014304902404546738,
-0.004090841859579086,
0.046814944595098495,
-0.0030319446232169867,
0.03350718319416046,
0.024793801829218864,
0.004439030308276415,
0.04144340753555298,
0.038212087005376816,
-0.017203882336616516,
0.0060002985410392284,
0.014484619721770287,
-0.07682044804096222,
0.047065552324056625,
-0.006122035905718803,
0.05254726484417915,
0.04180502891540527,
0.02338704839348793,
-0.027468930929899216,
-0.03125031664967537,
-0.007965302094817162,
-0.009353931061923504,
-0.06024785339832306,
-0.028733965009450912,
-0.007966617122292519,
0.01393199898302555,
0.020241662859916687,
-0.011614890769124031,
0.030169377103447914,
-0.01167097594588995,
0.01899612322449684,
0.010814747773110867,
-0.00360397738404572,
0.04624949395656586,
0.03016446717083454,
0.018402840942144394,
0.022320643067359924,
0.010124417021870613,
-0.055780522525310516,
0.016781244426965714,
-0.05661166459321976,
0.002352307317778468,
-0.0063684550113976,
0.017743973061442375,
-0.05497310310602188,
0.004965171217918396,
0.007309851702302694,
-0.001987658441066742,
0.018393218517303467,
0.033766619861125946,
0.0071123940870165825,
0.01411479339003563,
0.0016757939010858536,
-0.011117902584373951,
-0.09581553190946579,
0.024261005222797394,
-0.023019801825284958,
-0.020331971347332,
0.004580270033329725,
0.033915650099515915,
0.0015320254024118185,
0.006193321198225021,
0.010856681503355503,
0.01419287733733654,
-0.01182161457836628,
0.01860431768000126,
0.023638859391212463,
-0.019226660951972008,
0.0824369341135025,
-0.014194225892424583,
0.01660437136888504,
-0.04602174833416939,
0.004339261446148157,
-0.011153995990753174,
-0.00689760223031044,
0.0038330003153532743,
-0.05987267941236496,
-0.0038189685437828302,
0.012711753137409687,
-0.04386450722813606,
0.05572052672505379,
0.04420439153909683,
-0.03530276566743851,
-0.024046925827860832,
-0.04567103832960129,
0.03032100386917591,
-0.017678799107670784,
0.035767387598752975,
0.03930697590112686,
-0.002260426292195916,
-0.016440631821751595,
-0.041151415556669235,
-0.039563536643981934,
-0.065168596804142,
0.05225979909300804,
0.01899402029812336,
0.004353804979473352,
-0.060890957713127136,
-0.0327976830303669,
0.041297879070043564,
0.0007305489853024483,
-0.008619947358965874,
-0.028015978634357452,
0.05159127712249756,
-0.0027119964361190796,
0.004921569023281336,
-0.013861742801964283,
-0.05818314850330353,
-0.014256465248763561,
0.054555706679821014,
0.04439578950405121,
-0.017207039520144463,
-0.021258782595396042,
0.03321237117052078,
0.020814573392271996,
0.0363466776907444,
-0.03171035647392273,
-0.06274701654911041,
-0.0012771714245900512,
-0.03709935396909714,
-0.04190865159034729,
-0.07297378778457642,
-0.03390688821673393,
-0.043829962611198425,
-0.016517944633960724,
-0.01291785016655922,
0.015419768169522285,
0.010663887485861778,
-0.05253845453262329,
0.04053478315472603,
0.020407628268003464,
0.004908362403512001,
0.021469365805387497,
-0.031554512679576874,
0.02018381468951702,
0.00045925300219096243,
-0.0041686478070914745,
0.03595263510942459,
-0.03392621874809265,
0.013435285538434982,
0.006342134438455105,
-0.015297919511795044,
0.03389304131269455,
-0.03258331120014191,
-0.028779057785868645,
-0.07455557584762573,
-0.030168721452355385,
-0.030375361442565918,
0.0401541143655777,
0.0289453212171793,
0.023379037156701088,
-0.0376892015337944,
-0.0815274566411972,
-0.041671961545944214,
0.06504635512828827,
0.0028613645117729902,
0.0011634605471044779,
0.029063716530799866,
0.011644680052995682,
0.04590025916695595,
0.07900409400463104,
-0.005790881346911192,
0.02363266795873642,
-0.011719399131834507,
0.007146582938730717,
-0.018267279490828514,
0.023886917158961296,
-0.035121552646160126,
0.00015667028492316604,
0.06866927444934845,
0.044236790388822556,
0.04569130018353462,
0.021098289638757706,
-0.07587748765945435,
-0.02032155729830265,
-0.010956582613289356,
0.02268131449818611,
0.0008091526688076556,
-0.04014035686850548,
-0.03549386188387871,
0.008580942638218403,
-0.04517827183008194,
0.09427030384540558,
-0.032338887453079224,
-0.0011263758642598987,
0.021343939006328583,
0.023654891178011894,
-0.04351683706045151,
0.040759943425655365,
-0.006080432329326868,
-0.028400100767612457,
-0.06186448037624359,
0.07032729685306549,
-0.02277912199497223,
0.04981609806418419,
0.04967934265732765,
0.003702344838529825,
-0.023470746353268623,
0.06293338537216187,
-0.043130628764629364,
0.0010283099254593253,
0.03789549320936203,
0.006473497953265905,
0.07355888932943344,
0.020902151241898537,
-0.04678376019001007,
0.006716081872582436,
0.03752897307276726,
0.036632269620895386,
0.015099823474884033,
-0.0533980131149292,
-0.01876947283744812,
0.020291514694690704,
0.08217936754226685,
-0.006813795305788517,
0.012541127391159534,
0.06444334983825684,
-0.05331338196992874,
0.004162561148405075,
-0.09351516515016556,
-0.0008985738968476653,
-0.0375961996614933,
0.050457291305065155,
0.006516317371279001,
-0.043376367539167404,
0.010698262602090836,
-0.012112525291740894,
0.005456595215946436,
-0.019434940069913864,
0.05236271396279335,
0.0885680690407753,
0.02437295764684677,
-0.012977099977433681,
-0.03654956817626953,
0.009437529370188713,
-0.004819564521312714,
-0.005113727413117886,
-0.033315788954496384,
0.0001211444177897647,
0.05318301171064377,
0.022952744737267494,
-0.05830228328704834,
0.0028133781161159277,
0.002310560317710042,
-0.011512044817209244,
-0.019123343750834465,
-0.0671657919883728,
-0.08129606395959854,
-0.04484085738658905,
-0.00810007844120264,
0.0002550578792579472,
-0.04423123598098755,
0.03489777818322182,
-0.004844919312745333,
0.00756436213850975,
0.022124771028757095,
0.06977809220552444,
0.0398554652929306,
0.05920632556080818,
-0.0628923773765564,
-0.059351008385419846,
0.030954984948039055,
-0.01909751445055008,
-0.06288477778434753,
-0.06350058317184448,
0.019088733941316605,
-0.0016072405269369483,
-0.08506231755018234,
-0.0038005344104021788,
-0.040304284542798996,
-0.011226790025830269,
0.02435036189854145,
-0.01801343448460102,
-0.03375672549009323,
-0.015127219259738922,
-0.048010505735874176,
-0.022378504276275635,
-0.07707348465919495,
-0.04493236169219017,
0.0039384812116622925,
0.005838372744619846,
0.03392276540398598,
-0.030408071354031563,
-0.013005275279283524,
0.032409556210041046,
-0.007689076941460371,
-0.013368184678256512,
-0.008384054526686668,
-0.03926151245832443,
-0.050469767302274704,
-0.0012400549603626132,
-0.003231510054320097,
-0.03391227871179581,
-0.0032894338946789503,
0.057794734835624695,
-0.03212452679872513,
-0.026897376403212547,
0.012931641191244125,
0.012391791678965092,
0.04101487249135971,
-0.006122537888586521,
0.01637634076178074,
0.017635401338338852,
-0.0008340913918800652,
-0.009253987111151218,
0.04226789250969887,
0.004425876308232546,
-0.04502370208501816,
0.007439115550369024,
0.01745058409869671,
-0.007191372569650412,
0.01519276574254036,
0.040033768862485886,
-0.03480057418346405,
-0.014504234306514263,
0.0795503705739975,
-0.02033599652349949,
-0.008715810254216194,
0.008840893395245075,
-0.02946392446756363,
0.021977612748742104,
0.03064846433699131,
-0.007617051713168621,
-0.034392572939395905,
0.023142948746681213
] |
<p>I'm trying to use SAS from more of a machine learning perspective than a pure stats perspective. I want to perform resampling on a dataset to measure the predictive accuracy of a LDA and Logistic Regression. However, when I perform <code>proc logistic</code> or <code>proc discrim</code> all SAS seems to output is a bunch of statistical measures. I want to use the models to predict the output of my test dataset. Is there any way to do this in SAS?</p>
|
g36615
|
[
0.009222488850355148,
-0.07419610023498535,
0.009220877662301064,
-0.041330352425575256,
-0.023958854377269745,
-0.05626017600297928,
-0.06603338569402695,
0.05466881021857262,
-0.046255744993686676,
-0.06624945253133774,
0.03591525927186012,
0.0220502857118845,
0.09062393009662628,
0.006809317506849766,
-0.01726718246936798,
0.01814834028482437,
-0.021094094961881638,
-0.02336389571428299,
0.00031916447915136814,
-0.02334640733897686,
0.014305878430604935,
-0.03908428177237511,
0.02847239561378956,
-0.07912557572126389,
-0.0442068986594677,
-0.0007537010824307799,
-0.012549768202006817,
0.04906129837036133,
-0.0039201765321195126,
0.040826987475156784,
0.0022095388267189264,
0.00870505627244711,
0.054494794458150864,
-0.030251625925302505,
-0.015704501420259476,
-0.08816127479076385,
0.028943253681063652,
-0.01086375117301941,
0.03599577024579048,
-0.00841832160949707,
-0.023199528455734253,
0.035049907863140106,
0.04157494008541107,
0.03173583745956421,
0.017293697223067284,
0.010838492773473263,
-0.01909909024834633,
0.015770118683576584,
0.023501642048358917,
0.010619048029184341,
0.04255130887031555,
-0.04353218525648117,
-0.020177878439426422,
0.06320668011903763,
0.01508588157594204,
-0.0006808598409406841,
0.015206360258162022,
0.005630281288176775,
0.015828650444746017,
-0.044272374361753464,
0.03596898540854454,
-0.04632851108908653,
-0.050536416471004486,
0.0321899838745594,
-0.0018467771587893367,
-0.05429448187351227,
-0.005174203775823116,
-0.05887255072593689,
-0.021065665408968925,
-0.0020654452964663506,
0.012368320487439632,
0.01566052809357643,
0.0035855816677212715,
-0.03622564300894737,
-0.028591163456439972,
-0.010475696064531803,
-0.00969106424599886,
0.0387696735560894,
-0.019001752138137817,
0.029116550460457802,
-0.02014530822634697,
-0.039570145308971405,
-0.011138198897242546,
0.0022271210327744484,
-0.014578639529645443,
-0.03579053655266762,
-0.04888760298490524,
0.0006593572907149792,
0.02367357909679413,
-0.005907720420509577,
-0.0014690839452669024,
-0.017950287088751793,
0.0424325056374073,
0.0905788242816925,
-0.0025268488097935915,
-0.026950595900416374,
-0.040275540202856064,
-0.05999274179339409,
-0.02782008796930313,
-0.06134723871946335,
-0.012238829396665096,
0.06885737180709839,
0.01529606245458126,
-0.01993173360824585,
-0.05551528185606003,
-0.031024135649204254,
0.04340977966785431,
-0.027989443391561508,
0.0001947442360688001,
-0.08747214823961258,
0.03214693441987038,
0.017815060913562775,
-0.06882566958665848,
0.011652455665171146,
-0.13851287961006165,
-0.042380087077617645,
0.04214636608958244,
-0.0024471022188663483,
-0.055672258138656616,
-0.09311997145414352,
0.05417278781533241,
0.027797158807516098,
0.04877590015530586,
0.011366845108568668,
-0.007768632378429174,
0.0458354689180851,
-0.017710043117403984,
0.06412607431411743,
0.008779576048254967,
-0.0059640840627253056,
0.05824779346585274,
-0.017345286905765533,
0.014748703688383102,
0.03585033863782883,
0.015672095119953156,
0.045865416526794434,
-0.020930681377649307,
-0.014184758067131042,
-0.004442228469997644,
0.019184337928891182,
-0.0007188089657574892,
0.040725260972976685,
-0.005087180063128471,
-0.018336037173867226,
0.028195306658744812,
-0.04490934684872627,
-0.05053359270095825,
0.027400216087698936,
-0.02698289044201374,
0.0431436151266098,
0.048507027328014374,
0.03663588687777519,
-0.016318855807185173,
0.031796958297491074,
0.013257515616714954,
0.041670989245176315,
-0.019390590488910675,
-0.023017140105366707,
-0.00527825765311718,
-0.017274033278226852,
0.056257449090480804,
-0.07319224625825882,
0.050525933504104614,
-0.0126138711348176,
0.0015112175606191158,
-0.0281619131565094,
-0.020475538447499275,
0.02675044909119606,
-0.03992469236254692,
-0.015770593658089638,
-0.009279906749725342,
-0.0032712940592318773,
0.005316376220434904,
-0.0006659175269305706,
0.06786727905273438,
0.031685613095760345,
-0.008741280995309353,
0.006085393019020557,
0.035633739084005356,
0.037839699536561966,
0.019514508545398712,
0.010104219429194927,
0.004405253566801548,
-0.04932599887251854,
-0.0336541086435318,
0.022618910297751427,
-0.01396467536687851,
0.03939439356327057,
-0.021836362779140472,
0.009287181310355663,
0.0044031389988958836,
0.029316090047359467,
-0.03428787365555763,
-0.027906958013772964,
0.01472481805831194,
-0.005710287485271692,
-0.027712693437933922,
-0.028423147276043892,
-0.010282658040523529,
-0.035938866436481476,
0.06557196378707886,
0.029945427551865578,
-0.030705494806170464,
0.04268049821257591,
-0.015579269267618656,
-0.022350089624524117,
0.0009154152940027416,
-0.06481736153364182,
-0.024551086127758026,
-0.011080659925937653,
0.0229030828922987,
0.0312328077852726,
-0.03242240101099014,
0.004480952862650156,
-0.001882928772829473,
-0.01234603300690651,
0.026551971212029457,
0.009274202398955822,
0.023581143468618393,
0.012785428203642368,
-0.07208355516195297,
-0.029781540855765343,
-0.0232460405677557,
-0.02071843482553959,
-0.015186727978289127,
0.04796483367681503,
0.034133605659008026,
0.03871053829789162,
-0.021022390574216843,
0.026416542008519173,
0.02311432734131813,
-0.0552368089556694,
0.02825738489627838,
-0.02569037303328514,
0.04852863773703575,
-0.02767438255250454,
0.03596372529864311,
0.012119375169277191,
-0.04007526487112045,
0.018075482919812202,
-0.015732109546661377,
-0.03508124500513077,
0.010691288858652115,
0.03521157056093216,
0.0638633444905281,
-0.05175376683473587,
0.07032495737075806,
0.04163612052798271,
0.02673349529504776,
-0.002840570406988263,
-0.010930720716714859,
0.07251206785440445,
-0.018205801025032997,
-0.010605236515402794,
0.04065826162695885,
-0.02723706141114235,
0.061057496815919876,
0.03799283504486084,
0.0446908138692379,
-0.01215332467108965,
-0.014430437237024307,
0.047320567071437836,
0.026478616520762444,
0.015553472563624382,
0.009809206239879131,
0.018359428271651268,
0.06636927276849747,
0.009119699709117413,
0.02373225800693035,
0.043016623705625534,
-0.04595983773469925,
-0.03564266860485077,
0.10919104516506195,
-0.014830379746854305,
0.04768676683306694,
0.01172884926199913,
-0.010989137925207615,
0.036309197545051575,
0.005296315066516399,
-0.06339678168296814,
-0.017389865592122078,
-0.0019105295650660992,
0.03414245322346687,
0.04672211781144142,
0.024683700874447823,
0.04016710817813873,
0.03262849152088165,
-0.04716872051358223,
0.014488383196294308,
0.06288369745016098,
0.009156376123428345,
0.003466283204033971,
0.0266089029610157,
-0.02244916558265686,
-0.0236646831035614,
-0.041509486734867096,
0.013160089030861855,
0.029283596202731133,
0.08477656543254852,
-0.054697226732969284,
-0.027704747393727303,
-0.045716725289821625,
0.02248399704694748,
0.04150955379009247,
0.03931603208184242,
-0.049274805933237076,
0.008791127242147923,
0.007575481664389372,
0.0018511349335312843,
-0.000806214811746031,
-0.03525187447667122,
0.015099986456334591,
0.009429752826690674,
0.014221453107893467,
0.012932724319398403,
-0.07714139670133591,
-0.0005070232436992228,
-0.019881531596183777,
0.0068555534817278385,
-0.00888289138674736,
0.005054816137999296,
-0.071551114320755,
-0.012269781902432442,
0.031063443049788475,
-0.044961653649806976,
-0.01961781270802021,
-0.022190013900399208,
-0.01256900280714035,
-0.027780942618846893,
-0.03148835897445679,
0.05375254899263382,
0.013496638275682926,
0.005785331130027771,
-0.03860393166542053,
-0.021287810057401657,
-0.04843807965517044,
-0.017038116231560707,
-0.01625325158238411,
0.021879957988858223,
0.050049059092998505,
-0.008033234626054764,
-0.009794654324650764,
-0.04365592449903488,
0.013873279094696045,
-0.010702606290578842,
0.05083240196108818,
0.028008844703435898,
-0.07208723574876785,
0.04103996977210045,
-0.08031782507896423,
-0.01854410022497177,
-0.020235583186149597,
-0.007646794430911541,
0.035364385694265366,
0.023417094722390175,
0.029243996366858482,
0.04962235689163208,
-0.005849448963999748,
-0.017761291936039925,
0.021116094663739204,
0.00951793696731329,
-0.018243195489048958,
0.024674907326698303,
-0.03844967857003212,
0.004477218724787235,
-0.02954181097447872,
0.02691754512488842,
0.06097154691815376,
0.0014201401500031352,
0.018184909597039223,
0.06243077293038368,
-0.038009583950042725,
0.002805488184094429,
-0.02438245713710785,
-0.02143179252743721,
0.008874692022800446,
0.0372433178126812,
0.010731691494584084,
0.00312877562828362,
0.02348407544195652,
0.050921037793159485,
0.047679509967565536,
-0.017056120559573174,
0.00767010310664773,
-0.05429225414991379,
-0.015910957008600235,
0.041382692754268646,
0.04720642790198326,
0.02270832471549511,
-0.016414204612374306,
-0.022614870220422745,
-0.04206957668066025,
-0.059932950884103775,
0.015639405697584152,
0.04621163755655289,
-0.04818784445524216,
-0.029565585777163506,
0.05503945052623749,
-0.025900203734636307,
0.07289347052574158,
-0.025018665939569473,
0.022730981931090355,
0.011191987432539463,
-0.04750092700123787,
-0.013249088078737259,
-0.05918768420815468,
-0.003017596434801817,
0.03235534951090813,
-0.05594248324632645,
-0.003542419523000717,
-0.022834204137325287,
-0.00903529766947031,
0.019727148115634918,
-0.049712833017110825,
0.03886854648590088,
-0.02919418178498745,
0.016928132623434067,
0.036706529557704926,
-0.03171122819185257,
0.0327703058719635,
-0.019688008353114128,
0.019480140879750252,
0.022455653175711632,
0.02286023274064064,
0.006209828890860081,
0.028692856431007385,
-0.015100846067070961,
0.020905647426843643,
-0.022334765642881393,
0.0095817307010293,
0.04995795339345932,
-0.019259825348854065,
-0.0003719617088790983,
0.059920165687799454,
-0.05183809623122215,
0.024192750453948975,
0.011250099167227745,
0.005408960860222578,
-0.018301449716091156,
-0.04667289927601814,
-0.05200150981545448,
-0.03820056468248367,
-0.000171704261447303,
-0.017093999311327934,
0.03289303183555603,
0.013747405260801315,
-0.02763938717544079,
0.0077623664401471615,
-0.034199364483356476,
0.011315122246742249,
-0.06420625746250153,
-0.05259411409497261,
-0.037066902965307236,
0.01661882922053337,
0.03325474262237549,
0.020220482721924782,
0.039406996220350266,
0.04840827360749245,
0.0010403799824416637,
-0.03670286759734154,
-0.007122705690562725,
-0.05001652240753174,
0.013741857372224331,
-0.05261646583676338,
-0.036635126918554306,
-0.0032493381295353174,
-0.05200134217739105,
-0.02029888704419136,
0.10209996998310089,
-0.0006669278955087066,
-0.02000698633491993,
-0.030063433572649956,
0.013311706483364105,
0.0012491188244894147,
0.027488041669130325,
0.04064541682600975,
-0.020231571048498154,
-0.023760950192809105,
0.02929520234465599,
0.011643212288618088,
-0.003263944061473012,
-0.05806815251708031,
0.02797040157020092,
-0.08277627825737,
0.0292193666100502,
-0.02401425689458847,
0.0030412778723984957,
-0.03423953056335449,
-0.00223902752622962,
0.0187104232609272,
0.018997076898813248,
0.06512987613677979,
0.0007543698302470148,
0.02297273464500904,
0.0011053975904360414,
0.043181657791137695,
-0.04298298805952072,
-0.01984700933098793,
-0.08208052068948746,
0.09046738594770432,
-0.00536823645234108,
-0.012891732156276703,
0.05722859501838684,
-0.004702489823102951,
-0.07179070264101028,
0.016499940305948257,
0.026390958577394485,
0.008238634094595909,
-0.0016529083950445056,
0.016742095351219177,
-0.05698319897055626,
0.04417293891310692,
0.01934763602912426,
0.029250886291265488,
-0.025776321068406105,
-0.04632959142327309,
0.022955402731895447,
0.054112523794174194,
-0.043696314096450806,
-0.03207225352525711,
0.03524892032146454,
0.009678250178694725,
0.01581377163529396,
0.0799449011683464,
0.013477278873324394,
-0.05928754433989525,
-0.052293188869953156,
-0.02620466612279415,
0.02429778501391411,
-0.022150704637169838,
0.011556968092918396,
-0.022111203521490097,
0.017084432765841484,
-0.021277179941534996,
0.04693800210952759,
-0.055118151009082794,
-0.06629752367734909,
0.029824627563357353,
-0.016292201355099678,
-0.01947014406323433,
0.00967041403055191,
0.06182205677032471,
0.007421629037708044,
-0.03282427787780762,
0.018633319064974785,
-0.016798557713627815,
-0.03518185764551163,
-0.03711298480629921,
0.05098239704966545,
-0.04898578301072121,
0.01872461847960949,
0.04775955528020859,
-0.05428079143166542,
-0.09387246519327164,
-0.007778997998684645,
0.06607167422771454,
0.01065288856625557,
-0.005737409461289644,
0.03200994059443474,
0.015298659913241863,
-0.04420885443687439,
-0.007388759404420853,
-0.0051423958502709866,
0.021935001015663147,
-0.006573123391717672,
-0.023865289986133575,
-0.0025379201397299767,
-0.004136571194976568,
-0.03125085309147835,
0.036032259464263916,
0.028578223660588264,
-0.04229089990258217,
0.04226433113217354,
0.01188092865049839,
-0.0042459857650101185,
-0.0394887700676918,
0.03142280504107475,
-0.014179563149809837,
0.058706965297460556,
-0.030089186504483223,
0.03869256377220154,
-0.00785844586789608,
0.027095191180706024,
-0.008623098023235798,
0.008684467524290085,
0.04130590334534645,
-0.007060213014483452,
0.026112083345651627,
-0.02836521342396736,
0.016403980553150177,
-0.02829110063612461,
-0.011336290277540684,
-0.0036311354488134384,
-0.04380086436867714,
0.0120769077911973,
-0.04854213818907738,
-0.03912242129445076,
0.034948401153087616,
0.04543830081820488,
0.012337652035057545,
0.017126118764281273,
-0.015208040364086628,
0.011916136369109154,
-0.06979205459356308,
0.006638773251324892,
-0.014275072142481804,
-0.030256880447268486,
0.02058127522468567,
0.06324170529842377,
0.015709752216935158,
-0.037283677607774734,
-0.000329688104102388,
0.010532802902162075,
0.039229266345500946,
0.017110710963606834,
-0.015919864177703857,
-0.009523550979793072,
-0.021591387689113617,
-0.01289313193410635,
-0.024079997092485428,
0.008170563727617264,
0.029813017696142197,
0.02461962029337883,
-0.03469794616103172,
-0.04869774729013443,
0.038925837725400925,
-0.011057055555284023,
0.02251235954463482,
0.025009233504533768,
0.009613330475986004,
-0.05205487459897995,
0.028147924691438675,
0.007239264901727438,
-0.027659572660923004,
-0.02931610308587551,
0.041008081287145615,
-0.012285429984331131,
0.0403175912797451,
0.09684544801712036,
0.07946662604808807,
0.034636490046978,
0.06480902433395386,
-0.047797270119190216,
-0.019117183983325958,
-0.04488154500722885,
0.05300521478056908,
0.05806764215230942,
0.05292662978172302,
-0.036690227687358856,
0.00307076727040112,
0.04738326370716095,
0.033637635409832,
0.09526001662015915,
-0.007334417197853327,
0.0070769330486655235,
0.04562656208872795,
-0.003363390453159809,
-0.019124221056699753,
0.029631542041897774,
0.02085786871612072,
-0.01355665735900402,
-0.043116677552461624,
-0.03571609780192375,
-0.05933511257171631,
0.03291485831141472,
0.01966363750398159,
-0.04418071359395981,
-0.005212893709540367,
0.04705745726823807,
-0.06664851307868958,
-0.04532130807638168,
-0.049883004277944565,
0.013766076415777206,
0.08142010122537613,
-0.014267596416175365,
-0.03279247507452965,
-0.0031114155426621437,
0.0383242629468441,
-0.03776172548532486,
-0.019618568941950798,
0.005428288131952286,
-0.010592115111649036,
0.003705570474267006,
-0.02070009335875511,
0.0160018689930439,
0.009735132567584515,
0.01489294320344925,
-0.05240468680858612,
0.05365894362330437,
-0.03162683546543121,
-0.05282680317759514,
-0.013510816730558872,
0.059047579765319824,
-0.0061202398501336575,
-0.0069702016189694405,
-0.046619899570941925,
-0.03549164906144142,
0.013153480365872383,
0.012204091995954514,
-0.011372441425919533,
0.009442980401217937,
0.07586048543453217,
-0.011746536940336227,
-0.008589901961386204,
-0.018518511205911636,
-0.0570741631090641,
-0.08009850978851318,
0.004138157702982426,
-0.007873297668993473,
-0.01866169087588787,
-0.04548625275492668,
0.0555562824010849,
0.00431591784581542,
0.05792126804590225,
-0.04370029643177986,
0.029588110744953156,
-0.04395434632897377,
-0.04458813741803169,
0.015969913452863693,
-0.021495645865797997,
-0.06695777177810669,
0.008997540920972824,
0.019359024241566658,
0.037129633128643036,
-0.004736488685011864,
-0.04835382476449013,
-0.020949797704815865,
0.08705294877290726,
0.02526632510125637,
0.05510086938738823,
-0.06692402064800262,
0.00498938886448741,
-0.03345736488699913,
0.004167845472693443,
-0.020825382322072983,
0.0036565549671649933,
0.040624868124723434,
-0.007245700340718031,
-0.040861763060092926,
0.012981591746211052,
-0.023760154843330383,
0.04140813648700714,
0.0016593394102528691,
0.02875906229019165,
0.0668126717209816,
-0.02214895188808441,
-0.01690070889890194,
0.029779449105262756,
-0.0015732027823105454,
0.019315777346491814,
-0.023755325004458427,
-0.012142186053097248,
-0.054718274623155594,
0.0008582606678828597,
-0.10862390697002411,
0.009867127053439617,
0.00275743892416358,
0.02374027669429779,
0.03890182077884674,
-0.026806827634572983,
0.0500127337872982,
-0.009652113541960716,
-0.019390419125556946,
0.04090888425707817,
-0.016734004020690918,
-0.017464330419898033,
0.02197408862411976,
0.017513660714030266
] |
<p>I've never had a course in statistics, so I hope I'm asking in the right place here.</p>
<p>Suppose I have only two data describing a normal distribution: the mean $\mu$ and variance $\sigma^2$. I want to use a computer to randomly sample from this distribution such that I respect these two statistics.</p>
<p>It's pretty obvious that I can handle the mean by simply normalizing around 0: just add $\mu$ to each sample before outputting the sample. But I don't see how to programmatically generate samples to respect $\sigma^2$.</p>
<p>My program will be in a conventional programming language; I don't have access to any statistical packages.</p>
|
g32753
|
[
0.022048642858862877,
-0.024372609332203865,
-0.020370973274111748,
-0.06453081220388412,
-0.0566713809967041,
0.0024468780029565096,
-0.03102242201566696,
0.04875176027417183,
-0.04135258495807648,
-0.04703238606452942,
0.035771407186985016,
0.002555761020630598,
-0.0020427661947906017,
0.03174230456352234,
-0.010168860666453838,
0.04553002119064331,
0.027752941474318504,
-0.011418525129556656,
0.04691106453537941,
0.08906279504299164,
-0.0005225522327236831,
-0.06312622129917145,
0.0468217134475708,
-0.03865649551153183,
0.035513345152139664,
-0.035833846777677536,
-0.05319390445947647,
0.086982861161232,
-0.027770236134529114,
0.0442412793636322,
-0.0472533293068409,
0.04191260412335396,
0.06217990815639496,
-0.026097308844327927,
-0.008673151955008507,
0.023382356390357018,
0.02140967547893524,
-0.05024871230125427,
-0.009047462604939938,
-0.04432566463947296,
-0.005566124338656664,
0.01937071606516838,
0.024519121274352074,
-0.012773657217621803,
-0.047670233994722366,
0.028923384845256805,
-0.036907415837049484,
0.04797809571027756,
-0.006991693750023842,
-0.016053030267357826,
0.04886311665177345,
-0.024611923843622208,
0.03920856863260269,
0.0015100293094292283,
-0.00037510498077608645,
0.001978714717552066,
0.018168974667787552,
-0.04679363593459129,
0.05507193133234978,
-0.011816892772912979,
0.0004954806063324213,
-0.03903556987643242,
-0.013962125405669212,
0.003579262178391218,
-0.004740408156067133,
0.07830050587654114,
0.016039229929447174,
-0.005029991269111633,
-0.028150979429483414,
0.04800476133823395,
-0.038065105676651,
0.0052267443388700485,
0.021214559674263,
-0.03133025020360947,
-0.015964441001415253,
-0.04918937012553215,
0.043606940656900406,
-0.0016096916515380144,
-0.017449960112571716,
0.054335180670022964,
-0.02377970889210701,
0.018043439835309982,
0.026654984802007675,
-0.021060101687908173,
0.026533693075180054,
-0.04964523762464523,
0.03953084349632263,
-0.01277034543454647,
0.019336622208356857,
-0.003491658018901944,
0.008397001773118973,
-0.021091336384415627,
0.029982589185237885,
0.07370887696743011,
0.05697793513536453,
-0.0057581569999456406,
-0.09560444951057434,
0.04122793674468994,
-0.03409949690103531,
-0.03462069109082222,
0.016411902382969856,
0.0466301254928112,
0.04946136847138405,
0.009214234538376331,
-0.0595506876707077,
0.0483318567276001,
0.05088697746396065,
0.052649956196546555,
0.032444603741168976,
-0.05181965231895447,
-0.06889063119888306,
-0.008698046207427979,
-0.043500013649463654,
0.0017643412575125694,
0.012340225279331207,
-0.02438165619969368,
0.05728837475180626,
-0.029549257829785347,
0.013853166252374649,
0.07764947414398193,
0.0021266532130539417,
0.0020801029168069363,
0.000046549455873901024,
0.05280865356326103,
0.015306924469769001,
-0.020771579816937447,
-0.017345651984214783,
0.03233877941966057,
0.023248644545674324,
-0.004379095043987036,
0.03223627805709839,
-0.03855609893798828,
0.0033815065398812294,
0.019185569137334824,
0.012360012158751488,
0.02657666988670826,
-0.06714034080505371,
0.04749676212668419,
-0.0030300146900117397,
0.004027694463729858,
-0.035225220024585724,
-0.01789514534175396,
0.03175811842083931,
-0.018764862790703773,
-0.024136638268828392,
0.03521885722875595,
0.03244633227586746,
-0.03784961625933647,
-0.006805684417486191,
0.034194186329841614,
-0.00498563377186656,
-0.02379610948264599,
-0.02844926156103611,
0.010025320574641228,
-0.003457520855590701,
0.05140555277466774,
-0.007937299087643623,
0.0063214427791535854,
-0.02731175348162651,
0.005544006824493408,
0.08075742423534393,
-0.06210187077522278,
-0.006201992742717266,
-0.036999963223934174,
0.01291610673069954,
0.03753848001360893,
0.03498191758990288,
-0.048978354781866074,
0.0031894403509795666,
-0.019267046824097633,
0.0479082427918911,
-0.031457047909498215,
-0.045503053814172745,
-0.004096071235835552,
-0.032908983528614044,
-0.0006066578207537532,
-0.014301975257694721,
0.033973678946495056,
0.05886351317167282,
0.012885096482932568,
-0.02729245275259018,
0.017974043264985085,
-0.004274452105164528,
-0.07093798369169235,
0.005983215756714344,
-0.037094105035066605,
0.023319708183407784,
0.05332135409116745,
-0.028926676139235497,
-0.0003672894963528961,
0.013294319622218609,
0.00782849732786417,
0.00016742714797146618,
-0.008280928246676922,
-0.04294225946068764,
-0.01008759904652834,
0.018661517649888992,
-0.03535166755318642,
-0.005574691109359264,
0.013007443398237228,
0.0337354876101017,
0.018702400848269463,
-0.05876388028264046,
-0.008812899701297283,
0.01690821535885334,
-0.0013430039398372173,
0.0019497951725497842,
-0.057005103677511215,
-0.025631876662373543,
-0.04595283791422844,
-0.004419096279889345,
-0.026059165596961975,
-0.017562227323651314,
0.011168369092047215,
0.02632817253470421,
-0.013457785360515118,
0.002095287898555398,
-0.02157912403345108,
-0.033311475068330765,
0.007807509042322636,
0.016647955402731895,
-0.000002721663577176514,
0.04072094336152077,
0.001250694622285664,
0.001638667075894773,
0.022159410640597343,
0.0031965896487236023,
0.04578058421611786,
-0.0047785076312720776,
-0.004162575118243694,
0.0006863255403004587,
-0.03198399394750595,
0.035171929746866226,
0.010808574967086315,
-0.04543799161911011,
0.017855893820524216,
-0.011634482070803642,
0.05577753856778145,
0.00974762998521328,
-0.010794202797114849,
-0.03580522909760475,
-0.009551778435707092,
0.024312520399689674,
0.07181383669376373,
0.002714624162763357,
-0.022035228088498116,
-0.0057727620005607605,
0.02760988473892212,
-0.008525070734322071,
0.02961403876543045,
-0.01803068071603775,
-0.007929066196084023,
-0.042584918439388275,
-0.03752735257148743,
0.010611145757138729,
-0.06338635832071304,
0.06483820825815201,
-0.007395367603749037,
-0.013712004758417606,
-0.0014925403520464897,
-0.0030456974636763334,
-0.04031623154878616,
-0.008714919909834862,
0.02396314963698387,
0.022867824882268906,
-0.0024648141115903854,
0.056662850081920624,
0.024020561948418617,
0.002247174968943,
0.019151432439684868,
0.017148001119494438,
-0.00807229895144701,
0.03513021022081375,
0.09703274071216583,
0.03402882069349289,
-0.0067588938400149345,
0.005867789965122938,
0.04986874759197235,
0.018105268478393555,
-0.008288094773888588,
-0.025207044556736946,
-0.04593445733189583,
0.014675164595246315,
0.02619118243455887,
0.030566833913326263,
-0.035704486072063446,
0.023365680128335953,
-0.02458503469824791,
-0.009410765953361988,
-0.045251958072185516,
-0.029110146686434746,
0.017068350687623024,
0.021940533071756363,
-0.015830911695957184,
0.004262568429112434,
0.01036028005182743,
-0.022468894720077515,
-0.00678433571010828,
0.03155498579144478,
0.06373714655637741,
-0.05808417871594429,
-0.03407417982816696,
0.0439441055059433,
-0.01034901849925518,
-0.021198337897658348,
-0.06396974623203278,
-0.02809903398156166,
0.03548402339220047,
-0.012092918157577515,
0.01037866435945034,
-0.03729972243309021,
-0.043632663786411285,
-0.024434488266706467,
-0.01391829177737236,
-0.024390190839767456,
0.02241208776831627,
-0.023124922066926956,
-0.014448465779423714,
-0.025838695466518402,
-0.019179336726665497,
-0.018232787027955055,
-0.03032551519572735,
0.039084453135728836,
0.056298237293958664,
0.04544004425406456,
-0.017345864325761795,
-0.03655809909105301,
0.05123736709356308,
-0.041642237454652786,
0.008663252927362919,
0.0670062005519867,
-0.0033128426875919104,
-0.04698566719889641,
-0.01807231269776821,
0.0006305458373390138,
0.010514579713344574,
0.016796480864286423,
-0.02779266983270645,
0.0241559911519289,
-0.002130603650584817,
0.013066713698208332,
-0.008926166221499443,
-0.041991014033555984,
-0.032894521951675415,
0.005964669864624739,
-0.02308185212314129,
0.030718566849827766,
0.03746615722775459,
0.02156415767967701,
-0.029240375384688377,
0.06825007498264313,
0.030529797077178955,
0.016319211572408676,
-0.009305317886173725,
0.016872132197022438,
0.05646800994873047,
0.001531164743937552,
-0.005309863947331905,
-0.01359429582953453,
-0.03260967507958412,
-0.008203880861401558,
-0.06508687883615494,
-0.007439645007252693,
0.04005863890051842,
0.030094800516963005,
0.003960730507969856,
-0.024554267525672913,
0.05876728892326355,
0.051106374710798264,
0.019235795363783836,
0.0010482632787898183,
0.034244660288095474,
0.07039444893598557,
-0.01854136399924755,
0.017812363803386688,
-0.08364110440015793,
0.10227648168802261,
0.034239836037158966,
-0.016253963112831116,
0.0277622789144516,
0.03172054514288902,
-0.03977416455745697,
-0.00599021976813674,
-0.05039267614483833,
0.006042312830686569,
-0.030872728675603867,
-0.0834425538778305,
0.060564253479242325,
0.016552314162254333,
0.019129453226923943,
0.007026537321507931,
-0.12055353820323944,
-0.032605916261672974,
0.014476512558758259,
0.010791377164423466,
-0.03962601721286774,
0.005440114997327328,
0.01683077961206436,
-0.04769928753376007,
0.03459187597036362,
-0.03209874406456947,
0.03305889293551445,
0.03386972099542618,
0.007882458157837391,
-0.05488104000687599,
0.016568180173635483,
0.01111815869808197,
0.007303840480744839,
-0.005348590202629566,
0.013934005051851273,
0.01936841942369938,
-0.08646277338266373,
0.06296661496162415,
0.0015359966782853007,
0.05133175477385521,
-0.034777939319610596,
0.0018315635388717055,
0.009220854379236698,
0.011630725115537643,
0.03909418359398842,
-0.04988913610577583,
-0.014967856928706169,
0.023982346057891846,
0.008363422006368637,
-0.05116022750735283,
0.06413299590349197,
0.00028692855266854167,
0.008932219818234444,
0.04868238419294357,
-0.05753925442695618,
0.043234582990407944,
0.030343210324645042,
0.00850733183324337,
0.010449722409248352,
-0.002615047385916114,
-0.04618533328175545,
-0.007784824352711439,
-0.013330751098692417,
-0.022755371406674385,
-0.05226549878716469,
-0.009366083890199661,
-0.028502019122242928,
-0.024670936167240143,
-0.039656903594732285,
-0.04813254252076149,
0.05841977521777153,
-0.013133589178323746,
-0.030519435182213783,
-0.009233447723090649,
0.010657216422259808,
-0.04073464497923851,
0.013872594572603703,
-0.008288699202239513,
-0.0411345437169075,
0.007502777501940727,
0.007380956783890724,
-0.015521778725087643,
0.051187217235565186,
0.013654587790369987,
-0.012506753206253052,
-0.01547305379062891,
-0.021297637373209,
0.010648244991898537,
-0.04989081621170044,
-0.06821879744529724,
-0.016455210745334625,
-0.08561244606971741,
0.019634349271655083,
0.055665403604507446,
0.00905331689864397,
-0.039126329123973846,
-0.03509178385138512,
0.005226886365562677,
-0.042623717337846756,
-0.00020049232989549637,
-0.01726108230650425,
-0.04316384345293045,
-0.03621871396899223,
0.023085569962859154,
0.00037100265035405755,
-0.016328755766153336,
-0.0297976303845644,
0.03407323360443115,
-0.009578782133758068,
0.028175747022032738,
-0.005120937246829271,
0.012868694961071014,
-0.006812523119151592,
0.04980514943599701,
-0.01070884894579649,
-0.05217823386192322,
0.016782185062766075,
0.0855913832783699,
0.06566157191991806,
-0.028612181544303894,
-0.0011005322448909283,
-0.02054869756102562,
-0.04550408944487572,
0.0007420510519295931,
-0.0005483668064698577,
-0.02752751111984253,
0.032839592546224594,
0.00013098899216856807,
0.009251930750906467,
0.014829587191343307,
-0.008792447857558727,
0.04278578609228134,
0.018322614952921867,
-0.01406239252537489,
0.09929525852203369,
0.0019826649222522974,
0.018198492005467415,
0.09002672880887985,
-0.02683275192975998,
-0.024590251967310905,
0.03330376371741295,
0.029445461928844452,
-0.018700329586863518,
-0.00843665562570095,
-0.05061657354235649,
0.06824368983507156,
-0.06496462225914001,
-0.028655830770730972,
0.012116377241909504,
-0.02859339490532875,
-0.05000986531376839,
-0.00002281007618876174,
-0.06016192212700844,
0.028167136013507843,
-0.04354042932391167,
-0.011921389028429985,
0.002135684248059988,
-0.04420590028166771,
-0.04310762509703636,
-0.04433940351009369,
-0.08768364787101746,
-0.037002433091402054,
0.03394976258277893,
-0.04406881704926491,
0.02764028310775757,
0.0421530082821846,
0.0024216966703534126,
0.06341306120157242,
0.042368680238723755,
0.008491708897054195,
-0.017471209168434143,
0.023789195343852043,
0.006810883991420269,
0.011776820756494999,
-0.05262152850627899,
-0.041175175458192825,
0.02765989676117897,
0.03776587173342705,
0.04315567389130592,
0.010735278017818928,
0.03799599036574364,
-0.03312959522008896,
-0.02353959158062935,
0.027554772794246674,
-0.031101182103157043,
-0.03130871057510376,
-0.039740145206451416,
0.0896526351571083,
0.0059427134692668915,
-0.0322091318666935,
-0.0070777032524347305,
-0.025036966428160667,
-0.03956853598356247,
-0.04542659968137741,
0.06215952709317207,
-0.004530718550086021,
0.014059246517717838,
-0.03226202353835106,
0.027576040476560593,
0.06847541034221649,
-0.010084236040711403,
0.03603625297546387,
-0.017073936760425568,
0.06091312691569328,
-0.03141607716679573,
-0.03146989643573761,
-0.008911006152629852,
-0.01865023747086525,
-0.03473832830786705,
-0.04041183367371559,
0.07165464013814926,
0.01548516284674406,
0.02328360453248024,
0.02611253783106804,
-0.05172654613852501,
-0.017189914360642433,
0.01562909409403801,
-0.013021770864725113,
-0.08378424495458603,
0.03126758337020874,
-0.010874844156205654,
-0.02201557531952858,
-0.03282085806131363,
0.01837586984038353,
-0.011227238923311234,
-0.027412226423621178,
-0.010132571682333946,
0.0459611751139164,
-0.0446048229932785,
-0.05137619748711586,
-0.015640147030353546,
-0.01587149314582348,
0.0381612665951252,
0.017338387668132782,
-0.02809917740523815,
-0.032073840498924255,
-0.009811477735638618,
-0.01091591827571392,
0.05968860164284706,
0.009435233660042286,
0.007230603601783514,
-0.09345117956399918,
-0.05625014007091522,
-0.010390383191406727,
0.014774835668504238,
0.020514413714408875,
-0.02129502035677433,
0.0008286247029900551,
-0.03100886195898056,
0.004307467956095934,
0.06468035280704498,
0.006099495571106672,
0.03170715644955635,
0.08495652675628662,
-0.024568084627389908,
-0.017853278666734695,
0.014958210289478302,
-0.01978396438062191,
0.03610248118638992,
-0.06325849145650864,
0.030715638771653175,
-0.005716113373637199,
0.05127255246043205,
0.05387895554304123,
0.06488235294818878,
0.04692145064473152,
0.0348069965839386,
0.017200855538249016,
-0.02670520357787609,
0.000211341364774853,
-0.04085318744182587,
0.09755431115627289,
0.03648743778467178,
-0.039372995495796204,
0.01866605132818222,
-0.038600362837314606,
0.0020563104189932346,
0.05095889791846275,
-0.04541286081075668,
0.006087846122682095,
0.052833475172519684,
0.07168389111757278,
0.019419744610786438,
0.015279319137334824,
-0.03022495098412037,
-0.009489387273788452,
-0.008063515648245811,
-0.02446584776043892,
-0.0588451623916626,
0.03864661604166031,
0.026116127148270607,
-0.025615599006414413,
0.056836485862731934,
-0.0049962555058300495,
-0.028924308717250824,
-0.017563899978995323,
-0.0411067008972168,
-0.0011916127987205982,
0.09004586189985275,
0.03094913810491562,
-0.03972359001636505,
0.05823228880763054,
0.06740180402994156,
-0.057279594242572784,
-0.02687477134168148,
0.004777026828378439,
-0.10902141779661179,
-0.016883352771401405,
-0.027315916493535042,
0.022811224684119225,
-0.01388279814273119,
0.012636752799153328,
0.010970823466777802,
0.04314153641462326,
-0.032038819044828415,
-0.05556562542915344,
0.0017499574460089207,
0.047255732119083405,
-0.03345897048711777,
-0.01836828701198101,
0.0244660135358572,
-0.028384417295455933,
-0.033714089542627335,
0.016170086339116096,
0.0058546485379338264,
0.018367290496826172,
0.043432798236608505,
-0.05036691203713417,
-0.023245258256793022,
0.010774540714919567,
-0.020271074026823044,
0.006902711931616068,
-0.04407421126961708,
-0.03562372550368309,
-0.11168179661035538,
-0.017474070191383362,
-0.009155253879725933,
0.008418332785367966,
0.046534549444913864,
-0.003855789313092828,
-0.03569198399782181,
-0.01605616882443428,
0.015966268256306648,
0.03510809689760208,
0.02122536674141884,
0.0024430283810943365,
0.015080672688782215,
0.034874171018600464,
0.013583487831056118,
0.016870001330971718,
-0.03135249763727188,
-0.0766092911362648,
0.052625566720962524,
0.01866956241428852,
0.048073284327983856,
-0.018912896513938904,
-0.059253349900245667,
-0.02433764934539795,
0.03828924521803856,
-0.01366843655705452,
0.0275894645601511,
-0.033749621361494064,
0.036603715270757675,
0.03266800940036774,
0.05051680654287338,
-0.039652347564697266,
0.026865199208259583,
0.007952140644192696,
0.011016275733709335,
-0.0012534335255622864,
0.00402224063873291,
0.006633157841861248,
0.08152357488870621,
0.013812288641929626,
-0.055342454463243484,
-0.052190449088811874,
-0.023396575823426247,
-0.05481285974383354,
0.03692327439785004,
0.019727608188986778,
-0.040573593229055405,
0.05357945337891579,
0.002076369011774659,
0.041686128824949265,
-0.04038751870393753,
-0.018344799056649208,
-0.04101354256272316,
-0.06423719972372055,
0.0684238150715828,
-0.0455549955368042,
-0.016613855957984924,
0.03243322670459747,
0.030373182147741318
] |
<p>I have heard the following expression before:</p>
<blockquote>
<p>"Optimization is the root of all evil in statistics".</p>
</blockquote>
<p>For example, the top answer in <a href="http://stats.stackexchange.com/a/61549/2798">this thread</a> makes that statement in reference to the danger of optimizing too aggressively during model selection. </p>
<p>My first question is the following: Is this quote attributable to anyone in particular? (e.g. in the statistics literature)</p>
<p>From what I understand, the statement refers to the risks of overfitting. Traditional wisdom would say that proper cross validation already fights against this problem, but it looks like there is more to this problem than that.</p>
<p>Should statisticians & ML practitioners be wary of over-optimizing their models even when adhering to strict cross validation protocols (e.g. 100 nested 10-fold CV) ? If so, how do we know when to stop searching for "the best" model?</p>
|
g73997
|
[
0.05788378417491913,
0.05652819201350212,
0.01108341570943594,
0.038098257035017014,
0.0657733753323555,
-0.056078191846609116,
0.05376207083463669,
-0.024782754480838776,
-0.037270437926054,
0.06370942294597626,
-0.002785086166113615,
0.004243378061801195,
0.01906472072005272,
0.013960045762360096,
-0.025287875905632973,
0.028589021414518356,
0.02204524539411068,
-0.03583582118153572,
-0.005251172464340925,
0.012669592164456844,
-0.06417643278837204,
-0.07374648004770279,
0.06459487974643707,
-0.06232874095439911,
-0.06115151569247246,
-0.016473595052957535,
-0.037701431661844254,
-0.008087541908025742,
-0.012833683751523495,
0.04502198472619057,
0.039241839200258255,
0.021428076550364494,
0.008252735249698162,
-0.01237974502146244,
-0.07130666077136993,
0.0010248309699818492,
0.023933827877044678,
0.04670325666666031,
0.007565072737634182,
0.011584797874093056,
0.025697849690914154,
0.06525847315788269,
0.026238562539219856,
-0.04228724539279938,
-0.029848167672753334,
0.038014188408851624,
0.03840310499072075,
0.023521076887845993,
0.04016033932566643,
-0.0716305673122406,
0.007874329574406147,
-0.01719934120774269,
0.05820029228925705,
0.013738477602601051,
0.011697341687977314,
0.003342242678627372,
0.015538985840976238,
0.07002890110015869,
-0.039625588804483414,
-0.0680183470249176,
0.015267684124410152,
-0.020958537235856056,
-0.04276251047849655,
-0.006179302465170622,
-0.005263557657599449,
0.014538059942424297,
-0.018842045217752457,
-0.003756705904379487,
0.031330958008766174,
0.019472554326057434,
-0.002709216671064496,
0.013978889212012291,
0.0065123653039336205,
-0.002267170464619994,
-0.019821790978312492,
0.01842314563691616,
-0.02213013544678688,
0.04303019493818283,
0.03906048461794853,
0.027827132493257523,
0.044869136065244675,
0.06226309388875961,
-0.02476578950881958,
-0.01583804190158844,
-0.03859367594122887,
0.0682302787899971,
-0.019774463027715683,
-0.020212087780237198,
-0.0106917480006814,
0.04178708791732788,
-0.010784972459077835,
-0.028860334306955338,
0.05139344930648804,
0.02001684159040451,
-0.062080878764390945,
-0.0003835558600258082,
-0.0626840889453888,
-0.007821827195584774,
0.0055230832658708096,
0.0437137670814991,
0.0008771946304477751,
-0.003803215455263853,
-0.020733240991830826,
-0.014558262191712856,
-0.09705879539251328,
-0.00012243195669725537,
0.050190992653369904,
0.035499244928359985,
-0.04586143046617508,
-0.031773485243320465,
-0.03895893692970276,
0.03926193341612816,
-0.03952557221055031,
-0.004844526294618845,
-0.10683608055114746,
0.00007661780546186492,
0.09401965141296387,
0.04124315828084946,
-0.05306947976350784,
0.006205726880580187,
0.003218356054276228,
-0.030641743913292885,
0.03843945637345314,
0.03990359976887703,
-0.04345740005373955,
-0.00925570446997881,
-0.04743581265211105,
0.05446426570415497,
-0.045270632952451706,
0.00037663281545974314,
0.006559510249644518,
0.0017495749052613974,
-0.020144682377576828,
-0.001917331712320447,
0.04948599264025688,
0.06124531850218773,
-0.027911538258194923,
0.0332958959043026,
0.04329812899231911,
-0.007426398806273937,
-0.03710459545254707,
0.04589228332042694,
0.009596209973096848,
0.011530941352248192,
0.013217033818364143,
-0.01285652257502079,
-0.0002525133022572845,
0.0064834407530725,
-0.04852868989109993,
-0.003318607807159424,
-0.06076929718255997,
0.030141163617372513,
-0.05694463849067688,
-0.0004622628621291369,
-0.022140871733427048,
0.008755763992667198,
-0.02950155735015869,
0.008508934639394283,
-0.006938738748431206,
-0.005806383676826954,
0.02545984275639057,
0.027039987966418266,
-0.03591911494731903,
-0.03813379630446434,
-0.025462592020630836,
-0.01240063551813364,
-0.03876141458749771,
-0.03693678230047226,
0.0009255645563825965,
0.012531837448477745,
-0.009531307965517044,
0.029704781249165535,
0.0845845565199852,
-0.0170662272721529,
0.08892378211021423,
-0.035656049847602844,
0.05420616269111633,
-0.04503856971859932,
-0.015377664007246494,
-0.042128317058086395,
-0.030713766813278198,
-0.005081948358565569,
0.016210000962018967,
0.03729352727532387,
-0.010921426117420197,
-0.08610329031944275,
0.040553729981184006,
0.019301526248455048,
-0.005298870149999857,
-0.012136224657297134,
0.006880544126033783,
-0.045248907059431076,
-0.010608195327222347,
0.013388732448220253,
-0.007562842685729265,
-0.010783864185214043,
0.07283739745616913,
-0.059898532927036285,
0.016351282596588135,
0.01999913901090622,
0.009648272767663002,
0.014347575604915619,
-0.04799725115299225,
0.0705183744430542,
-0.06063796579837799,
0.02313789166510105,
-0.011428626254200935,
0.015540645457804203,
0.013788466341793537,
0.0091618737205863,
0.0159064382314682,
-0.01028267852962017,
0.0350114144384861,
0.056227218359708786,
-0.055178701877593994,
-0.012204165570437908,
0.027679365128278732,
0.027768995612859726,
-0.05169428512454033,
0.0005187852075323462,
-0.03868366777896881,
-0.041981395334005356,
0.021421415731310844,
0.00537446653470397,
-0.00100687425583601,
-0.012787825427949429,
-0.014233614318072796,
-0.028868963941931725,
-0.02615516632795334,
-0.027796069160103798,
-0.025177806615829468,
-0.046481598168611526,
0.021671133115887642,
-0.06298789381980896,
-0.0005932979984208941,
0.02081940695643425,
0.03320126608014107,
0.019701290875673294,
-0.011754386126995087,
0.04390966519713402,
0.04475480318069458,
0.011187861673533916,
-0.030063120648264885,
0.0355759896337986,
-0.002724224468693137,
-0.04794713482260704,
0.028915109112858772,
-0.04084797203540802,
0.031140686944127083,
-0.024866590276360512,
0.007334460504353046,
0.04767203703522682,
0.032905563712120056,
-0.06894730031490326,
0.029594575986266136,
-0.06684698164463043,
-0.017195653170347214,
0.02557099424302578,
0.0054211304523050785,
0.03912949934601784,
0.04484182968735695,
0.04222484305500984,
-0.005039897281676531,
0.006952839903533459,
-0.03190866857767105,
-0.010589854791760445,
0.009285036474466324,
-0.050808973610401154,
-0.02495165728032589,
0.042763978242874146,
-0.027230167761445045,
0.03619030863046646,
0.016767196357250214,
0.04134471341967583,
0.04521869495511055,
0.014265097677707672,
-0.11465385556221008,
0.00926351360976696,
0.02882794849574566,
0.04089934751391411,
-0.03554653748869896,
-0.04687114059925079,
-0.008621733635663986,
0.035547975450754166,
0.03536123037338257,
0.013852587901055813,
-0.006626212038099766,
-0.04963984340429306,
0.0022543121594935656,
-0.06507465988397598,
-0.018976222723722458,
0.005169435869902372,
-0.0025283414870500565,
0.010585819371044636,
0.02884475328028202,
-0.04362260177731514,
-0.07592012733221054,
-0.0244284737855196,
0.06440072506666183,
0.0028473902493715286,
-0.044253453612327576,
0.06481844931840897,
-0.014872279949486256,
0.013612919487059116,
0.04838152602314949,
0.0024411738850176334,
-0.035020023584365845,
0.010237270966172218,
-0.030019402503967285,
0.0026836765464395285,
0.04662613943219185,
-0.03729623928666115,
0.021074872463941574,
-0.036739811301231384,
-0.011560505256056786,
-0.03667009249329567,
-0.025110730901360512,
-0.02974816970527172,
0.04629777744412422,
-0.05437595769762993,
0.028809115290641785,
0.001705992966890335,
-0.023046640679240227,
-0.008222842589020729,
-0.01362574752420187,
0.013903281651437283,
-0.030711321160197258,
0.0390920452773571,
-0.005838911980390549,
-0.02156447432935238,
0.06467222422361374,
-0.024904657155275345,
0.02080812118947506,
0.03955354169011116,
-0.03604591265320778,
-0.06723244488239288,
-0.015784407034516335,
0.043045077472925186,
0.04975023493170738,
0.03720076009631157,
0.020374596118927002,
-0.023631148040294647,
0.012908624485135078,
0.002701463643461466,
-0.01153656467795372,
0.03457648679614067,
-0.030190568417310715,
0.025163909420371056,
0.06472335755825043,
0.00246194819919765,
-0.021294550970196724,
0.01322448905557394,
-0.04479249194264412,
-0.00813241209834814,
0.032212551683187485,
-0.022258935496211052,
0.0015623477520421147,
-0.011205687187612057,
-0.004530036821961403,
-0.03422916308045387,
0.00032216671388596296,
-0.008031141012907028,
0.005694813095033169,
-0.011497179977595806,
0.011437828652560711,
0.03135514631867409,
0.042942583560943604,
0.027453092858195305,
0.057705532759428024,
-0.03104046918451786,
0.015656903386116028,
0.0033183421473950148,
-0.03692052885890007,
0.022468693554401398,
0.01802482083439827,
0.028899172320961952,
0.03691338375210762,
0.01881972700357437,
0.0005289146793074906,
-0.006203148979693651,
0.08119197189807892,
0.05159144103527069,
-0.042334072291851044,
-0.04025019332766533,
0.0005147592164576054,
-0.02022084966301918,
-0.06962025165557861,
-0.05031523108482361,
0.030529582872986794,
-0.025952771306037903,
-0.01627233996987343,
0.039877999573946,
-0.02187763899564743,
0.03571521118283272,
0.008691889233887196,
0.0012725010747089982,
-0.008592427708208561,
0.007697669789195061,
0.015811724588274956,
0.0219139251857996,
-0.005581879056990147,
-0.0462653674185276,
0.007410202641040087,
0.013213090598583221,
-0.0014972866047173738,
-0.026975709944963455,
-0.02497744932770729,
0.05179581791162491,
-0.021059226244688034,
0.03303290531039238,
0.027133747935295105,
0.005132512655109167,
-0.0311898086220026,
0.0051937648095190525,
0.05818386375904083,
-0.01712559163570404,
-0.02248493954539299,
-0.015796778723597527,
-0.02627021074295044,
-0.010087787173688412,
-0.007684359326958656,
-0.011350329965353012,
-0.06342705339193344,
0.007534509524703026,
0.05461486801505089,
0.05877299606800079,
0.03645285964012146,
-0.03422553092241287,
-0.000042300784116378054,
-0.02384811080992222,
0.0032891740556806326,
0.03221573308110237,
-0.06980269402265549,
0.03841933608055115,
0.0487031489610672,
-0.0024246207904070616,
-0.010546280071139336,
-0.0020691773388534784,
-0.044958699494600296,
-0.02851191721856594,
-0.05295835807919502,
-0.005177617073059082,
-0.027486484497785568,
-0.001998363295570016,
-0.030840788036584854,
-0.05869968980550766,
0.03836987912654877,
-0.004694731906056404,
-0.03102729469537735,
-0.037273481488227844,
0.008548405952751637,
0.027211768552660942,
0.057930365204811096,
0.004064409527927637,
0.020849356427788734,
-0.00248108827508986,
0.04503539577126503,
0.03593384847044945,
0.014553927816450596,
-0.00704572768881917,
0.011916454881429672,
-0.05071168765425682,
-0.023225370794534683,
0.016314314678311348,
0.03863376006484032,
0.004593111574649811,
-0.0943184494972229,
-0.035315193235874176,
-0.03020780347287655,
0.006139697041362524,
-0.04925080016255379,
0.04409877583384514,
0.01502609346061945,
0.00026611206703819335,
-0.009769788943231106,
-0.00954570434987545,
-0.05640299618244171,
0.030818333849310875,
0.00669926917180419,
0.029843125492334366,
-0.0356028787791729,
-0.044990960508584976,
0.02154710702598095,
-0.05751737207174301,
0.03372596576809883,
-0.010678725317120552,
0.021166745573282242,
-0.08601798862218857,
0.027722077444195747,
0.030071929097175598,
0.027986623346805573,
0.0491962730884552,
0.05331522226333618,
-0.0001548633154015988,
-0.06416648626327515,
0.01278836838901043,
0.07568946480751038,
-0.013156165368855,
-0.010837848298251629,
-0.06174739822745323,
-0.0421423614025116,
0.023863088339567184,
0.025219760835170746,
-0.03225533664226532,
-0.05151359736919403,
0.011092939414083958,
0.03867382928729057,
-0.006157619412988424,
0.0010115639306604862,
-0.011416122317314148,
0.05734212324023247,
0.05395223945379257,
0.05051714926958084,
0.031709883362054825,
-0.0148790143430233,
-0.06812132149934769,
-0.016784867271780968,
0.04070664197206497,
-0.0032790713012218475,
-0.07293228805065155,
-0.002237026346847415,
-0.05917491763830185,
-0.04317548871040344,
-0.006649660412222147,
0.026425883173942566,
-0.06560440361499786,
0.001478303107433021,
-0.027663834393024445,
0.015800515189766884,
-0.024038728326559067,
0.05615383759140968,
0.04862906411290169,
-0.04984983056783676,
0.04384166747331619,
0.020936526358127594,
-0.012558182701468468,
0.014705689623951912,
-0.011838004924356937,
-0.014413256198167801,
-0.009088036604225636,
-0.013254833407700062,
0.015740061178803444,
0.017588576301932335,
0.005682418122887611,
-0.0397576205432415,
0.015334445051848888,
-0.005884184036403894,
0.008467401377856731,
-0.027672113850712776,
-0.0539877787232399,
0.014672009274363518,
0.009495880454778671,
-0.010840428993105888,
0.03312630578875542,
0.06260057538747787,
0.02000025473535061,
0.017871398478746414,
-0.017641492187976837,
-0.007371668238192797,
-0.0194496288895607,
-0.061522532254457474,
-0.01417004968971014,
0.01845383457839489,
-0.012082818895578384,
-0.0005070848274044693,
0.032153911888599396,
-0.05407249554991722,
0.024771369993686676,
-0.025258751586079597,
0.051364194601774216,
0.044966232031583786,
-0.028745286166667938,
0.054149989038705826,
0.04693431034684181,
-0.017549844458699226,
0.0040525286458432674,
-0.059455372393131256,
0.023210929706692696,
0.03300020843744278,
-0.03482569381594658,
-0.044270407408475876,
-0.0848877876996994,
-0.008100423030555248,
-0.07011813670396805,
0.002166936406865716,
0.024357572197914124,
-0.019348643720149994,
-0.026052607223391533,
-0.01984385959804058,
-0.00825357623398304,
0.00013840400788467377,
-0.006088606547564268,
0.014911728911101818,
0.03207409381866455,
0.01916184462606907,
-0.06945478916168213,
0.043847858905792236,
0.002326423302292824,
-0.032494816929101944,
-0.06700016558170319,
-0.006470682565122843,
-0.0038082364480942488,
0.06081753224134445,
-0.028878390789031982,
0.05170886218547821,
0.04525098577141762,
0.01330552902072668,
0.04806577041745186,
0.01813865266740322,
0.0026184075977653265,
-0.022257357835769653,
-0.03755085542798042,
0.0008730340050533414,
0.014200558885931969,
-0.035023678094148636,
-0.025983493775129318,
-0.04807313159108162,
-0.008274116553366184,
-0.023910196498036385,
0.05203302949666977,
0.010515165515244007,
0.02684895135462284,
0.030895905569195747,
-0.049478042870759964,
-0.0253842044621706,
0.044545769691467285,
0.06027203053236008,
-0.0002626220812089741,
0.05888926237821579,
0.0020527958404272795,
-0.033531732857227325,
0.058758579194545746,
-0.029357852414250374,
0.027759939432144165,
-0.11068848520517349,
0.05096530541777611,
-0.037528302520513535,
0.04592480510473251,
-0.005743562709540129,
0.05500016734004021,
0.0013518801424652338,
0.026896215975284576,
-0.021040495485067368,
-0.037492070347070694,
-0.013398727402091026,
-0.010774110443890095,
0.05893333628773689,
0.03828265890479088,
-0.011539297178387642,
0.005397154483944178,
0.019696321338415146,
-0.00022469945542979985,
-0.05752885341644287,
-0.0783357247710228,
0.01462465338408947,
0.05744907632470131,
-0.016092421486973763,
0.030222298577427864,
0.03380071744322777,
0.013279374688863754,
0.020220737904310226,
-0.035285238176584244,
0.011583325453102589,
0.01107951533049345,
0.02312402054667473,
0.001240523997694254,
-0.014926266856491566,
-0.03646485134959221,
-0.009001348167657852,
-0.0425165556371212,
0.0006801382987760007,
0.0009026494226418436,
-0.031128251925110817,
-0.033972952514886856,
0.06979607045650482,
-0.05061229318380356,
-0.015130976215004921,
0.03643760457634926,
0.024148205295205116,
-0.00796839501708746,
0.07125549763441086,
-0.013436569832265377,
0.0019800900481641293,
0.021550141274929047,
-0.040724292397499084,
-0.030429918318986893,
-0.004465531092137098,
0.04369083046913147,
-0.03804606944322586,
-0.021747885271906853,
-0.053353987634181976,
-0.09027449041604996,
-0.011842034757137299,
0.0161494929343462,
-0.05418175831437111,
0.09141669422388077,
-0.023279037326574326,
0.045104432851076126,
0.04427230730652809,
0.05487537756562233,
0.026057248935103416,
0.03021036460995674,
-0.014414919540286064,
0.05616146698594093,
0.017340241000056267,
0.009189684875309467,
0.02206610143184662,
-0.0024551658425480127,
0.03462616354227066,
-0.06119714304804802,
-0.007102263160049915,
-0.036102984100580215,
-0.03564676269888878,
0.003096553962677717,
-0.0045905886217951775,
-0.04126465320587158,
0.0648965835571289,
-0.06659050285816193,
-0.008184261620044708,
-0.008996758610010147,
0.031891655176877975,
-0.003710448043420911,
-0.016032002866268158,
0.004921343643218279,
0.02665594406425953,
-0.058520205318927765,
-0.03454495966434479,
0.014701581560075283,
-0.04663382098078728,
0.07022904604673386,
-0.010081523098051548,
-0.09606475383043289,
-0.025096800178289413,
0.0764882043004036,
-0.005833473056554794,
0.04513268917798996,
-0.009799277409911156,
0.011225671507418156,
-0.06914006173610687,
0.021955857053399086,
-0.012770730070769787,
0.048228468745946884,
-0.026113878935575485,
0.03863612934947014,
-0.039715707302093506,
0.009768839925527573,
0.0005990408826619387,
0.013777193613350391,
0.009219497442245483,
0.00907330121845007,
-0.02038666605949402,
-0.009768209420144558,
0.014742061495780945,
0.0875626802444458,
-0.025040768086910248,
-0.04639476165175438,
0.03677979111671448,
-0.02265726961195469,
0.043367188423871994,
0.0457206554710865,
0.01575627364218235,
-0.028467942029237747,
0.02760315127670765,
0.02370259165763855,
0.05842186138033867,
-0.04927373304963112,
0.00958041287958622,
0.001859591226093471
] |
<pre><code>> age <- c(1,2,3)
> weight <- c(4,5,6)
> p <- data.frame(age=age, height=height)
> p
age height
1 1 4
2 2 5
3 3 6
> p[p$age > 1,]
age height
2 2 5
3 3 6
> age
[1] 1 2 3
> age.df <- data.frame(age=age)
> age.df
age
1 1
2 2
3 3
> age.df[age.df$age > 1,]
[1] 2 3
</code></pre>
<p>I want the subset of the dataframe that I asked for, not a vector, in which the rownames and column names are lost. Why does R do this? Can it be prevented?</p>
|
g73998
|
[
0.035140421241521835,
-0.003047010861337185,
-0.022823281586170197,
-0.0476817823946476,
0.010553455911576748,
-0.042487259954214096,
0.07582832872867584,
-0.000658278411719948,
-0.0707458108663559,
-0.06464414298534393,
-0.024154556915163994,
0.03402043879032135,
0.04982435330748558,
0.03371604159474373,
-0.005889194551855326,
0.03475257009267807,
-0.0049173468723893166,
-0.04239068180322647,
0.029668092727661133,
0.020961925387382507,
0.001273097819648683,
0.05506649240851402,
0.033550385385751724,
-0.005860653705894947,
0.0028194617480039597,
-0.04377308860421181,
0.046804316341876984,
-0.018155734986066818,
-0.025168968364596367,
0.024625182151794434,
0.0037851084489375353,
0.03097429871559143,
0.039878152310848236,
-0.05509398505091667,
0.0005284487269818783,
-0.07277258485555649,
0.030179595574736595,
-0.00285386317409575,
-0.015570221468806267,
-0.022959671914577484,
-0.015607674606144428,
0.0502253994345665,
0.040789783000946045,
0.035912759602069855,
0.0023949809838086367,
-0.010201087221503258,
0.015460639260709286,
-0.027222372591495514,
0.00827530212700367,
-0.05541735887527466,
0.025268401950597763,
0.017336329445242882,
-0.07352112978696823,
-0.06259799748659134,
0.042442090809345245,
-0.017058242112398148,
-0.017050331458449364,
0.03282056376338005,
0.011128219775855541,
0.01781829446554184,
0.045080408453941345,
0.02794179879128933,
-0.026301274076104164,
0.0415571890771389,
-0.04099854454398155,
0.016403093934059143,
-0.06028496474027634,
-0.016367143020033836,
0.014684041030704975,
-0.0002392792230239138,
-0.0011490494944155216,
0.06944505125284195,
0.025009632110595703,
-0.04057115316390991,
-0.03717072308063507,
-0.02601347491145134,
-0.03671349585056305,
0.025010723620653152,
0.015964025631546974,
0.02350541390478611,
-0.009336411952972412,
0.006625054404139519,
-0.013986294157803059,
0.020535048097372055,
-0.016407646238803864,
0.08046021312475204,
0.02829076535999775,
0.007226461544632912,
-0.00965746957808733,
0.0332549512386322,
-0.00581483356654644,
-0.07673006504774094,
0.060118407011032104,
0.06933008879423141,
0.03006994165480137,
0.02261904999613762,
-0.04693713039159775,
0.03427358716726303,
0.013110032305121422,
-0.02301454357802868,
0.06143367663025856,
0.004442504141479731,
0.026874545961618423,
-0.022955631837248802,
-0.035994768142700195,
-0.06572147458791733,
0.03821347653865814,
0.02970311790704727,
0.03230241686105728,
-0.05971755459904671,
-0.01789870113134384,
0.012799124233424664,
-0.08323632180690765,
-0.0037168804556131363,
-0.020500795915722847,
0.030993212014436722,
0.09287719428539276,
-0.01874336041510105,
-0.03960568830370903,
-0.03838476538658142,
-0.053081657737493515,
0.035016003996133804,
0.02827373705804348,
0.08307310193777084,
-0.014885133132338524,
-0.014939780347049236,
-0.043876759707927704,
0.06513842940330505,
0.038771674036979675,
-0.021869810298085213,
-0.020278606563806534,
0.0011924905702471733,
0.0027991971001029015,
0.033321816474199295,
0.029404671862721443,
-0.052744295448064804,
0.018525632098317146,
0.02720903605222702,
0.014468112029135227,
-0.09435483068227768,
-0.010266534984111786,
0.08821574598550797,
-0.020347101613879204,
-0.03863717243075371,
-0.03734956681728363,
-0.05723319947719574,
0.012578154914081097,
-0.003862283192574978,
0.01848658360540867,
0.024768730625510216,
0.013277154415845871,
0.010025765746831894,
-0.05698780715465546,
-0.06065800413489342,
0.06016687676310539,
0.006047291215509176,
0.08753681927919388,
-0.04049594700336456,
-0.028743654489517212,
0.019819431006908417,
0.036026157438755035,
0.041251230984926224,
-0.009967885911464691,
-0.01339395996183157,
-0.022060714662075043,
-0.040472425520420074,
-0.028901146724820137,
0.0033256004098802805,
-0.037036772817373276,
-0.014904869720339775,
-0.019213175401091576,
0.01371860783547163,
-0.005281641148030758,
0.0009491833625361323,
0.00778550747781992,
0.07010701298713684,
-0.013195371255278587,
-0.040004778653383255,
0.025925084948539734,
-0.057755082845687866,
-0.018939632922410965,
-0.07311972975730896,
0.015330996364355087,
-0.025184856727719307,
-0.015614107251167297,
0.010293390601873398,
-0.04649708420038223,
0.048449836671352386,
-0.034697361290454865,
-0.05540219694375992,
-0.03465194255113602,
-0.06711322069168091,
0.004802102223038673,
-0.003180519212037325,
0.05229019746184349,
-0.012500184588134289,
-0.005202211439609528,
-0.0311107374727726,
-0.043810151517391205,
0.08101903647184372,
0.027888523414731026,
-0.004336125683039427,
-0.031097931787371635,
0.05435430258512497,
-0.04711456224322319,
-0.01754930056631565,
-0.026782820001244545,
-0.01763571798801422,
0.029021408408880234,
0.008029427379369736,
0.04194797948002815,
-0.01804209128022194,
0.026585981249809265,
0.03984280303120613,
0.030520761385560036,
-0.013508602976799011,
0.019387004896998405,
0.04175439476966858,
-0.002617121208459139,
0.03367392718791962,
-0.09231069684028625,
-0.04723522067070007,
-0.06250985711812973,
0.03304002434015274,
-0.0489802211523056,
0.019807565957307816,
0.04862961918115616,
-0.017148582264780998,
-0.027844427153468132,
-0.053924739360809326,
0.011533841490745544,
-0.04847224801778793,
-0.0012485599145293236,
-0.037508849054574966,
0.010402753949165344,
0.01883695088326931,
-0.009116203524172306,
0.025146327912807465,
-0.051219191402196884,
-0.026675904169678688,
-0.01902107149362564,
0.025620492175221443,
0.005072500556707382,
0.027168232947587967,
0.009246043860912323,
-0.030912868678569794,
0.00907035544514656,
-0.040230534970760345,
-0.037625208497047424,
0.003782263258472085,
-0.04121212288737297,
0.030763942748308182,
-0.016038687899708748,
0.05109844729304314,
0.0026104599237442017,
-0.045134950429201126,
0.002010949421674013,
0.009949900209903717,
-0.008757678791880608,
-0.01456654816865921,
-0.00448755593970418,
0.05011966452002525,
-0.03736749291419983,
-0.04502159729599953,
-0.05139205977320671,
0.04026545584201813,
0.025130972266197205,
-0.061019666492938995,
0.024210359901189804,
0.0342889279127121,
-0.03679465129971504,
-0.008112619630992413,
0.04798655956983566,
0.010149276815354824,
0.010499933734536171,
0.0643996000289917,
-0.04966346547007561,
-0.023513011634349823,
0.01030572596937418,
-0.0012886665062978864,
-0.00786622054874897,
-0.014875661581754684,
0.009602965787053108,
0.02510805055499077,
0.010899905115365982,
0.0385369248688221,
0.017039593309164047,
0.02859623171389103,
-0.01055699959397316,
0.010043783113360405,
-0.03170328959822655,
0.05165330693125725,
0.01891995035111904,
-0.07759088277816772,
0.049041152000427246,
-0.06269526481628418,
-0.039747387170791626,
0.022054677829146385,
-0.04311646521091461,
0.029302233830094337,
-0.043438155204057693,
0.05357152223587036,
-0.006891083437949419,
-0.03989284858107567,
-0.025611281394958496,
-0.031378891319036484,
-0.04035459831357002,
0.004056968726217747,
0.018765248358249664,
-0.030911436304450035,
0.05001281201839447,
-0.01565691828727722,
-0.09847201406955719,
0.04665675014257431,
-0.03809457644820213,
-0.04158976301550865,
0.038392554968595505,
0.00891660526394844,
-0.0060059973038733006,
-0.005941382143646479,
-0.0590909905731678,
0.02219568006694317,
-0.0077243405394256115,
0.00569203170016408,
-0.040792468935251236,
0.08723802864551544,
0.012602017261087894,
0.028764478862285614,
0.009914671070873737,
0.016390671953558922,
0.01715768501162529,
0.018855761736631393,
-0.007833325304090977,
-0.022096773609519005,
-0.09716790169477463,
0.029931748285889626,
-0.029826175421476364,
0.007614427711814642,
0.030843762680888176,
-0.011934618465602398,
-0.01134562399238348,
0.04731379821896553,
0.0017368155531585217,
-0.036029472947120667,
-0.002112694550305605,
0.0788305327296257,
0.02999115362763405,
-0.003822559490799904,
0.033345822244882584,
-0.005483165383338928,
-0.029679203405976295,
0.0289593618363142,
0.01075050886720419,
-0.058500971645116806,
-0.0430794321000576,
0.0645652711391449,
-0.004268048796802759,
-0.018702110275626183,
-0.029353884980082512,
0.015612361952662468,
0.015276324935257435,
-0.031848303973674774,
-0.013248953968286514,
-0.002849322510883212,
0.009626041166484356,
0.010081951506435871,
0.05705730989575386,
0.010751861147582531,
0.028096389025449753,
0.007181831169873476,
0.05978428199887276,
-0.060591813176870346,
0.00421037245541811,
-0.03250938281416893,
-0.004594805650413036,
-0.02532939799129963,
0.04647272825241089,
0.07386811077594757,
0.053281743079423904,
0.03896414488554001,
0.04640541598200798,
-0.025812968611717224,
-0.0075153447687625885,
0.021763917058706284,
-0.04612380638718605,
0.04666366055607796,
-0.004984400235116482,
-0.005811080802232027,
-0.03653997182846069,
0.005098835565149784,
0.005293115507811308,
0.020824598148465157,
-0.05106591433286667,
-0.0012470685178413987,
0.04225544258952141,
0.027988022193312645,
-0.017346948385238647,
0.007825552485883236,
-0.021754981949925423,
-0.010676323436200619,
-0.042283207178115845,
0.015044642612338066,
-0.006687999237328768,
-0.05899858474731445,
0.02371288277208805,
-0.013128756545484066,
-0.06426223367452621,
0.008972115814685822,
0.01704503409564495,
0.07539067417383194,
-0.029633544385433197,
-0.014810273423790932,
-0.010083029977977276,
-0.036510009318590164,
0.04827754199504852,
-0.021446283906698227,
0.045519597828388214,
0.017227783799171448,
-0.03249138593673706,
0.0015411997446790338,
0.0009680193034000695,
0.07390934228897095,
-0.03510553017258644,
0.04557964578270912,
0.06017949804663658,
0.020876498892903328,
-0.013521336950361729,
-0.020587148144841194,
0.07498961687088013,
0.019314587116241455,
0.039310213178396225,
0.0232818815857172,
-0.0390821248292923,
-0.02927372232079506,
-0.016898326575756073,
-0.01637834869325161,
-0.04378751292824745,
-0.02811145782470703,
-0.02175849676132202,
0.05188646912574768,
-0.023563340306282043,
-0.030214030295610428,
0.020701222121715546,
-0.03921156004071236,
-0.007589820306748152,
-0.03247111663222313,
0.0020113142672926188,
0.04678834229707718,
-0.012408836744725704,
0.06156152859330177,
0.028991444036364555,
-0.011981220915913582,
0.007370742037892342,
-0.011654210276901722,
0.02769683487713337,
-0.005992031656205654,
-0.06081807613372803,
-0.026323124766349792,
0.036488212645053864,
0.04596417024731636,
-0.02844497375190258,
0.006168116349726915,
-0.04646644368767738,
0.015421205200254917,
-0.025999536737799644,
0.018089160323143005,
-0.056786831468343735,
-0.009515171870589256,
0.010407716035842896,
-0.006410213652998209,
-0.02016468159854412,
-0.020941074937582016,
-0.05707406625151634,
0.0037644037511199713,
-0.020957328379154205,
0.044820163398981094,
-0.0019107621628791094,
0.04104414954781532,
0.03474713861942291,
0.03107571229338646,
-0.03168696165084839,
0.012607933953404427,
-0.012709267437458038,
0.01838158816099167,
0.039155278354883194,
-0.03712698072195053,
0.025669313967227936,
-0.03932700678706169,
-0.02404443733394146,
-0.010018819943070412,
-0.01704474352300167,
0.038408342748880386,
-0.016314702108502388,
0.042571503669023514,
0.04973404482007027,
0.0039263200014829636,
-0.007923555560410023,
-0.008488849736750126,
-0.033498674631118774,
-0.01133850496262312,
0.001442557666450739,
-0.0449754036962986,
-0.007143591996282339,
-0.04132142663002014,
0.004487320315092802,
0.027053944766521454,
0.08922147005796432,
0.028185177594423294,
-0.014054570347070694,
-0.00495290057733655,
-0.012172124348580837,
-0.043451741337776184,
0.0012108968803659081,
0.05976957082748413,
-0.02690664865076542,
-0.07129047811031342,
-0.0069132703356444836,
0.04111344367265701,
-0.009607046842575073,
-0.07122670859098434,
0.016156615689396858,
-0.03400127589702606,
0.022227274253964424,
0.019622009247541428,
-0.03520352765917778,
0.01806911826133728,
-0.011101865209639072,
0.00030722771771252155,
0.01492287777364254,
0.014600970782339573,
0.010498159565031528,
-0.02544274739921093,
-0.01627478003501892,
-0.021942269057035446,
-0.02995084784924984,
-0.05167949199676514,
-0.003642931580543518,
0.02475295588374138,
0.05243503674864769,
-0.04281485825777054,
-0.023815354332327843,
-0.00545958336442709,
-0.012581889517605305,
-0.011407889425754547,
-0.0703553706407547,
-0.00040464504854753613,
-0.0002075905358651653,
-0.05150371044874191,
0.015331742353737354,
-0.049248743802309036,
0.020949967205524445,
0.015029098838567734,
-0.00021045516768936068,
-0.03999818488955498,
-0.02577178180217743,
-0.03245813772082329,
0.07184236496686935,
-0.03519001230597496,
-0.010556935332715511,
-0.009168204851448536,
0.012014237232506275,
0.03385959193110466,
-0.03429177775979042,
0.015862975269556046,
0.022845996543765068,
0.08763790875673294,
0.01043709833174944,
0.0410238616168499,
0.024805890396237373,
-0.04414311423897743,
-0.013691967353224754,
-0.05500296130776405,
0.012652755714952946,
0.014626530930399895,
-0.003225848777219653,
0.08166893571615219,
-0.08360259979963303,
0.02363266795873642,
-0.022444622591137886,
-0.03741161525249481,
-0.04053521901369095,
-0.03895680978894234,
0.018368080258369446,
-0.01770384982228279,
0.005117141641676426,
-0.03165691718459129,
0.04588187858462334,
-0.021317634731531143,
-0.003824752988293767,
0.020021112635731697,
-0.06307844817638397,
0.04197513312101364,
0.0003500936145428568,
-0.02251560240983963,
-0.05718357115983963,
0.05008172616362572,
-0.07356667518615723,
0.044762276113033295,
0.01816801354289055,
0.0010146729182451963,
0.04153788462281227,
0.0279843769967556,
0.11729586869478226,
-0.0007152083562687039,
0.011803017929196358,
0.015486465767025948,
-0.005586165003478527,
-0.025769105181097984,
0.03846052661538124,
0.04332756623625755,
0.03564462065696716,
0.01444316003471613,
0.0420854426920414,
0.0525813028216362,
-0.031999099999666214,
-0.11948652565479279,
-0.01874070055782795,
0.04287385195493698,
-0.008951880037784576,
-0.03752521052956581,
0.013994207605719566,
-0.06159667298197746,
0.01137368381023407,
-0.007149138953536749,
0.061929017305374146,
0.04841671884059906,
-0.05564064159989357,
0.04235248640179634,
0.05876671522855759,
0.027368174865841866,
-0.01910732127726078,
0.006800717208534479,
-0.042387597262859344,
-0.04535180702805519,
0.005957989953458309,
0.05659504607319832,
-0.00025686901062726974,
0.014730476774275303,
0.07729567587375641,
-0.009886807762086391,
-0.017549831420183182,
0.050756003707647324,
0.011593933217227459,
0.0028865556232631207,
0.00813960749655962,
0.03747638314962387,
0.034399013966321945,
-0.026052797213196754,
-0.015082300640642643,
0.0016475077718496323,
0.029119092971086502,
0.05489232763648033,
-0.04256290942430496,
0.008990110829472542,
-0.013175198808312416,
-0.010592298582196236,
-0.011235615238547325,
-0.024931645020842552,
-0.03436803072690964,
-0.03540077805519104,
-0.037835270166397095,
-0.025268863886594772,
-0.059248026460409164,
-0.005640123039484024,
0.050602350383996964,
0.0001835100702010095,
0.032762423157691956,
-0.03203076496720314,
-0.0030176350846886635,
0.025883110240101814,
0.025989282876253128,
-0.043796658515930176,
0.02536057122051716,
0.03278820961713791,
0.04696322977542877,
0.0012768107699230313,
0.044833261519670486,
0.02858121320605278,
0.0028065976221114397,
-0.004660609178245068,
0.03354465216398239,
-0.009710266254842281,
0.03318691998720169,
-0.05040966346859932,
-0.006271944381296635,
0.02024008519947529,
0.06326103955507278,
-0.012405461631715298,
0.0389743410050869,
-0.029334669932723045,
0.025360291823744774,
0.03789336606860161,
0.018185200169682503,
0.031065529212355614,
0.007462337613105774,
-0.05096308887004852,
-0.06710505485534668,
-0.03159143775701523,
-0.02773359604179859,
0.038295403122901917,
-0.0008631894597783685,
-0.03327202424407005,
0.027513479813933372,
0.026881955564022064,
0.03528885543346405,
-0.0028472510166466236,
0.003988200798630714,
-0.0025805560871958733,
-0.0063030612654984,
-0.08446016162633896,
-0.04568270593881607,
0.04769021272659302,
0.002895583165809512,
0.007629632018506527,
0.015389194712042809,
-0.00121082435362041,
0.030357668176293373,
0.04788888990879059,
0.005683747120201588,
-0.033848103135824203,
-0.038806524127721786,
-0.04240519553422928,
-0.010428342036902905,
-0.0042364588007330894,
-0.057893067598342896,
-0.03869013860821724,
0.03710613027215004,
-0.022066805511713028,
-0.014584085904061794,
0.01339190173894167,
-0.057425323873758316,
0.009234058670699596,
-0.0666797012090683,
0.02819499559700489,
0.056956369429826736,
0.020127683877944946,
-0.01569736935198307,
0.011842898093163967,
0.03267594054341316,
0.042485181242227554,
-0.056418340653181076,
-0.008982065133750439,
-0.012592190876603127,
0.07435484230518341,
0.0064833336509764194,
0.016714995726943016,
0.006142834667116404,
0.01785382069647312,
-0.007914546877145767,
-0.05282677337527275,
-0.06791647523641586,
0.04651962220668793,
-0.012797168456017971,
0.047323811799287796,
0.055427324026823044,
0.06436699628829956,
0.03427940979599953,
-0.025084225460886955,
0.03769887611269951,
0.0066933659836649895,
0.009515360929071903,
0.03586462512612343,
-0.023992782458662987,
0.03435783088207245,
0.005650441162288189,
0.000044327505747787654,
-0.005499878898262978,
-0.006946796551346779
] |
<p>I am looking into using LexRank to do some text summarization. I am looking at the <a href="http://www.cs.cmu.edu/afs/cs/project/jair/pub/volume22/erkan04a-html/erkan04a.html" rel="nofollow">original paper</a>. One thing that puzzles me is whether a damping factor is used or not. The formulae are all using it, but the algorithms provided seem not to use it.</p>
<p>I am wondering whether that should be included or not in the power step iteration?</p>
|
g73999
|
[
0.04887259751558304,
-0.009272764436900616,
-0.00021374589414335787,
-0.04169461876153946,
0.026437608525156975,
-0.0480952188372612,
0.02011856622993946,
0.03470974415540695,
-0.03771570697426796,
-0.0075547341257333755,
-0.021425312384963036,
0.0291312076151371,
0.04954450577497482,
0.0330582894384861,
-0.06432884186506271,
0.00021384416322689503,
0.08174164593219757,
-0.007074898574501276,
-0.016058901324868202,
0.013621886260807514,
-0.02124258689582348,
0.002930053509771824,
-0.00979286152869463,
-0.05505336821079254,
0.013383814133703709,
0.009566419757902622,
-0.04981616884469986,
-0.021485958248376846,
-0.041660577058792114,
-0.04225606098771095,
-0.004400705453008413,
0.039328668266534805,
-0.019034922122955322,
-0.02112724632024765,
-0.060891591012477875,
0.026706883683800697,
0.07775940746068954,
0.017988089472055435,
-0.04000069573521614,
-0.036221399903297424,
-0.02548673003911972,
0.033741310238838196,
0.023737145587801933,
-0.006408741697669029,
-0.03171640262007713,
-0.07339705526828766,
-0.05099101737141609,
-0.06499150395393372,
-0.0013889913680031896,
-0.0048332479782402515,
-0.058981142938137054,
-0.029931744560599327,
-0.025398502126336098,
-0.022668292745947838,
-0.03498665615916252,
0.04138602316379547,
-0.03424492105841637,
-0.025695068761706352,
0.010839466005563736,
0.024776168167591095,
0.030324719846248627,
-0.06136629357933998,
-0.015243816189467907,
-0.02568037249147892,
0.023030776530504227,
-0.012469170615077019,
-0.06811916083097458,
0.02148858644068241,
0.00575828505679965,
-0.015894031152129173,
-0.025461768731474876,
-0.023666782304644585,
-0.038243912160396576,
-0.01722707971930504,
-0.03124135732650757,
0.042123813182115555,
-0.015018654055893421,
0.02509409375488758,
0.03534086048603058,
0.05195411294698715,
-0.011412454769015312,
-0.023222902789711952,
0.07933592796325684,
0.059944555163383484,
0.009261185303330421,
0.015659693628549576,
-0.029571931809186935,
0.004536694381386042,
0.03374920412898064,
0.048333022743463516,
-0.002039848593994975,
-0.026681721210479736,
-0.0022052705753594637,
0.002842650515958667,
-0.012264745309948921,
-0.0029617887921631336,
-0.01387335080653429,
-0.00576967466622591,
0.06287241727113724,
0.00984260719269514,
-0.006857231725007296,
0.029087090864777565,
-0.013682845048606396,
-0.026916567236185074,
-0.02492404729127884,
-0.029227515682578087,
0.01994549110531807,
-0.07236990332603455,
-0.003672860562801361,
-0.02691708877682686,
-0.01991322822868824,
-0.010444615967571735,
-0.04191535711288452,
-0.041423499584198,
-0.05545336753129959,
-0.0016968586714938283,
0.06189132481813431,
0.017775509506464005,
-0.02896709553897381,
0.025719700381159782,
-0.011581657454371452,
0.01078594196587801,
0.02529238723218441,
0.013350944966077805,
-0.03836672008037567,
0.041951268911361694,
0.041100844740867615,
0.025959039106965065,
0.002614435041323304,
-0.03396661952137947,
0.014506105333566666,
-0.04776286333799362,
0.0032215500250458717,
-0.015927623957395554,
0.0665375292301178,
0.07857904583215714,
-0.015611637383699417,
0.04769003391265869,
0.006480828393250704,
0.011407025158405304,
-0.0009339610696770251,
-0.04398267716169357,
0.05853458493947983,
-0.06717758625745773,
-0.07415257394313812,
0.04193812981247902,
-0.06163610890507698,
-0.005216141697019339,
0.05405168980360031,
-0.031443845480680466,
0.0381169430911541,
-0.008395237848162651,
0.001018623006530106,
-0.018623284995555878,
0.01933460682630539,
0.06346645206212997,
0.0780927911400795,
-0.06529983133077621,
-0.007431544829159975,
0.07530563324689865,
0.02814432978630066,
0.023509781807661057,
0.019410833716392517,
0.007054708898067474,
0.008692302741110325,
0.02761346474289894,
0.022998379543423653,
-0.03551778197288513,
-0.04665612056851387,
-0.05032970383763313,
-0.02899535745382309,
0.027550553902983665,
0.06664951890707016,
-0.011668353341519833,
0.010683853179216385,
-0.009501161053776741,
0.06679852306842804,
0.036296408623456955,
0.03139091283082962,
0.013413872569799423,
0.0005668749217875302,
0.042316507548093796,
0.011914392933249474,
-0.013166551478207111,
-0.03808961436152458,
-0.0255549568682909,
-0.009252018295228481,
-0.03713974729180336,
-0.023166809231042862,
0.01574898697435856,
0.03270455822348595,
-0.000033367752621416,
-0.025372173637151718,
0.01759476214647293,
-0.0549958236515522,
-0.01200695801526308,
-0.022388242185115814,
-0.03547624126076698,
-0.004678408615291119,
0.0348973423242569,
0.03389954939484596,
0.010087917558848858,
-0.039070069789886475,
-0.03937834873795509,
-0.013858383521437645,
0.025102706626057625,
-0.03979339823126793,
0.008157946169376373,
0.013146113604307175,
-0.04280545935034752,
0.011799387633800507,
0.026399973779916763,
0.012935751117765903,
-0.0029227002523839474,
-0.01113305613398552,
-0.029388654977083206,
-0.03420763090252876,
0.04134674742817879,
0.004454272333532572,
0.05623287707567215,
-0.027172334492206573,
0.008672474883496761,
-0.0640290230512619,
0.0051466673612594604,
-0.12624132633209229,
0.03036838211119175,
0.005281288176774979,
0.021542299538850784,
0.029243897646665573,
-0.011574666015803814,
-0.049402885138988495,
-0.0969933494925499,
-0.05522610619664192,
-0.053839441388845444,
0.055303338915109634,
0.0044273510575294495,
0.015098932199180126,
0.041230957955121994,
0.05682212859392166,
0.08510856330394745,
0.03525393456220627,
-0.05263635143637657,
0.005865281447768211,
0.001936253160238266,
0.0005302238278090954,
-0.02894572913646698,
-0.012548797763884068,
-0.0032631480135023594,
-0.07761013507843018,
0.022718306630849838,
-0.0052953059785068035,
-0.031508978456258774,
0.018337616696953773,
0.057793062180280685,
-0.03827022388577461,
-0.0025423471815884113,
0.008487029001116753,
-0.023099925369024277,
0.06717707961797714,
0.06165589019656181,
0.03625835105776787,
0.08396711200475693,
0.0080448342487216,
-0.05447707697749138,
0.005508233793079853,
0.02030545473098755,
-0.009427569806575775,
-0.04697238653898239,
0.04933817684650421,
0.03492842614650726,
-0.007081006653606892,
0.017290525138378143,
0.04260173812508583,
0.04330753907561302,
-0.003750385483726859,
0.03596930205821991,
0.042300254106521606,
-0.06233413517475128,
0.025996455922722816,
0.033949095755815506,
0.012017127126455307,
-0.06429111957550049,
0.01146142091602087,
0.010425308719277382,
0.024267766624689102,
0.0433451384305954,
0.07161077857017517,
0.04349846765398979,
0.017024535685777664,
-0.01642480306327343,
0.0035648660268634558,
0.014172781258821487,
0.058969929814338684,
-0.005996446590870619,
0.017061056569218636,
0.08523330092430115,
0.03604907542467117,
-0.15215253829956055,
0.04878981411457062,
-0.005876573268324137,
0.012403235770761967,
-0.04476597160100937,
0.03446917608380318,
-0.05443775653839111,
0.02511376328766346,
0.010169105604290962,
-0.003266250481829047,
0.01255777757614851,
0.07446262240409851,
0.0388096459209919,
-0.03764492645859718,
0.0613713301718235,
0.010643091052770615,
-0.053805768489837646,
-0.005381303373724222,
-0.0021805723663419485,
0.013485834933817387,
0.009758646599948406,
0.041396260261535645,
-0.028818264603614807,
0.012450429610908031,
-0.06004086881875992,
0.0283976923674345,
-0.02072318084537983,
-0.0468645915389061,
0.05311735346913338,
0.01659148931503296,
0.07212923467159271,
-0.015439357608556747,
0.027544455602765083,
0.05527020990848541,
0.008991017006337643,
0.04132670536637306,
-0.017604243010282516,
0.009198947809636593,
-0.06321598589420319,
-0.005545177962630987,
-0.05289745330810547,
0.0006605819799005985,
0.019008714705705643,
-0.031943995505571365,
-0.06485423445701599,
0.01714705303311348,
-0.03528822213411331,
-0.00889110192656517,
-0.03530008718371391,
0.02431582286953926,
0.0255245640873909,
-0.03458685055375099,
-0.03530779480934143,
0.05615462362766266,
0.013455594889819622,
-0.03748229146003723,
-0.06321117281913757,
0.03465263172984123,
0.01519621443003416,
-0.02055066078901291,
-0.016061635687947273,
-0.0349450446665287,
0.050252143293619156,
0.028404513373970985,
-0.03518422693014145,
-0.017275452613830566,
0.03687228634953499,
-0.025878114625811577,
0.0153764383867383,
-0.03883099928498268,
0.09514368325471878,
-0.05349519103765488,
0.02172875963151455,
0.011773006059229374,
-0.007652413100004196,
-0.02339380607008934,
0.003138144500553608,
0.036548469215631485,
0.06315136700868607,
0.06404581665992737,
0.035779714584350586,
0.012903174385428429,
0.012300599366426468,
0.006801843177527189,
-0.015929793938994408,
0.035971660166978836,
0.03531729802489281,
-0.006481615826487541,
0.028136402368545532,
-0.04569165036082268,
-0.03421122953295708,
0.014228712767362595,
0.0034537105821073055,
-0.017271894961595535,
0.019442616030573845,
-0.003511592745780945,
0.05171671882271767,
0.03109135292470455,
-0.004299659747630358,
-0.013370540924370289,
0.0731443464756012,
-0.040586650371551514,
0.09868721663951874,
0.020422451198101044,
-0.04322395101189613,
0.027531996369361877,
0.05969534441828728,
0.03414740413427353,
0.020450666546821594,
0.0030557927675545216,
-0.05073615908622742,
0.030578620731830597,
-0.0031598799396306276,
-0.045651745051145554,
0.04980970174074173,
-0.011594457551836967,
-0.01691989228129387,
0.011472304351627827,
-0.010038366541266441,
-0.010267694480717182,
0.008397498168051243,
-0.017717182636260986,
0.005901820957660675,
0.01457951869815588,
0.005016219802200794,
-0.06527576595544815,
-0.03123299963772297,
-0.0030018575489521027,
-0.009863610379397869,
-0.014722852036356926,
-0.01912568137049675,
0.01893729902803898,
-0.000621358398348093,
0.0925711989402771,
0.015380925498902798,
-0.005257549695670605,
0.014261464588344097,
0.015403448604047298,
0.021187564358115196,
-0.02560460940003395,
0.033690087497234344,
0.019863130524754524,
-0.00010892527643591166,
-0.041186437010765076,
-0.017654264345765114,
-0.04256605729460716,
0.05440405011177063,
-0.039960768073797226,
0.023985493928194046,
-0.03182357922196388,
0.03479669988155365,
-0.011427153833210468,
0.021868053823709488,
0.05647892504930496,
0.015927281230688095,
0.02214260771870613,
-0.020720118656754494,
0.061554163694381714,
0.05576910451054573,
-0.0036821155808866024,
-0.05909407138824463,
0.03082135319709778,
-0.0038461810909211636,
0.06395526230335236,
0.023118166252970695,
-0.0029339136090129614,
-0.008221643976867199,
-0.0058236015029251575,
-0.0030159982852637768,
0.005251506809145212,
0.014000793918967247,
-0.008562282659113407,
0.038439054042100906,
0.023305261507630348,
-0.05915934965014458,
-0.04591367766261101,
0.01355552114546299,
-0.028244568035006523,
-0.0026605722960084677,
-0.024857215583324432,
-0.013927573338150978,
0.02397512085735798,
-0.0030210765544325113,
-0.027713637799024582,
-0.003410923993214965,
0.012559396214783192,
-0.03979051858186722,
-0.028318898752331734,
-0.040201518684625626,
-0.00396875012665987,
-0.04200989007949829,
-0.0393749438226223,
0.020071454346179962,
0.0009839303093031049,
0.06701546162366867,
0.006534792482852936,
-0.01893005706369877,
-0.012250488623976707,
0.02688424102962017,
0.015140273608267307,
-0.044650785624980927,
-0.0005686188233084977,
0.0013622496044263244,
-0.018262632191181183,
0.009585089981555939,
-0.020513085648417473,
-0.042151253670454025,
-0.03355281427502632,
-0.01821817457675934,
0.0740547925233841,
-0.01155561488121748,
0.026095159351825714,
-0.06047304719686508,
0.004448163788765669,
0.0305843036621809,
0.05527166277170181,
0.07226011157035828,
-0.019834350794553757,
-0.0696667805314064,
0.010432258248329163,
0.052233509719371796,
-0.0768817588686943,
-0.07271954417228699,
0.03280409052968025,
0.03499811515212059,
0.011766854673624039,
-0.011275555938482285,
0.0477319099009037,
-0.008104954846203327,
-0.02465595304965973,
-0.01920722797513008,
-0.04983999952673912,
0.01464446634054184,
0.025772061198949814,
0.030242661014199257,
-0.06441532075405121,
0.006565644405782223,
0.0195878054946661,
-0.04341084510087967,
-0.005571970250457525,
0.028937241062521935,
-0.024750517681241035,
-0.027147846296429634,
-0.037500251084566116,
0.019010823220014572,
-0.015549439936876297,
-0.032741181552410126,
-0.014962546527385712,
-0.005184969399124384,
0.02149096690118313,
-0.019751137122511864,
0.05804704874753952,
-0.09505286812782288,
0.011002181097865105,
-0.00712632155045867,
-0.006226535886526108,
0.08177140355110168,
-0.0259864404797554,
-0.042280759662389755,
-0.003183613531291485,
-0.015703152865171432,
0.014592682011425495,
0.010279578156769276,
-0.02541077882051468,
-0.025454081594944,
0.005580743309110403,
0.013409022241830826,
0.06718559563159943,
-0.010584890842437744,
0.035775210708379745,
0.02996828220784664,
-0.038960859179496765,
0.007392571307718754,
0.05646032467484474,
-0.03223555535078049,
0.01599404588341713,
0.03432679921388626,
-0.020655551925301552,
0.001504203537479043,
-0.03398951515555382,
-0.031112875789403915,
-0.01127244159579277,
-0.03629184141755104,
0.0035165250301361084,
0.014160101301968098,
0.023668838664889336,
0.01573879085481167,
0.011366275139153004,
-0.05091244354844093,
-0.09213127940893173,
0.00937336403876543,
0.015168235637247562,
0.007814980112016201,
-0.06413400173187256,
0.04725783318281174,
-0.08628302812576294,
0.021628566086292267,
-0.016649046912789345,
0.028256995603442192,
-0.026788316667079926,
0.08160360157489777,
0.020623652264475822,
-0.0014695229474455118,
-0.015677999705076218,
-0.008646204136312008,
0.002266602125018835,
-0.08592056483030319,
-0.03305640444159508,
0.017634280025959015,
-0.004283248912543058,
-0.01624128594994545,
0.009962222538888454,
-0.0013766272459179163,
0.007580096367746592,
-0.0001641896233195439,
0.051133714616298676,
0.025899088010191917,
-0.03866621106863022,
-0.0978124588727951,
-0.020883338525891304,
0.026571862399578094,
-0.03418942913413048,
0.01703891158103943,
0.037920113652944565,
-0.04205793887376785,
0.04828132688999176,
-0.03796093910932541,
0.009984206408262253,
0.06204856187105179,
-0.0470350980758667,
0.03728603571653366,
0.012868715450167656,
-0.0014569367049261928,
-0.043873559683561325,
0.0458005852997303,
-0.025135181844234467,
-0.01493271067738533,
-0.03560076653957367,
0.031697679311037064,
-0.0792250782251358,
0.08238604664802551,
0.050729431211948395,
0.029614470899105072,
0.022255990654230118,
0.017314521595835686,
-0.026433397084474564,
-0.03195754438638687,
-0.028840016573667526,
0.03011167421936989,
-0.007860126905143261,
0.06591129302978516,
-0.014367400668561459,
-0.025791054591536522,
-0.002593747340142727,
0.020041994750499725,
-0.001989311072975397,
-0.009147179313004017,
0.013136289082467556,
0.03752138465642929,
0.01587839052081108,
0.03495371714234352,
0.017161313444375992,
-0.00719014648348093,
-0.006309326272457838,
-0.05991663783788681,
-0.008879685774445534,
0.01682797260582447,
-0.0007239239057525992,
0.0001025626843329519,
-0.010822461917996407,
0.02475355751812458,
0.05718492716550827,
0.02881125919520855,
0.027938175946474075,
-0.05497153475880623,
0.021012553945183754,
0.0002785517426673323,
0.019475553184747696,
0.04573168605566025,
0.0005892711342312396,
-0.028341688215732574,
0.003928203601390123,
0.04557191953063011,
-0.01707303524017334,
-0.002760977717116475,
-0.02610134519636631,
-0.06263164430856705,
0.0028583421371877193,
0.04443170502781868,
-0.022225169464945793,
-0.041505154222249985,
0.035903431475162506,
-0.029105868190526962,
-0.010621614754199982,
0.004910038318485022,
0.0021927780471742153,
-0.009550662711262703,
-0.011549879796802998,
0.05039304122328758,
-0.03505748137831688,
-0.02875201590359211,
-0.045978765934705734,
0.024858955293893814,
0.0549597404897213,
0.06404876708984375,
0.013261877931654453,
0.0010038588661700487,
0.03067421354353428,
0.0027279863134026527,
-0.014317982830107212,
-0.03615647181868553,
-0.010259614326059818,
-0.029689107090234756,
-0.03389720618724823,
-0.018084457144141197,
-0.041830651462078094,
0.014498050324618816,
-0.008701850660145283,
-0.02336464263498783,
0.037303369492292404,
-0.05903027579188347,
-0.005634645465761423,
0.04370216280221939,
0.00037249879096634686,
0.02473813109099865,
0.0002992754161823541,
-0.04535156115889549,
0.053309366106987,
-0.03073502704501152,
-0.02874075621366501,
0.04338296130299568,
-0.06797078251838684,
0.01503764372318983,
-0.0009133292478509247,
-0.046156905591487885,
-0.03427671641111374,
0.05425126105546951,
-0.0029499304946511984,
-0.03405025601387024,
0.0768069326877594,
-0.047977011650800705,
-0.000022338097551255487,
-0.02657974697649479,
-0.01590251922607422,
-0.02124168537557125,
0.008504818193614483,
0.014762945473194122,
0.040300074964761734,
-0.022619256749749184,
-0.0423404835164547,
0.007304169237613678,
0.012606940232217312,
-0.0471191331744194,
-0.03660416230559349,
0.04455731809139252,
-0.007079552859067917,
-0.015178254805505276,
0.003577796509489417,
0.030539823696017265,
-0.023555176332592964,
-0.015004978515207767,
-0.01619105041027069,
0.0065183695405721664,
0.012900907546281815,
-0.024160530418157578,
-0.04408673569560051,
-0.03976772353053093,
0.029648039489984512,
-0.003925778437405825,
0.008874647319316864,
-0.01931639574468136
] |
<p>Could somebody explain why ridge regression does not perform feature selection although it makes use of regularization? So, it penalizes the regression coefficients like LASSO does, but how come we end up with using all features for all the lambda (penalty) values in range? Why don't we end up getting some zero coefficients in case of high penalization? I know this is a very basic question, but I would appreciate any response. Thanks.</p>
|
g74000
|
[
0.07750985026359558,
-0.04361051321029663,
0.01567644625902176,
-0.01504802517592907,
0.10353541374206543,
-0.06964460760354996,
0.029484376311302185,
0.07130379974842072,
-0.033499184995889664,
-0.04134777933359146,
-0.03395834192633629,
0.0777127668261528,
0.03629601001739502,
0.0022716454695910215,
-0.02287452667951584,
-0.014427204616367817,
-0.0073838806711137295,
-0.03025294467806816,
0.03386857360601425,
-0.05524057894945145,
-0.05766333267092705,
0.01591266505420208,
0.02743668667972088,
-0.06511475145816803,
-0.011147500947117805,
0.020609743893146515,
-0.01807236485183239,
0.015116137452423573,
-0.021311819553375244,
0.04532553628087044,
0.01333511434495449,
0.03655891492962837,
-0.012974959798157215,
0.0158475860953331,
-0.02620401419699192,
0.03917054459452629,
0.018629493191838264,
0.0030187638476490974,
-0.04642077162861824,
-0.010168276727199554,
0.043728869408369064,
0.03612285852432251,
-0.022084174677729607,
0.0192904993891716,
0.007561274338513613,
-0.044393640011548996,
0.011180680245161057,
0.018191637471318245,
0.0016195258358493447,
0.04422773793339729,
0.03036349080502987,
0.010215780697762966,
-0.03269128128886223,
-0.06585653871297836,
0.06686928868293762,
-0.0299123115837574,
-0.014403704553842545,
0.010637382045388222,
0.004012908320873976,
-0.02748185023665428,
0.020311804488301277,
-0.009356121532619,
-0.005626766476780176,
0.011473138816654682,
0.02325594052672386,
-0.011050131171941757,
0.019725557416677475,
-0.0240353774279356,
-0.005412813741713762,
0.06398935616016388,
-0.028629867359995842,
0.011577548459172249,
-0.0381704643368721,
-0.010220324620604515,
-0.020596975460648537,
0.01101843360811472,
-0.02730601467192173,
0.045780643820762634,
0.005969942081719637,
0.03235722333192825,
-0.01960974931716919,
-0.0013513561571016908,
-0.02288099192082882,
0.0778575986623764,
-0.010165554471313953,
0.04906037822365761,
-0.010441592894494534,
-0.014018584042787552,
0.0037020884919911623,
-0.029485955834388733,
-0.009998420253396034,
0.0062882062047719955,
0.036330047994852066,
0.049212463200092316,
-0.032324086874723434,
-0.0443534255027771,
0.025311870500445366,
0.006421586964279413,
0.044186994433403015,
0.007490323856472969,
0.011766481213271618,
0.05916063115000725,
0.01794792152941227,
0.017888354137539864,
-0.010892222635447979,
-0.01853829249739647,
-0.011309430003166199,
0.06118983030319214,
-0.0647914707660675,
-0.0595671571791172,
0.00858265906572342,
0.05036386847496033,
0.006810173392295837,
-0.026937995105981827,
-0.07318970561027527,
-0.041411567479372025,
0.0763411596417427,
-0.03285811096429825,
0.01592474803328514,
0.03515784442424774,
0.029777120798826218,
0.005771831143647432,
0.03170720115303993,
-0.04935877025127411,
-0.05309629812836647,
-0.008218370378017426,
0.007417516317218542,
0.02762589417397976,
0.04453067481517792,
-0.022033197805285454,
-0.05006122961640358,
0.0080716572701931,
-0.042114194482564926,
0.013617344200611115,
0.02433447167277336,
0.016506902873516083,
-0.021110791712999344,
0.006421736907213926,
0.00562431663274765,
0.005725877359509468,
0.008220256306231022,
0.050721291452646255,
0.006326036062091589,
-0.009537279605865479,
0.022060513496398926,
-0.016443826258182526,
0.0031223315745592117,
-0.0002557174302637577,
0.028186559677124023,
0.034223612397909164,
0.03062661923468113,
0.046929117292165756,
-0.013367565348744392,
0.0036867994349449873,
-0.023151209577918053,
0.035082463175058365,
0.04844409227371216,
-0.009317546151578426,
0.0387859120965004,
0.05065065994858742,
0.0686321035027504,
0.02049824595451355,
0.040662799030542374,
0.024091044440865517,
-0.02901114895939827,
-0.004837114829570055,
-0.05060909315943718,
-0.035539161413908005,
-0.04053351655602455,
0.006450572982430458,
0.010034728795289993,
0.03195199742913246,
0.03862479701638222,
-0.011828361079096794,
0.09812106937170029,
0.03983427211642265,
0.013174192048609257,
0.06983129680156708,
0.019131196662783623,
-0.0011159318964928389,
-0.02889145538210869,
-0.011788466013967991,
-0.007615209091454744,
0.02636612579226494,
-0.010926212184131145,
-0.035700876265764236,
-0.02812504768371582,
-0.0020778558682650328,
-0.03662463277578354,
0.03009578213095665,
0.000835185928735882,
-0.02085934393107891,
-0.031639136373996735,
-0.035562485456466675,
0.026965051889419556,
-0.024562304839491844,
0.034012842923402786,
-0.07648077607154846,
-0.04260808601975441,
-0.014604035764932632,
-0.013868305832147598,
0.009039441123604774,
0.05519941449165344,
0.002788018435239792,
-0.05587409809231758,
0.01031280867755413,
0.03398476541042328,
-0.01596355065703392,
-0.015668140724301338,
-0.03816431388258934,
-0.022489167749881744,
0.06752701103687286,
0.03325409069657326,
-0.03197910264134407,
0.019778046756982803,
-0.03461865708231926,
-0.03289211913943291,
0.008527867496013641,
0.0009716149652376771,
0.006474719382822514,
-0.08344766497612,
-0.026668105274438858,
-0.013425908051431179,
0.061823487281799316,
-0.016640618443489075,
0.04309830814599991,
0.04199101775884628,
-0.006772987544536591,
0.045953888446092606,
-0.018521999940276146,
-0.03328476473689079,
-0.025149721652269363,
0.046448126435279846,
-0.06807489693164825,
0.04409879446029663,
-0.028973419219255447,
0.012292838655412197,
-0.030218323692679405,
0.0014661812456324697,
0.00918725784868002,
-0.012102922424674034,
0.0076435222290456295,
-0.006220524664968252,
0.03569589927792549,
0.014250760897994041,
-0.05935940891504288,
-0.03583221882581711,
0.0074086859822273254,
-0.033222343772649765,
0.051254916936159134,
0.031564656645059586,
0.0368197076022625,
-0.023366965353488922,
0.017432188615202904,
-0.05876587703824043,
-0.04539874568581581,
0.003770850133150816,
-0.015302222222089767,
0.0034582451917231083,
-0.0015426019672304392,
-0.04937557876110077,
0.07768969237804413,
0.04163951799273491,
-0.01883690431714058,
-0.07284871488809586,
0.022014090791344643,
0.01664562150835991,
-0.03720035031437874,
-0.012118822894990444,
-0.03789379075169563,
-0.009584498591721058,
0.02273481711745262,
0.04455167427659035,
0.004721099976450205,
0.06833945959806442,
-0.030431313440203667,
-0.03560914471745491,
0.016415799036622047,
0.041425663977861404,
-0.012997257523238659,
-0.016815729439258575,
-0.04399832710623741,
-0.02141464129090309,
-0.048722043633461,
0.025946075096726418,
0.0043714833445847034,
0.02703302726149559,
0.07942333817481995,
0.0032761101610958576,
0.010774885304272175,
-0.011922582052648067,
-0.07732513546943665,
-0.010296696797013283,
-0.03032514825463295,
0.05039505288004875,
-0.013881275430321693,
-0.037397537380456924,
-0.06622228026390076,
0.04866650700569153,
0.026105476543307304,
-0.030241290107369423,
-0.02460416965186596,
-0.022789550945162773,
-0.007256229408085346,
-0.0729670524597168,
-0.02911119908094406,
-0.014067824929952621,
-0.031200869008898735,
-0.06809048354625702,
-0.02059704065322876,
-0.0012175431475043297,
0.06562040001153946,
-0.011550233699381351,
0.012458874844014645,
0.0003316708607599139,
-0.00309723406098783,
-0.054347142577171326,
0.016882698982954025,
-0.03150859475135803,
0.0037880889140069485,
-0.038245346397161484,
-0.054152339696884155,
-0.00827113725244999,
-0.012747756205499172,
-0.005993579979985952,
0.04415569826960564,
-0.0523681603372097,
0.04193423315882683,
0.014755337499082088,
0.03064107894897461,
0.06391802430152893,
0.03962269052863121,
0.022530389949679375,
-0.0572914183139801,
-0.021150492131710052,
-0.09511557966470718,
0.005936915520578623,
-0.03223400563001633,
-0.0005895174108445644,
-0.02212957851588726,
0.009306767024099827,
-0.07445236295461655,
-0.024327963590621948,
-0.0029139742255210876,
-0.0019200013484805822,
0.017844179645180702,
-0.003787530120462179,
0.025108657777309418,
-0.0025606246199458838,
0.026376646012067795,
-0.0253322571516037,
-0.02846497856080532,
-0.005797752179205418,
-0.021958664059638977,
0.04436371102929115,
-0.01836962252855301,
-0.029841676354408264,
0.01567544974386692,
0.040722087025642395,
0.010034022852778435,
0.07530651986598969,
-0.035533882677555084,
-0.017546407878398895,
-0.05834895372390747,
-0.011906244792044163,
-0.06652578711509705,
0.036009110510349274,
0.06255719065666199,
-0.012473730370402336,
0.0177881121635437,
0.09682745486497879,
-0.012747698463499546,
0.015874383971095085,
-0.02957927994430065,
-0.030192121863365173,
0.020871587097644806,
0.028397731482982635,
0.08885864913463593,
-0.019994070753455162,
0.02091369964182377,
0.001060732058249414,
-0.025386767461895943,
0.015109446831047535,
0.01744937151670456,
0.019218768924474716,
-0.04262378439307213,
-0.03321126103401184,
-0.02550624869763851,
-0.008357417769730091,
-0.008244432508945465,
-0.012025478295981884,
-0.018222123384475708,
-0.028157826513051987,
-0.02515500783920288,
0.01566092111170292,
-0.04737059772014618,
0.03419128432869911,
-0.03382180631160736,
0.04653898626565933,
-0.007570846937596798,
-0.062097206711769104,
0.019369598478078842,
0.04922543093562126,
0.011815101839601994,
0.049948759377002716,
-0.024621518328785896,
0.03540714085102081,
0.06864435225725174,
-0.00023307710944209248,
-0.02159494161605835,
-0.034531284123659134,
-0.005019231699407101,
-0.019499868154525757,
-0.01525658555328846,
0.0439658984541893,
-0.04341738298535347,
0.022566992789506912,
-0.02769738994538784,
-0.02215949445962906,
-0.04111199826002121,
0.029651159420609474,
-0.012271986342966557,
-0.0936768501996994,
0.02916310541331768,
-0.01751926727592945,
0.0009886298794299364,
0.0758976936340332,
0.017878543585538864,
0.04559037461876869,
-0.039250101894140244,
0.06289362907409668,
0.00817268155515194,
-0.033620692789554596,
0.02743632346391678,
-0.03700685873627663,
0.033079490065574646,
0.0035944266710430384,
-0.020151564851403236,
-0.050062309950590134,
-0.04445658624172211,
-0.011789870448410511,
-0.03737378492951393,
0.038751158863306046,
0.014319946989417076,
-0.05384507030248642,
-0.04160326346755028,
-0.0263662226498127,
-0.029670437797904015,
-0.025936631485819817,
0.050705257803201675,
0.002234476385638118,
-0.03335433825850487,
-0.020673085004091263,
-0.019416214898228645,
0.027496710419654846,
-0.011326382867991924,
0.057913653552532196,
0.033088553696870804,
0.10918749868869781,
0.06844747066497803,
-0.03552412986755371,
-0.03371495380997658,
-0.04760679230093956,
0.032511740922927856,
0.01995268650352955,
0.0074457949958741665,
-0.03642333298921585,
0.001260486664250493,
0.03797825425863266,
0.061321284621953964,
-0.015531321987509727,
-0.03619932010769844,
0.06535220146179199,
0.006652813870459795,
0.0016014050925150514,
0.03360309824347496,
0.029251035302877426,
-0.024226225912570953,
0.009487643837928772,
-0.017773354426026344,
-0.005579083692282438,
-0.039848148822784424,
0.015211432240903378,
-0.03624596446752548,
-0.0913287103176117,
-0.007655711378902197,
-0.06617008149623871,
-0.04823816940188408,
-0.058703482151031494,
0.035621095448732376,
-0.008873226121068,
0.08213601261377335,
0.024139491841197014,
-0.012498404830694199,
0.002563710557296872,
0.022609008476138115,
-0.02131052128970623,
0.009888380765914917,
0.004755898378789425,
-0.01836497336626053,
0.01245321985334158,
0.008202957920730114,
0.03132481500506401,
0.0024419547989964485,
-0.037860095500946045,
0.03083091974258423,
0.13445203006267548,
-0.02269843965768814,
0.05173049122095108,
0.010217822156846523,
0.019023999571800232,
0.04931366816163063,
0.06519581377506256,
0.030752576887607574,
-0.10026789456605911,
-0.06445719301700592,
-0.038297366350889206,
0.04512615501880646,
0.004036336671561003,
0.005717749707400799,
0.02995537407696247,
0.04407335817813873,
0.014458567835390568,
0.03121786378324032,
0.014999543316662312,
-0.03943387418985367,
-0.020402826368808746,
-0.04182441905140877,
-0.018913280218839645,
-0.037449635565280914,
0.026157166808843613,
0.0318731963634491,
-0.0020074755884706974,
0.02785550057888031,
0.051556117832660675,
-0.012619227170944214,
0.004691842012107372,
0.037660080939531326,
-0.04841220751404762,
-0.06802370399236679,
0.017936550080776215,
-0.018398059532046318,
0.03666186332702637,
-0.01377490907907486,
-0.01490864995867014,
0.0028323146980255842,
0.0129123255610466,
-0.000013530664546124171,
-0.010812031105160713,
-0.05052836611866951,
-0.03910217434167862,
0.04678265005350113,
-0.041347403079271317,
0.03243289142847061,
-0.02763688564300537,
0.07923582196235657,
0.052254050970077515,
-0.019624298438429832,
-0.016895242035388947,
-0.013074317947030067,
0.00349385105073452,
-0.005638863425701857,
-0.013065652921795845,
0.011430064216256142,
0.08701930195093155,
-0.02711140736937523,
0.007787096314132214,
-0.04515381529927254,
-0.022239303216338158,
0.01187071017920971,
0.0025446133222430944,
-0.01820763573050499,
0.03725419193506241,
0.018575705587863922,
-0.014526495710015297,
0.022981490939855576,
0.021929843351244926,
0.030421830713748932,
0.023668760433793068,
-0.020668374374508858,
0.0201742984354496,
0.006250831764191389,
-0.016799544915556908,
-0.08150594681501389,
-0.021586110815405846,
-0.015153001062572002,
-0.040988463908433914,
-0.0017458094516769052,
0.05594852566719055,
0.04390887916088104,
-0.04657899588346481,
-0.015799617394804955,
0.016320638358592987,
-0.0008597121341153979,
0.01500910334289074,
-0.027009258046746254,
-0.011698704212903976,
0.08449628204107285,
-0.0013468862744048238,
-0.03995359688997269,
0.05915171280503273,
-0.004924600478261709,
0.0577949695289135,
0.00898661557585001,
0.02279544435441494,
0.011532559990882874,
-0.01791122369468212,
0.008986569941043854,
0.019643649458885193,
-0.0003915336565114558,
-0.03793437406420708,
0.06600689888000488,
0.003910397179424763,
-0.010473761707544327,
-0.005642974749207497,
-0.01661696657538414,
-0.04285251721739769,
0.024195965379476547,
-0.076718270778656,
-0.03308534249663353,
0.020176127552986145,
-0.05080990865826607,
-0.000434461107943207,
0.010254142805933952,
0.09887755662202835,
-0.00932537205517292,
-0.05592989921569824,
0.03749976307153702,
0.03766399621963501,
-0.025519777089357376,
-0.018199345096945763,
0.05116312950849533,
0.00004409625398693606,
0.06188143789768219,
-0.05302492529153824,
0.048445045948028564,
-0.09081393480300903,
0.010807633399963379,
0.0651080533862114,
-0.03054221160709858,
0.014570456929504871,
0.0549253448843956,
-0.011289630085229874,
-0.03972462937235832,
-0.04244440421462059,
0.06187935173511505,
0.009786134585738182,
0.012752282433211803,
-0.09117401391267776,
0.011042727157473564,
0.01831185817718506,
0.05231090635061264,
0.057544413954019547,
-0.03702228516340256,
0.024103963747620583,
-0.0037741989362984896,
-0.03135300055146217,
-0.006044118199497461,
-0.051410552114248276,
-0.02174467034637928,
-0.025342511013150215,
0.03677878901362419,
-0.054717693477869034,
-0.013140770606696606,
0.05180656537413597,
-0.005523622035980225,
-0.019921734929084778,
-0.0353948175907135,
0.016942786052823067,
-0.0008130983915179968,
0.002182257827371359,
-0.021513335406780243,
-0.018619533628225327,
0.006043598987162113,
0.011624339036643505,
-0.012340813875198364,
-0.030032040551304817,
-0.007819303311407566,
-0.017875827848911285,
0.055819325149059296,
-0.0002576007100287825,
0.015254797413945198,
0.03088320791721344,
-0.05781687796115875,
-0.04801902920007706,
0.03524194657802582,
0.00027074277750216424,
0.021418530493974686,
-0.018450500443577766,
-0.05381491407752037,
-0.0606977604329586,
-0.02201549895107746,
-0.004795947577804327,
-0.033975355327129364,
0.013401376083493233,
0.004943853709846735,
-0.012974102050065994,
-0.013897674158215523,
-0.038948073983192444,
0.0018359198002144694,
0.034936029464006424,
-0.009527924470603466,
-0.06212199106812477,
-0.06192019209265709,
0.031818170100450516,
0.015657104551792145,
0.01646542176604271,
-0.0065587107092142105,
-0.0387885682284832,
-0.0017581434221938252,
-0.024693984538316727,
-0.019005214795470238,
0.013677144423127174,
0.031106000766158104,
0.0073823221027851105,
0.014337100088596344,
0.0637243464589119,
-0.02691050060093403,
0.011131911538541317,
-0.04587274044752121,
-0.0035982627887278795,
-0.014402392320334911,
0.03439115360379219,
-0.012646010145545006,
0.02763785421848297,
0.013260887004435062,
-0.010625134222209454,
0.019924316555261612,
0.0008652359247207642,
0.04763038083910942,
0.020102886483073235,
-0.034192997962236404,
-0.023714518174529076,
-0.010143330320715904,
0.009465872310101986,
0.013405411504209042,
0.024451246485114098,
0.03892477601766586,
-0.04537619650363922,
0.023819703608751297,
-0.058991529047489166,
0.09823740273714066,
0.03213963285088539,
-0.02925550378859043,
0.05468820407986641,
-0.04170141741633415,
0.0058128866367042065,
0.04392147809267044,
-0.01739654503762722,
-0.01362085435539484,
-0.01962539367377758,
0.001845322665758431,
-0.02590627782046795,
0.004081052727997303,
-0.08767174184322357,
0.005848920904099941,
-0.031100109219551086,
0.006974070332944393,
0.007919656112790108,
-0.03503745049238205,
-0.03510195389389992,
0.026930423453450203,
-0.023111501708626747,
-0.009042303077876568,
0.04481916129589081,
0.003152596764266491,
-0.0047943671233952045,
0.0189934391528368
] |
<p>In a test, permutation test is used to estimate the null distribution of the test statistic from the sample.</p>
<p>In multiple comparison, what is the usage of permutation test?</p>
<p>Thanks!</p>
|
g74001
|
[
0.045036401599645615,
-0.04312032833695412,
-0.006610168144106865,
-0.052194271236658096,
-0.022818440571427345,
-0.03171258047223091,
0.012808180414140224,
0.013119751587510109,
-0.025113461539149284,
-0.04016709700226784,
-0.022169414907693863,
0.019891323521733284,
-0.00809481367468834,
0.022977322340011597,
-0.07584802061319351,
-0.03437693789601326,
0.06264355033636093,
0.005417053122073412,
0.014975921250879765,
0.0045677293092012405,
-0.0192697886377573,
0.003460944863036275,
-0.006129282992333174,
0.00580928148701787,
-0.014736052602529526,
-0.008059496060013771,
-0.08633117377758026,
0.05957555025815964,
-0.08242490887641907,
-0.012566021643579006,
0.06177446246147156,
0.01781180128455162,
0.08609580248594284,
-0.02981312945485115,
-0.04935910925269127,
0.011746985837817192,
0.0678209438920021,
0.05088533088564873,
0.029675332829356194,
-0.015471706166863441,
-0.03581419587135315,
0.021141372621059418,
0.028773171827197075,
0.0059326388873159885,
0.04539090022444725,
0.0052316756919026375,
-0.0035831811837852,
0.03058878518640995,
-0.012807776220142841,
-0.06506647169589996,
-0.00846642442047596,
-0.010912163183093071,
0.05440168455243111,
-0.011050884611904621,
0.05410359799861908,
-0.04050072655081749,
-0.0039990246295928955,
0.00680325273424387,
0.031168948858976364,
0.019238274544477463,
-0.007107543759047985,
0.008523494005203247,
-0.07040926069021225,
-0.005374979693442583,
0.021495502442121506,
-0.005629116203635931,
0.014852037653326988,
0.01119919866323471,
0.0552506148815155,
-0.014535106718540192,
-0.016425827518105507,
-0.046273570507764816,
-0.0006598466425202787,
-0.031110098585486412,
-0.033397793769836426,
-0.039603106677532196,
-0.00172822002787143,
-0.031938061118125916,
-0.045232243835926056,
0.028700925409793854,
0.02859722636640072,
-0.0009554495918564498,
-0.01637861132621765,
0.07240873575210571,
0.050099264830350876,
-0.028725162148475647,
0.013615389354526997,
-0.02380797453224659,
0.020472917705774307,
0.008832542225718498,
0.036614641547203064,
0.041071418672800064,
0.0357292965054512,
0.03198644518852234,
-0.0593741312623024,
0.0004262957663740963,
-0.07114138454198837,
0.029070356860756874,
-0.0067575229331851006,
0.025958241894841194,
-0.004352825693786144,
0.03049716353416443,
-0.017114456743001938,
-0.03218529745936394,
-0.001564696547575295,
0.055528972297906876,
0.04046279564499855,
0.01151575893163681,
-0.04304851219058037,
-0.03741263970732689,
-0.0641908347606659,
0.04543213173747063,
-0.04351110756397247,
-0.04719310253858566,
-0.08673573285341263,
0.004728264641016722,
0.032690975815057755,
0.008913204073905945,
0.010471172630786896,
0.009066864848136902,
0.04145283252000809,
-0.009367921389639378,
-0.03659205511212349,
0.0640338659286499,
0.012208635918796062,
0.019023822620511055,
-0.08260601758956909,
0.008875437080860138,
-0.005111941136419773,
0.027915941551327705,
-0.02253378927707672,
0.020936820656061172,
0.02941557578742504,
-0.024739688262343407,
-0.0047822375781834126,
-0.019597850739955902,
0.003584296675398946,
-0.01537605281919241,
-0.0435466431081295,
-0.009047494269907475,
-0.009395021945238113,
0.007618701551109552,
0.011686301790177822,
0.025966860353946686,
0.06758235394954681,
-0.024102097377181053,
0.042654167860746384,
0.002464612480252981,
-0.03533158823847771,
0.028111567720770836,
0.014656280167400837,
0.03344874456524849,
0.07473129779100418,
-0.01789991743862629,
-0.011634203605353832,
-0.01629672199487686,
0.01909675821661949,
0.021839564666152,
0.023766038939356804,
0.0757528766989708,
-0.06599646806716919,
-0.0346578024327755,
0.047603536397218704,
0.04419809952378273,
-0.03676754608750343,
0.0077132112346589565,
0.04141005873680115,
0.004483571741729975,
0.010304603725671768,
-0.05813618749380112,
0.035009678453207016,
-0.06550328433513641,
-0.0012911517405882478,
-0.010514325462281704,
-0.023864319548010826,
-0.006189045496284962,
0.0707668587565422,
-0.04305090010166168,
-0.04239920899271965,
0.06710883975028992,
-0.03989573195576668,
0.03311564028263092,
-0.04393311217427254,
-0.014188829809427261,
-0.058209728449583054,
0.014197368174791336,
0.007842670194804668,
-0.04233546182513237,
-0.005344456527382135,
0.010488052852451801,
-0.07029955089092255,
-0.05219767615199089,
-0.004818294662982225,
-0.0013651316985487938,
-0.02021113410592079,
-0.017145397141575813,
-0.0351903960108757,
-0.017826022580266,
-0.004244823008775711,
0.0001977650390472263,
0.0438200980424881,
-0.005910759791731834,
0.008495963178575039,
0.04281069338321686,
-0.03258677199482918,
-0.021924225613474846,
-0.02413409948348999,
-0.002530022757127881,
0.03354789316654205,
0.03370290622115135,
0.05909164622426033,
0.04016779735684395,
0.03522912412881851,
0.011639457195997238,
-0.035406772047281265,
0.060500577092170715,
0.02728806436061859,
0.04251953959465027,
0.010107188485562801,
0.02609831467270851,
0.00471640145406127,
-0.0827205702662468,
0.008915957994759083,
-0.04041946306824684,
0.033130038529634476,
0.059019558131694794,
0.008403031155467033,
-0.044344495981931686,
-0.03637342154979706,
0.028645189478993416,
-0.008531386964023113,
-0.042881011962890625,
0.01154087670147419,
0.0420011542737484,
-0.00933685153722763,
0.0569610521197319,
0.004026909824460745,
0.02867148630321026,
-0.028019007295370102,
-0.0014169402420520782,
-0.05477757379412651,
-0.0058130668476223946,
-0.03139249607920647,
0.03664742782711983,
0.06792105734348297,
0.003187573282048106,
0.04068092256784439,
-0.003346963319927454,
0.039512090384960175,
0.04791700094938278,
-0.027125947177410126,
0.041029881685972214,
-0.027972370386123657,
0.05868418887257576,
0.02405448630452156,
-0.05534948781132698,
0.05467652902007103,
-0.011602647602558136,
-0.004008997231721878,
0.011143169365823269,
0.029653679579496384,
-0.03586435690522194,
-0.013731134124100208,
0.03049495629966259,
0.03330159932374954,
-0.06524128466844559,
0.019629966467618942,
-0.020303139463067055,
0.053695812821388245,
0.027895532548427582,
-0.03869940713047981,
0.03905166685581207,
0.024605272337794304,
0.002195575973019004,
0.015075459145009518,
-0.04805224761366844,
0.008200295269489288,
-0.08239475637674332,
0.0070548211224377155,
-0.008458907715976238,
0.024695277214050293,
0.027226682752370834,
-0.03622476011514664,
0.02638867497444153,
0.0418514758348465,
-0.04793977364897728,
0.1025310605764389,
-0.07154695689678192,
-0.06838665157556534,
0.0547148622572422,
-0.001287644263356924,
-0.01007175538688898,
0.017434127628803253,
0.012233958579599857,
-0.02159467712044716,
0.035197220742702484,
0.024890754371881485,
-0.029010899364948273,
0.03757620230317116,
-0.02375893108546734,
-0.012709863483905792,
0.0074367523193359375,
0.000248277880018577,
0.06828471273183823,
0.10099638253450394,
0.050308410078287125,
0.036427080631256104,
-0.0388014055788517,
0.030232062563300133,
0.0529915913939476,
-0.008750089444220066,
0.006659246981143951,
-0.014429332688450813,
-0.027826860547065735,
-0.008257339708507061,
-0.05226553604006767,
0.05066777020692825,
-0.003875320078805089,
0.01163540966808796,
-0.06536456197500229,
0.008568322286009789,
0.005295543931424618,
0.04249345511198044,
0.02737864851951599,
-0.0016238628886640072,
0.013180728070437908,
0.035496100783348083,
0.05011400580406189,
-0.07302026450634003,
0.0011991577921435237,
-0.00038424230297096074,
0.05762380734086037,
-0.04547475278377533,
-0.01059605460613966,
0.016928860917687416,
-0.013284573331475258,
-0.007854216732084751,
-0.04440523311495781,
0.011446410790085793,
0.009253892116248608,
0.04108821600675583,
-0.02113533392548561,
0.004461412783712149,
-0.002417159965261817,
-0.03727783262729645,
0.05979359149932861,
0.0912766233086586,
0.02380557544529438,
0.007635066751390696,
-0.012109251692891121,
-0.008007219061255455,
0.004953693598508835,
0.0087742293253541,
-0.02106316201388836,
-0.003421180648729205,
0.0268348827958107,
0.0143154701218009,
-0.027986779808998108,
0.04011910781264305,
-0.004158720839768648,
0.06440753489732742,
-0.02860172465443611,
0.03879621624946594,
0.05282607674598694,
0.033074263483285904,
0.022989701479673386,
-0.00046655902406200767,
0.007174562197178602,
0.06290584802627563,
-0.036256786435842514,
-0.032562412321567535,
0.04016253352165222,
-0.02764519304037094,
-0.05417827144265175,
0.059026528149843216,
-0.055107440799474716,
-0.004215100780129433,
0.06715220212936401,
-0.029398703947663307,
-0.005288443528115749,
0.08252893388271332,
0.004099403973668814,
0.0049489508382976055,
-0.04425995796918869,
-0.013262022286653519,
-0.017030013725161552,
-0.0006104042404331267,
-0.002948746317997575,
0.006496682297438383,
-0.02198847569525242,
0.01242123730480671,
0.01771465502679348,
-0.0899633839726448,
0.014218875207006931,
0.028274640440940857,
0.01085091196000576,
-0.00725166592746973,
0.005401084199547768,
-0.010389242321252823,
0.06058891862630844,
-0.028480105102062225,
-0.007174197118729353,
0.06858710944652557,
-0.019521620124578476,
-0.03174009546637535,
-0.05414547026157379,
-0.006942709442228079,
-0.000039618364098714665,
-0.02971167489886284,
-0.014656308107078075,
-0.02940557524561882,
0.009219340980052948,
0.01329874899238348,
-0.01566988416016102,
0.0011618949938565493,
0.01586844213306904,
0.03251476585865021,
-0.018440278246998787,
0.008096144534647465,
0.02451738342642784,
-0.01573081873357296,
0.005438860505819321,
-0.011066789738833904,
-0.02262895740568638,
-0.008240574039518833,
-0.013347228057682514,
0.01788044162094593,
0.03323183208703995,
0.03274989500641823,
-0.0854630395770073,
-0.040087275207042694,
0.0168867576867342,
0.01645646058022976,
0.06533756107091904,
0.001548583386465907,
-0.017726000398397446,
-0.008206261321902275,
0.04440775141119957,
0.02131856046617031,
-0.024754567071795464,
0.051796477288007736,
0.0008764989324845374,
-0.021606246009469032,
0.022529155015945435,
-0.005905290134251118,
0.023901108652353287,
0.014767016284167767,
-0.019588176161050797,
-0.012636090628802776,
-0.01783669739961624,
-0.05494219437241554,
0.017020147293806076,
0.006401258520781994,
-0.012590071186423302,
-0.009461852721869946,
0.015074229799211025,
0.04698457196354866,
-0.07740089297294617,
0.006726687308400869,
0.027763057500123978,
-0.023569682613015175,
-0.010786163620650768,
0.005605591461062431,
-0.04309321194887161,
0.06076318770647049,
-0.00005594478716375306,
-0.05353996157646179,
-0.028169037774205208,
-0.017683284357190132,
-0.018801327794790268,
0.01187754888087511,
-0.03746795654296875,
-0.03704962879419327,
0.014816438779234886,
0.049238383769989014,
0.018946070224046707,
0.03124849870800972,
-0.04807914420962334,
-0.02278205007314682,
-0.03680583834648132,
-0.015705008059740067,
-0.024859195575118065,
0.0024374693166464567,
-0.05688043311238289,
-0.02970561943948269,
-0.03900099918246269,
-0.029403597116470337,
-0.0852559432387352,
0.06912306696176529,
-0.056028395891189575,
0.017880715429782867,
0.010884602554142475,
0.05511483550071716,
0.02053733356297016,
0.03738461807370186,
-0.020648624747991562,
0.011985736899077892,
-0.026384659111499786,
-0.003669494530186057,
-0.047293566167354584,
-0.017298851162195206,
0.031359750777482986,
0.05507037788629532,
-0.030239934101700783,
0.002938375575467944,
0.005105646792799234,
0.03028344362974167,
-0.03390329331159592,
0.0029426729306578636,
0.039410389959812164,
0.008280514739453793,
-0.038683418184518814,
-0.028041038662195206,
0.0035291695967316628,
-0.009523207321763039,
0.016012994572520256,
-0.022356634959578514,
-0.03940168395638466,
-0.012355951592326164,
-0.06870941817760468,
0.01772325672209263,
-0.032242439687252045,
-0.023304570466279984,
0.023253723978996277,
0.062292225658893585,
-0.1006065160036087,
-0.09513136744499207,
0.022791720926761627,
0.009501231834292412,
-0.004796822555363178,
0.023676836863160133,
0.0077276756055653095,
0.04598623514175415,
0.003370363265275955,
-0.03881990537047386,
-0.007182057481259108,
-0.042967163026332855,
0.009297825396060944,
0.007013051770627499,
0.04109886288642883,
-0.058650579303503036,
-0.0020963794086128473,
0.004077244084328413,
-0.021879808977246284,
-0.015761947259306908,
0.03480638191103935,
-0.04230448603630066,
-0.003064167220145464,
-0.038533955812454224,
0.01531499158591032,
0.028771737590432167,
0.045656394213438034,
-0.045872412621974945,
-0.048307232558727264,
0.01784764789044857,
-0.00576794845983386,
0.004520368296653032,
0.010429445654153824,
0.017875418066978455,
-0.03458105027675629,
0.002535309409722686,
-0.005982115399092436,
-0.023260604590177536,
-0.025424087420105934,
0.01957436464726925,
-0.053946156054735184,
-0.05912567302584648,
0.06628195941448212,
-0.05280819907784462,
-0.05175558477640152,
0.02824237383902073,
-0.004152678418904543,
-0.021872011944651604,
0.01199397910386324,
0.05357178673148155,
0.000713358458597213,
0.007132824510335922,
0.01885818876326084,
0.01591690629720688,
-0.0687796026468277,
0.03876686096191406,
-0.04409194365143776,
-0.010621587745845318,
0.017200948670506477,
-0.006146249361336231,
0.07765860110521317,
0.04642081260681152,
0.05196336284279823,
0.019006146118044853,
-0.005519526544958353,
-0.03298182785511017,
0.0030054289381951094,
0.00892910547554493,
0.006714966613799334,
0.04502987489104271,
0.04354023560881615,
-0.02602386102080345,
0.03921864554286003,
0.02076682634651661,
0.0078909145668149,
-0.00016149158182088286,
-0.07239927351474762,
0.023171022534370422,
-0.006322513334453106,
-0.015707161277532578,
0.002798820845782757,
0.03165123239159584,
-0.015679143369197845,
-0.04564504697918892,
0.0008604744216427207,
-0.008149104192852974,
-0.0394962877035141,
0.02619994431734085,
0.024750594049692154,
-0.04017307981848717,
0.03797091916203499,
-0.08364681154489517,
-0.061424605548381805,
0.021205555647611618,
-0.01634393073618412,
0.01606743596494198,
-0.032738253474235535,
-0.0217057466506958,
-0.08172678202390671,
0.02782532572746277,
0.040078360587358475,
0.034855034202337265,
-0.023921996355056763,
0.012155674397945404,
-0.04402749612927437,
-0.08247461915016174,
-0.0155763179063797,
-0.01872626505792141,
0.0046279034577310085,
-0.09352408349514008,
0.03117162175476551,
-0.022018563002347946,
0.02529432810842991,
-0.000006570220193680143,
0.02881106361746788,
-0.04992934688925743,
0.005639718379825354,
0.007500035688281059,
-0.025251517072319984,
-0.026339013129472733,
0.03929751366376877,
0.02745658904314041,
0.04612809792160988,
0.008982249535620213,
-0.02722851000726223,
-0.022166013717651367,
0.04378976300358772,
0.013406043872237206,
-0.017873689532279968,
0.006651075091212988,
0.1267036646604538,
0.05681245028972626,
0.04632623866200447,
0.04101583734154701,
-0.047316987067461014,
-0.04392459616065025,
-0.015976151451468468,
-0.06826037168502808,
-0.01395826879888773,
0.05584513396024704,
0.0504155158996582,
0.012086261063814163,
-0.04948875680565834,
0.06619560718536377,
-0.039881907403469086,
0.02197076566517353,
0.026665393263101578,
-0.04500855505466461,
0.03118474781513214,
0.01815928891301155,
0.00036632170667871833,
0.010570421814918518,
0.04220041632652283,
-0.00822640210390091,
-0.02340267226099968,
-0.07349983602762222,
-0.06322573870420456,
0.01341138407588005,
-0.04004668444395065,
0.012960154563188553,
-0.019328994676470757,
-0.04940429702401161,
0.017519554123282433,
0.04364549741148949,
-0.04018351063132286,
-0.007505084853619337,
-0.053586579859256744,
0.011546848341822624,
-0.07961753755807877,
-0.009073052555322647,
0.05017615482211113,
0.018359016627073288,
-0.02793506532907486,
0.033900514245033264,
0.01459081657230854,
-0.014035271480679512,
0.024791542440652847,
-0.04858645051717758,
-0.026365462690591812,
0.015129459090530872,
-0.04067841172218323,
-0.027911756187677383,
-0.027125783264636993,
-0.03770402446389198,
-0.04644355922937393,
0.01224538404494524,
-0.0026841647922992706,
0.05014674738049507,
0.017196035012602806,
-0.02394026704132557,
-0.016154296696186066,
-0.009266765788197517,
-0.021132303401827812,
-0.00922852661460638,
-0.01985088363289833,
0.0289724413305521,
-0.02001071907579899,
0.05537004768848419,
-0.00877208448946476,
-0.051834702491760254,
-0.03756551072001457,
0.045430753380060196,
0.081034354865551,
-0.013675794936716557,
0.03973354399204254,
-0.03476047143340111,
-0.027580175548791885,
-0.026667939499020576,
0.031664133071899414,
0.007072772365063429,
-0.022510044276714325,
0.07561009377241135,
0.012728475034236908,
0.02569533698260784,
0.003965137992054224,
0.024821436032652855,
0.0580563023686409,
0.03287896886467934,
-0.03837455436587334,
-0.03281446918845177,
-0.008133296854794025,
-0.024163251742720604,
0.02845998853445053,
0.03457457944750786,
-0.048089075833559036,
-0.04175971820950508,
0.0208510123193264,
0.01035295519977808,
0.046050067991018295,
-0.028980253264307976,
0.03602581471204758,
0.07560590654611588,
0.023196512833237648,
0.05191320553421974,
0.01923528127372265,
-0.0010637928498908877,
0.005884455516934395,
-0.048669446259737015,
-0.011261673644185066,
-0.012941679917275906,
0.00467137573286891,
-0.030570782721042633,
0.007598611991852522
] |
<p>The most common methods I've seen to find a line of best fit are Least Squares regression and median-median. Are there other good ways? Is there a way to minimize the absolute value difference and find a line of best fit that way? Or to find the distance straight to a line instead of the vertical distance to the line? Thoughts?</p>
|
g74002
|
[
0.04128936678171158,
-0.060869768261909485,
-0.014231654815375805,
-0.018108252435922623,
0.011368139646947384,
-0.01588020659983158,
-0.002887370530515909,
-0.03154636546969414,
-0.056763168424367905,
-0.04503236338496208,
0.06080019846558571,
-0.036814890801906586,
0.0909944400191307,
0.0015066650230437517,
0.02219819836318493,
-0.04197261109948158,
0.01971564069390297,
-0.09502531588077545,
0.019252145662903786,
-0.003751927986741066,
-0.0048369551077485085,
-0.045290857553482056,
0.0056685348972678185,
0.014037378132343292,
-0.10673456639051437,
-0.02008574828505516,
-0.08563922345638275,
0.0630701407790184,
0.02747001126408577,
0.07109865546226501,
-0.03257910907268524,
-0.02278760075569153,
0.07334788888692856,
-0.0649261623620987,
-0.004912649281322956,
-0.012601140886545181,
0.05059528723359108,
0.05765971913933754,
0.03200330212712288,
0.015563947148621082,
0.03580569103360176,
-0.048581406474113464,
0.0513496920466423,
0.08552471548318863,
0.046826932579278946,
-0.05410521849989891,
-0.043226949870586395,
0.028941908851265907,
0.023893151432275772,
0.030429143458604813,
-0.04396776109933853,
0.028174875304102898,
-0.026913445442914963,
0.01905462145805359,
0.012957083061337471,
-0.00897880457341671,
0.05141150578856468,
0.021172111853957176,
-0.06251194328069687,
-0.011550793424248695,
0.048173680901527405,
-0.05597981810569763,
-0.03387519344687462,
-0.030428528785705566,
0.003869448322802782,
0.023816967383027077,
-0.029699137434363365,
-0.0035548836458474398,
-0.01013773400336504,
0.004098160658031702,
0.06324058771133423,
-0.059847619384527206,
0.04087948426604271,
-0.008213674649596214,
-0.0865483358502388,
-0.04553177207708359,
-0.04138647019863129,
-0.01535577792674303,
0.004407495725899935,
-0.0011011534370481968,
0.033105965703725815,
0.009278043173253536,
0.01711343787610531,
0.004210322629660368,
0.008488832041621208,
0.028265396133065224,
0.05341575667262077,
-0.02655298076570034,
0.02279825694859028,
0.004243240226060152,
-0.10933264344930649,
0.04846971482038498,
0.04585200175642967,
0.02950475737452507,
-0.0711032971739769,
-0.008221041411161423,
-0.04460670053958893,
-0.026732834056019783,
-0.0355270653963089,
-0.011975662782788277,
-0.007777554914355278,
0.01787080615758896,
-0.02420269325375557,
-0.004601793363690376,
-0.06365969777107239,
0.005980453919619322,
0.09322154521942139,
0.023446323350071907,
-0.01950606144964695,
-0.01757163368165493,
-0.025252273306250572,
-0.029737381264567375,
-0.01298465020954609,
-0.06565208733081818,
-0.021343611180782318,
0.00031626317650079727,
0.029995331540703773,
-0.01227237842977047,
0.04385203495621681,
-0.0002695680595934391,
0.022264478728175163,
0.027877824380993843,
0.030268186703324318,
0.023203646764159203,
-0.011252235621213913,
0.000033820288081187755,
-0.05777230113744736,
0.028737695887684822,
0.04614533111453056,
0.047011375427246094,
-0.01653246022760868,
-0.035165175795555115,
0.02443227730691433,
-0.016306357458233833,
0.00584412133321166,
0.050288718193769455,
-0.03306949883699417,
0.016277393326163292,
-0.031650226563215256,
-0.006496259476989508,
-0.026921013370156288,
0.005435839295387268,
-0.015661442652344704,
-0.05599552020430565,
-0.03362545743584633,
0.034755900502204895,
-0.05932393670082092,
0.03721476346254349,
-0.0224881861358881,
0.00951027125120163,
0.056947436183691025,
0.00665596267208457,
0.01793712005019188,
-0.009557024575769901,
-0.06934896111488342,
-0.04030946269631386,
0.050315361469984055,
0.0021670011337846518,
0.01681913249194622,
-0.051475174725055695,
-0.018358653411269188,
-0.021828224882483482,
-0.02519623562693596,
0.02330254390835762,
0.03949420526623726,
0.04070616140961647,
-0.04684064909815788,
0.0020909858867526054,
0.04160512611269951,
-0.05591563135385513,
-0.006356838624924421,
-0.05436083301901817,
0.043834347277879715,
0.03577868640422821,
0.05649524927139282,
-0.004629166796803474,
0.03231753408908844,
-0.045370493084192276,
-0.007125185336917639,
0.01849052682518959,
0.05183659866452217,
0.021844297647476196,
0.05520964041352272,
-0.02192971482872963,
0.005277275573462248,
-0.053835656493902206,
-0.03240961208939552,
-0.00028713420033454895,
-0.030001582577824593,
0.015035239048302174,
0.02468632534146309,
0.0008792114676907659,
-0.03241702541708946,
-0.01461496390402317,
-0.07273881882429123,
0.016664229333400726,
0.04851054027676582,
-0.029473038390278816,
-0.03124040737748146,
0.04284307360649109,
0.015345840714871883,
-0.005645029246807098,
0.02698066085577011,
0.023579727858304977,
-0.045472778379917145,
0.025794098153710365,
0.0383453406393528,
-0.08968713879585266,
0.02132820338010788,
0.0114336172118783,
-0.05892080068588257,
0.04453242942690849,
0.007279185578227043,
-0.0038990334141999483,
-0.0359838604927063,
0.058130692690610886,
-0.01856328174471855,
0.02074475772678852,
-0.02721554785966873,
-0.0009644195670261979,
-0.06777838617563248,
-0.018754303455352783,
0.04818838834762573,
0.023987406864762306,
0.08506923913955688,
0.0019005918875336647,
0.011837560683488846,
0.038592301309108734,
0.005074384622275829,
-0.03780338913202286,
-0.03091519884765148,
-0.04380980134010315,
0.029935166239738464,
0.013528811745345592,
0.08400340378284454,
0.0217733234167099,
0.01495317555963993,
0.015196832828223705,
0.018013402819633484,
0.03195810317993164,
0.027392862364649773,
-0.04209300875663757,
-0.040865346789360046,
0.06365024298429489,
0.026384370401501656,
0.01426288764923811,
-0.017407063394784927,
0.021754294633865356,
-0.0005067763850092888,
0.01594868302345276,
0.006937183905392885,
0.07118073105812073,
-0.03398576378822327,
-0.07645143568515778,
0.033911753445863724,
-0.05556200444698334,
0.006123235449194908,
0.050872575491666794,
0.05500964820384979,
0.025300294160842896,
-0.04956887289881706,
0.056191738694906235,
0.005131951067596674,
0.026423711329698563,
-0.021977828815579414,
0.016239898279309273,
-0.0296651441603899,
0.02647525817155838,
0.01524178497493267,
-0.02350170724093914,
-0.03808263689279556,
0.05209615081548691,
-0.01502204779535532,
-0.013571161776781082,
0.032567474991083145,
-0.012406174093484879,
0.023353874683380127,
-0.0012851310893893242,
0.0179629884660244,
0.025827262550592422,
0.042180586606264114,
-0.047340624034404755,
-0.04119715467095375,
-0.014354318380355835,
0.09597481787204742,
0.021212806925177574,
0.048479460179805756,
-0.004893530625849962,
0.009771328419446945,
0.03384365886449814,
0.01478307880461216,
-0.03285130858421326,
-0.04599691554903984,
-0.024698540568351746,
-0.05593227595090866,
0.01464917603880167,
0.04833182319998741,
-0.009297709912061691,
0.03298168256878853,
-0.007888303138315678,
-0.05026192590594292,
-0.0008685055654495955,
-0.0392848365008831,
-0.04143977537751198,
-0.025074325501918793,
-0.008530751802027225,
-0.03646806627511978,
-0.015543576329946518,
-0.008653000928461552,
0.013800318352878094,
0.0287640281021595,
0.013208558782935143,
0.027885809540748596,
-0.01648692600429058,
-0.010111629031598568,
-0.05479402840137482,
-0.018703846260905266,
-0.02100936323404312,
0.012481927871704102,
0.04177337512373924,
-0.01905941404402256,
-0.06526854634284973,
-0.023952601477503777,
0.0063517894595861435,
-0.0030435274820774794,
0.05144689977169037,
-0.017539510503411293,
0.02139349654316902,
-0.047064587473869324,
0.041381411254405975,
-0.004245087504386902,
0.054066769778728485,
-0.021521873772144318,
0.026891285553574562,
0.009962092153728008,
-0.02872287482023239,
0.02648271806538105,
-0.0029377234168350697,
0.021491607651114464,
0.05230635777115822,
-0.012734337709844112,
-0.024458497762680054,
-0.03896713629364967,
0.03372127562761307,
-0.009169425815343857,
-0.05668056383728981,
0.017503073439002037,
0.027564922347664833,
0.013166656717658043,
-0.02665865048766136,
0.00159704580437392,
-0.03740377351641655,
-0.015536021441221237,
0.004056218545883894,
0.027463873848319054,
0.019010795280337334,
0.02386270835995674,
0.018989911302924156,
0.013930357992649078,
0.018868736922740936,
0.03711729496717453,
0.0029954612255096436,
0.023661259561777115,
0.03495471179485321,
-0.05698685720562935,
-0.027984818443655968,
-0.003757837926968932,
0.026829568669199944,
-0.01229481678456068,
-0.014701751992106438,
0.0333414189517498,
-0.014516912400722504,
0.0836658850312233,
-0.012256821617484093,
-0.06552910804748535,
0.010913288220763206,
0.02243286557495594,
-0.02580222859978676,
0.014154275879263878,
0.01838519796729088,
0.015058598481118679,
0.023792454972863197,
-0.045657068490982056,
0.016825620085000992,
-0.01555927749723196,
-0.06399978697299957,
-0.04724018648266792,
-0.0359492190182209,
0.018582582473754883,
0.008977879770100117,
-0.023341098800301552,
-0.02853098139166832,
-0.0320218950510025,
0.050852615386247635,
-0.023801781237125397,
0.014267132617533207,
-0.0006543284398503602,
0.05415540933609009,
-0.08291488885879517,
0.02536884881556034,
0.00011855214688694105,
0.0061940657906234264,
-0.03538459911942482,
0.08574779331684113,
0.004662248305976391,
-0.056864410638809204,
-0.016862323507666588,
-0.0052953679114580154,
-0.04054360091686249,
0.004766212310642004,
0.01998983509838581,
-0.0005703183123841882,
0.009159617125988007,
-0.0712292492389679,
0.05105603486299515,
0.01499526109546423,
-0.04905606806278229,
-0.023410063236951828,
-0.04183797538280487,
0.01034201867878437,
-0.026424875482916832,
-0.031729571521282196,
-0.03656580671668053,
-0.0271745715290308,
-0.015837766230106354,
-0.015166878700256348,
0.03286920115351677,
0.030830277130007744,
0.02241063304245472,
0.06550473719835281,
-0.002408048138022423,
-0.01825510337948799,
-0.002230095211416483,
0.011118734255433083,
0.03328292816877365,
-0.022318841889500618,
0.012645064853131771,
-0.05520657077431679,
-0.001460003200918436,
-0.06404934823513031,
-0.019064180552959442,
0.01038975641131401,
0.0048972745425999165,
0.04066276550292969,
-0.04540344327688217,
0.014357774518430233,
-0.01694517768919468,
-0.024443116039037704,
-0.05428560450673103,
0.023892004042863846,
0.013100986368954182,
-0.02540031634271145,
-0.028757352381944656,
-0.014531911350786686,
-0.0354992151260376,
-0.06564681231975555,
-0.020942358300089836,
0.08493390679359436,
0.06401017308235168,
0.015382240526378155,
-0.027293367311358452,
-0.04318467155098915,
-0.033172857016325,
-0.013033067807555199,
0.04391573742032051,
-0.004848785232752562,
-0.05981511250138283,
-0.029352908954024315,
-0.023653339594602585,
0.007292821072041988,
-0.03489002212882042,
0.08202073723077774,
0.0801302045583725,
-0.01941610500216484,
0.03695124015212059,
0.049541670829057693,
-0.009187368676066399,
0.0216214619576931,
0.013855625875294209,
0.0032758349552750587,
-0.052047353237867355,
-0.0276627317070961,
-0.00419194670394063,
-0.00764722703024745,
-0.0219062902033329,
-0.038335349410772324,
-0.022286633029580116,
-0.053754232823848724,
0.08279204368591309,
0.014620278030633926,
0.018557149916887283,
-0.0013549576979130507,
0.025619857013225555,
-0.047681376338005066,
0.00021570731769315898,
-0.04442405700683594,
0.013363362289965153,
0.03697456419467926,
0.04344266653060913,
0.021689333021640778,
-0.06031661853194237,
0.0008929182658903301,
0.029768889769911766,
-0.019581981003284454,
-0.006620114203542471,
-0.032241396605968475,
0.013019977137446404,
0.010229269042611122,
-0.07196144014596939,
0.0512140691280365,
0.0056813908740878105,
-0.0453953854739666,
-0.008057801984250546,
-0.04428045451641083,
-0.026600278913974762,
-0.030332183465361595,
0.03235489875078201,
0.09775801748037338,
-0.0044837226159870625,
0.014868902042508125,
0.08137407153844833,
0.0005199197912588716,
-0.01852744072675705,
0.010590296238660812,
0.045887190848588943,
-0.05546613782644272,
-0.039251264184713364,
0.0025279419496655464,
-0.009095147252082825,
-0.06338418275117874,
-0.03873472660779953,
-0.03423060104250908,
-0.005330149084329605,
0.01210369635373354,
-0.06339264661073685,
0.007673156447708607,
-0.046015169471502304,
0.038551826030015945,
0.016651267185807228,
-0.04573521763086319,
-0.040107324719429016,
-0.02152886614203453,
-0.015276582911610603,
-0.03023395501077175,
0.012135033495724201,
-0.030256101861596107,
0.03335505723953247,
-0.004381509963423014,
0.0056909057311713696,
0.01088953111320734,
0.01165772508829832,
0.040985286235809326,
-0.011782724410295486,
-0.011675968766212463,
0.03214443475008011,
-0.026615740731358528,
0.020755521953105927,
0.02892244979739189,
0.01821163482964039,
0.07014411687850952,
-0.007805741857737303,
-0.04111555963754654,
-0.024521853774785995,
-0.026276804506778717,
-0.04370652511715889,
0.040940385311841965,
-0.019636254757642746,
0.026516612619161606,
-0.00004557718420983292,
0.00043742291745729744,
-0.0065674870274960995,
-0.11975379288196564,
0.0465821847319603,
0.07532469183206558,
-0.05591913312673569,
-0.027975264936685562,
0.0030233038123697042,
-0.008051500655710697,
0.013336032629013062,
-0.007216960657387972,
0.0023871236480772495,
-0.04742197319865227,
0.012585187330842018,
0.036270350217819214,
-0.0355372354388237,
0.06355857104063034,
0.003032007487490773,
0.0025921445339918137,
0.01770077645778656,
0.014364172704517841,
0.0722334161400795,
-0.02135556749999523,
0.013495557010173798,
0.007744337897747755,
0.01947900466620922,
-0.10082781314849854,
0.04732394218444824,
0.029345648363232613,
-0.009263169951736927,
0.018316378816962242,
-0.007030198350548744,
-0.008527081459760666,
0.050794534385204315,
-0.05292907729744911,
0.0001370808167848736,
-0.029805228114128113,
0.04367310553789139,
0.027450980618596077,
-0.026140660047531128,
-0.032786861062049866,
-0.0592280775308609,
0.017827143892645836,
-0.02933078072965145,
0.0677362009882927,
-0.006198741029947996,
0.01808306947350502,
-0.009874292649328709,
-0.004271355457603931,
-0.03935465216636658,
-0.01961285062134266,
-0.042731449007987976,
-0.026029815897345543,
0.0017136078095063567,
-0.010598144493997097,
0.027311351150274277,
0.03825531527400017,
0.03497670963406563,
-0.003304780926555395,
0.056842125952243805,
-0.013878129422664642,
0.05243099108338356,
0.002802726114168763,
0.004798386245965958,
-0.003315963549539447,
-0.015075530856847763,
0.060903940349817276,
-0.01274607889354229,
0.03755325451493263,
0.013943325728178024,
0.12462647259235382,
0.016485458239912987,
0.027546783909201622,
-0.001936471788212657,
0.02586047351360321,
-0.014437109231948853,
0.012100989930331707,
-0.040674686431884766,
0.03735574707388878,
-0.023966874927282333,
0.04182440787553787,
0.04604397341609001,
0.02918986976146698,
0.015051140449941158,
-0.013852409087121487,
0.022447464987635612,
0.10373842716217041,
0.012219289317727089,
-0.012823574244976044,
0.010664965957403183,
-0.03287394344806671,
0.002613341435790062,
-0.022683756425976753,
0.01074687484651804,
0.009100767783820629,
0.03950299322605133,
0.03468085825443268,
-0.05629653111100197,
-0.004972135182470083,
-0.008107000030577183,
-0.03195232152938843,
0.022494971752166748,
-0.050483398139476776,
-0.011372524313628674,
0.01618499867618084,
0.01832006126642227,
0.022617125883698463,
-0.059949297457933426,
0.006570493336766958,
-0.009842975996434689,
-0.012926867231726646,
0.006821729708462954,
0.03416040912270546,
0.03693675622344017,
-0.04112735763192177,
-0.0037670687306672335,
0.007741394452750683,
-0.016077429056167603,
0.02377784438431263,
0.02532128058373928,
-0.0081375977024436,
-0.08579110354185104,
-0.020574530586600304,
-0.004939979873597622,
-0.03688526153564453,
-0.030625805258750916,
0.024243995547294617,
-0.02426663227379322,
0.03511778265237808,
0.023927180096507072,
0.024292806163430214,
0.0031714551150798798,
0.013381777331233025,
-0.025695668533444405,
0.015192307531833649,
0.014410670846700668,
0.000747030833736062,
-0.03173255920410156,
0.01728140003979206,
-0.006262937560677528,
0.015263119712471962,
0.05292084440588951,
0.01614789292216301,
0.010449261404573917,
0.0025341876316815615,
-0.006374552380293608,
0.014733768999576569,
0.003085506847128272,
0.033241115510463715,
-0.04257761687040329,
-0.01922808215022087,
-0.0016459253383800387,
0.013609555549919605,
0.07644722610712051,
-0.025236619636416435,
-0.036614660173654556,
0.030722210183739662,
-0.021409451961517334,
-0.016285564750432968,
-0.02752692438662052,
0.0014651946257799864,
-0.0017019308870658278,
0.042012959718704224,
-0.018668698146939278,
0.006435723043978214,
-0.0059045832604169846,
0.02339129149913788,
-0.025796685367822647,
0.04523659870028496,
0.004973486065864563,
0.0942416787147522,
0.01071307621896267,
0.012349343858659267,
-0.06207779049873352,
-0.018756428733468056,
0.023788822814822197,
-0.019816355779767036,
0.04375423491001129,
0.023967348039150238,
-0.0301313828676939,
-0.040273625403642654,
0.000008255010470747948,
0.030162477865815163,
-0.030888374894857407,
0.05808456242084503,
-0.061967633664608,
-0.028301246464252472,
0.0038427708204835653,
-0.06022938713431358,
-0.05463084578514099,
0.004445421975106001,
0.02797742374241352,
-0.008240988478064537,
-0.03540050983428955,
0.048274364322423935,
0.0030926531180739403,
0.028494728729128838,
0.03801827132701874,
-0.016515469178557396
] |
<p>I try to implement Unscented Kalman Filter. Everything seems to be done correctly but I do receive an error about Cholesky decomposition</p>
<pre><code>raise LinAlgError('Matrix is not positive definite - '
numpy.linalg.linalg.LinAlgError: Matrix is not positive definite - Cholesky decomposition cannot be computed
</code></pre>
<p>The problem is that the fail occurs always after some runs of the algorithm. I keep checking determinant and it's not zero. I tried to remove dependencies from the model.</p>
<p>I don't have any idea how to proceed from now.</p>
<p>I don't know it it will be any help, but this is my python's implementation of Sigma point:</p>
<pre><code>def SigmaPoints(xm, P, kappa):
''' SigmaPoints calculation'''
n = len(xm)
xm = np.asmatrix(xm) # checks how big is state vector
Xi = np.asmatrix(np.zeros((n,n*2+1)))# creates zero matrix sigmaPoints n-rows, 2n+1 col
W = np.zeros((n*2+1,1)) # weights for each sigmaPoint as a vector
Xi[:,0] = xm # 1st column init to input xm
W[0] = kappa*1.0/(n+kappa) # update first weight
U = np.linalg.cholesky(P*(n+kappa)) # returns identityMat * value
for k in range(n):
Xi[:,k] = xm + U[k-1, :].T
W[k] = 1.0/(2.0*(n+kappa))
for k in range(n):
Xi[:, n+k] = xm - U[k-1,:].T
W[n+k]=1.0/(2.0*(n+kappa))
return (Xi, W)
</code></pre>
|
g36618
|
[
0.02532762475311756,
-0.08675894886255264,
-0.006924297660589218,
-0.001391087775118649,
0.012511196546256542,
-0.02094019204378128,
0.03046831488609314,
0.021191934123635292,
-0.04283095896244049,
-0.00017747670062817633,
-0.004435002338141203,
0.015400293283164501,
0.053100403398275375,
0.0505191944539547,
0.01755676604807377,
-0.015423792414367199,
0.0806954950094223,
-0.00818430632352829,
-0.006542352959513664,
0.04202912747859955,
-0.029068373143672943,
0.04066835343837738,
0.07068958878517151,
-0.07912315428256989,
0.058335136622190475,
-0.0007530436269007623,
-0.02142297849059105,
0.03141544759273529,
-0.007205032277852297,
0.04220959171652794,
0.05160180479288101,
0.019140778109431267,
0.03242922201752663,
-0.056177712976932526,
0.007487248629331589,
0.029603706672787666,
0.09092109650373459,
-0.0072360048070549965,
0.035029955208301544,
-0.05458551272749901,
0.006042390130460262,
-0.018875887617468834,
0.06332486122846603,
0.030142754316329956,
-0.02159503661096096,
-0.014317748136818409,
0.008910848759114742,
0.026160255074501038,
-0.03965510055422783,
0.012119905091822147,
-0.014204747974872589,
0.012053284794092178,
-0.025988591834902763,
-0.03686363250017166,
0.016272341832518578,
0.0566738098859787,
-0.029513519257307053,
-0.0029748566448688507,
0.04324784129858017,
0.021021166816353798,
-0.025548510253429413,
-0.022824134677648544,
0.03920822963118553,
0.0029140531551092863,
-0.07180064171552658,
-0.0029533328488469124,
-0.06655486673116684,
-0.06177997961640358,
-0.06320320069789886,
0.043289702385663986,
-0.04572169482707977,
-0.0036246234085410833,
-0.01720525324344635,
-0.06720922887325287,
-0.01440857071429491,
0.0230913944542408,
-0.014879731461405754,
-0.004118788056075573,
-0.0019797480199486017,
0.028366263955831528,
-0.03607906401157379,
0.010220062918961048,
-0.005414331331849098,
-0.026606930419802666,
-0.0398515947163105,
0.008425421081483364,
-0.019641179591417313,
0.002615268575027585,
-0.007628545165061951,
-0.022885149344801903,
-0.026843033730983734,
-0.017660314217209816,
0.024541450664401054,
0.03701917827129364,
0.02026178129017353,
-0.04221790283918381,
-0.04700685292482376,
0.02018321305513382,
-0.007613855879753828,
-0.04649987071752548,
0.023042811080813408,
0.03282465040683746,
-0.0059035043232142925,
-0.005675882566720247,
0.0036322439555078745,
-0.029353678226470947,
0.050063252449035645,
0.007456465158611536,
-0.02907375618815422,
-0.00699628284201026,
-0.05089445412158966,
0.04676853492856026,
-0.05450970679521561,
-0.08043842017650604,
-0.0129203200340271,
-0.00735758850350976,
0.06969282776117325,
-0.043724171817302704,
0.07358360290527344,
-0.007580199278891087,
-0.043862178921699524,
-0.07545273751020432,
0.15261554718017578,
-0.00022340193390846252,
-0.022490253672003746,
0.008336505852639675,
-0.057221222668886185,
0.023841945454478264,
0.03393503278493881,
-0.040689170360565186,
0.013497198931872845,
0.0034312314819544554,
-0.012244348414242268,
0.12381791323423386,
0.03181138634681702,
-0.01277500856667757,
-0.02797732502222061,
0.03735542297363281,
0.01462665293365717,
0.0074049015529453754,
-0.008946499787271023,
-0.007605834398418665,
-0.03508120775222778,
-0.0251193605363369,
0.03811446577310562,
-0.024212989956140518,
-0.002076696138828993,
-0.0237088892608881,
0.03804241120815277,
0.012051175348460674,
0.05653870478272438,
0.05750584602355957,
-0.08237224817276001,
0.03346678614616394,
-0.009302150458097458,
-0.014596322551369667,
0.04738079011440277,
0.03510013967752457,
-0.03704849258065224,
-0.04510640352964401,
0.06642575562000275,
-0.015406346879899502,
0.03262406960129738,
-0.05787116289138794,
-0.021122323349118233,
0.009793469682335854,
-0.04168231785297394,
-0.05938918516039848,
-0.05110384151339531,
0.01275805663317442,
0.01315691415220499,
-0.008109642192721367,
-0.0398549884557724,
-0.029870491474866867,
0.029375264421105385,
0.05384817719459534,
0.00009324871643912047,
0.001668838900513947,
0.10872181504964828,
0.02102300524711609,
0.012358041480183601,
0.02827783115208149,
0.038619812577962875,
0.0015659411437809467,
-0.018481295555830002,
-0.03361067920923233,
0.006196607369929552,
0.0237704087048769,
-0.08270397782325745,
-0.06443336606025696,
0.025926485657691956,
0.02901434153318405,
-0.011327172629535198,
-0.0031291134655475616,
0.015451864339411259,
0.022329747676849365,
-0.009465180337429047,
-0.03899205103516579,
0.04153181239962578,
-0.009671445935964584,
0.029543468728661537,
0.04757853224873543,
-0.013168321922421455,
0.06027659401297569,
-0.043310247361660004,
-0.02117818407714367,
-0.055585265159606934,
-0.05372289568185806,
-0.01912747509777546,
0.0011722847120836377,
-0.016146108508110046,
-0.019942637532949448,
0.004519120790064335,
-0.006830822676420212,
0.008241049945354462,
-0.06718576699495316,
-0.02444162219762802,
0.0034030890092253685,
0.060662951320409775,
-0.0019381713354960084,
-0.015535407699644566,
-0.012152651324868202,
0.02059614658355713,
0.03732515126466751,
-0.02220514602959156,
0.03350893408060074,
0.06163908913731575,
-0.028611766174435616,
-0.030409304425120354,
-0.0232743751257658,
-0.04058249294757843,
-0.02917560562491417,
-0.007288719527423382,
-0.014765025116503239,
0.0401250459253788,
-0.010294030420482159,
-0.02058403193950653,
-0.01083365734666586,
0.0034933320712298155,
0.07289081811904907,
-0.005275936331599951,
0.01914936862885952,
-0.0006312360055744648,
0.028858618810772896,
0.04097051918506622,
-0.11402959376573563,
0.04647814854979515,
0.004108003340661526,
-0.03189397603273392,
-0.035992976278066635,
-0.025296548381447792,
0.04185393452644348,
0.047653406858444214,
-0.032697077840566635,
-0.006157017312943935,
-0.02544211782515049,
-0.007031084503978491,
0.010009564459323883,
-0.0043362807482481,
0.02816702052950859,
0.007604144513607025,
-0.021167511120438576,
-0.07149700075387955,
0.00832431111484766,
-0.016991974785923958,
0.05480886250734329,
0.024189671501517296,
-0.03765597566962242,
0.024019557982683182,
-0.051915839314460754,
-0.05205347016453743,
0.002881646389141679,
0.09493087977170944,
0.02603846602141857,
-0.00016892458370421082,
0.06493933498859406,
-0.00975731946527958,
0.0331016480922699,
0.021298229694366455,
0.0488344207406044,
0.019835062325000763,
-0.005488056689500809,
-0.012914439663290977,
0.02477557398378849,
0.04623440280556679,
-0.06291423738002777,
0.031464360654354095,
0.03939569741487503,
0.02126668393611908,
-0.045539770275354385,
-0.020070066675543785,
0.023447807878255844,
-0.01646464504301548,
-0.030482415109872818,
0.020493801683187485,
-0.009020074270665646,
0.020361725240945816,
-0.040951065719127655,
0.028741201385855675,
0.06908095628023148,
-0.013700036332011223,
0.021577518433332443,
0.000040847524360287935,
-0.07652915269136429,
0.035700008273124695,
-0.018411053344607353,
-0.019190588966012,
0.04214523732662201,
0.01974327675998211,
-0.01684785634279251,
-0.012445773929357529,
-0.022041916847229004,
-0.05794135481119156,
-0.03871460258960724,
0.022765522822737694,
0.057340119034051895,
0.009015715681016445,
-0.03978485241532326,
0.008814883418381214,
0.03998440131545067,
-0.00028235928039066494,
-0.0385638065636158,
-0.015761731192469597,
-0.0025147846899926662,
0.028348691761493683,
0.012968422845005989,
0.014640538953244686,
0.0551130548119545,
-0.01814737170934677,
0.02360517345368862,
0.02667674981057644,
0.026020050048828125,
0.0785428062081337,
0.03581932187080383,
-0.02171052247285843,
-0.03599574789404869,
-0.08979712426662445,
-0.0274575874209404,
-0.0405711829662323,
0.007639912888407707,
-0.06852847337722778,
0.038084015250205994,
-0.0682537630200386,
-0.026631508022546768,
-0.0180873591452837,
0.0017897848738357425,
-0.018915953114628792,
0.0019383420003578067,
-0.02968277595937252,
0.01829598844051361,
0.047274149954319,
0.022514410316944122,
0.01184181496500969,
-0.033133890479803085,
0.013560472056269646,
0.05302866920828819,
-0.002959206700325012,
0.02985662966966629,
-0.04659508913755417,
0.006709477864205837,
0.021955346688628197,
-0.03509050980210304,
-0.02509140968322754,
-0.030796151608228683,
0.006683053448796272,
0.019476020708680153,
0.03915536031126976,
0.05887753516435623,
0.03506945073604584,
0.021258223801851273,
0.013330815359950066,
-0.03904576972126961,
0.04685584083199501,
-0.012441267259418964,
-0.012615034356713295,
-0.04722560569643974,
0.02746746316552162,
-0.030394552275538445,
0.0031360771972686052,
0.06737391650676727,
0.030333111062645912,
-0.007194052450358868,
-0.014639688655734062,
-0.0039233616553246975,
-0.01668800227344036,
0.01796717196702957,
0.012246524915099144,
0.0173915084451437,
-0.04125894606113434,
0.03716959059238434,
0.0470430962741375,
0.01924719847738743,
0.019927702844142914,
0.05295587331056595,
0.031496427953243256,
-0.02378653548657894,
0.03040263243019581,
-0.0021798473317176104,
-0.02285720780491829,
-0.01094783190637827,
-0.013930166140198708,
0.036805637180805206,
0.028749380260705948,
0.0038720634765923023,
-0.017018098384141922,
-0.06425557285547256,
-0.04231598228216171,
0.012215131893754005,
0.0011026440188288689,
0.06119570881128311,
-0.03446557745337486,
-0.01953037828207016,
0.00895380973815918,
-0.07395479828119278,
0.07573387771844864,
-0.004772101528942585,
0.070488840341568,
0.05652158334851265,
-0.021004771813750267,
0.00010469755216035992,
-0.03382297232747078,
0.05560760200023651,
-0.029259752482175827,
0.020097315311431885,
0.050119124352931976,
0.0077692060731351376,
-0.022771161049604416,
-0.029325176030397415,
0.0591772124171257,
-0.031773991882801056,
0.022891636937856674,
0.002524854149669409,
-0.030245749279856682,
0.05113193020224571,
0.022228820249438286,
0.040544528514146805,
-0.05248244106769562,
0.030168566852808,
0.0024772551842033863,
0.039897240698337555,
-0.04053090140223503,
-0.011693131178617477,
-0.004243918694555759,
-0.010536533780395985,
0.011382737196981907,
0.03034316375851631,
0.018536094576120377,
0.02147921919822693,
0.015321461483836174,
0.05100775137543678,
0.0018003922887146473,
0.026551628485322,
0.058070264756679535,
0.036139559000730515,
0.020008012652397156,
-0.029186539351940155,
-0.03774421289563179,
0.030863989144563675,
-0.05141013115644455,
0.07832472026348114,
0.03448430448770523,
-0.05251030996441841,
-0.06452399492263794,
-0.033884625881910324,
-0.013333231210708618,
0.003086403012275696,
-0.0389043465256691,
-0.005089247599244118,
0.04165181890130043,
-0.044415537267923355,
0.004932541865855455,
0.02564971148967743,
0.05822035297751427,
-0.012228340841829777,
-0.05055563896894455,
0.018305061385035515,
-0.03616739436984062,
0.011802987195551395,
0.019302835687994957,
0.017249295487999916,
-0.006772391032427549,
0.01448348443955183,
-0.032219428569078445,
0.020874235779047012,
0.03262341767549515,
0.06798074394464493,
0.0039710961282253265,
-0.0550658218562603,
-0.016610460355877876,
-0.060642074793577194,
0.006685475818812847,
0.07861216366291046,
0.04969606176018715,
-0.032413262873888016,
-0.034735966473817825,
-0.02558840811252594,
-0.009818817488849163,
0.0164561215788126,
0.02353769540786743,
0.013154873624444008,
-0.08707384765148163,
-0.029340090230107307,
0.006651683710515499,
-0.000027373978809919208,
0.01081138476729393,
-0.020627643913030624,
0.046885907649993896,
-0.00037204058025963604,
-0.02192552573978901,
-0.048903707414865494,
0.02098257653415203,
0.01247868686914444,
0.06193257495760918,
0.006628379691392183,
-0.026213273406028748,
-0.03751711547374725,
-0.022798022255301476,
-0.030342992395162582,
-0.04583382606506348,
-0.08135857433080673,
0.0546765998005867,
-0.05850695073604584,
0.0009854927193373442,
0.012012633495032787,
0.07129377126693726,
0.0199801716953516,
0.05853806808590889,
-0.019560502842068672,
-0.01200800109654665,
-0.012962248176336288,
0.037890397012233734,
-0.060950908809900284,
-0.06700140237808228,
-0.025035109370946884,
0.012114006094634533,
-0.04017510265111923,
0.0011453209444880486,
0.003966876305639744,
-0.03781461343169212,
-0.041976626962423325,
0.04442839324474335,
-0.017998695373535156,
-0.003121878020465374,
0.0361105240881443,
-0.03709028661251068,
-0.029264822602272034,
-0.00373015902005136,
0.03596610203385353,
0.0052794646471738815,
-0.08364512771368027,
-0.0336652509868145,
-0.005156737752258778,
0.009072165936231613,
-0.0065928297117352486,
-0.016146762296557426,
-0.025673385709524155,
0.0001038460322888568,
-0.003164484165608883,
-0.06116025894880295,
0.00008921398693928495,
0.0014534262008965015,
-0.04122067615389824,
0.02907729335129261,
0.032569050788879395,
0.054723698645830154,
-0.0009709292789921165,
-0.06236018240451813,
0.01520266942679882,
0.0021384498104453087,
0.0006690496229566634,
-0.020464856177568436,
-0.027350183576345444,
-0.035547103732824326,
0.033331889659166336,
-0.0022886679507791996,
0.022891970351338387,
-0.02610091120004654,
-0.04744086414575577,
-0.003801489481702447,
0.018494220450520515,
-0.02682654559612274,
-0.0009742238325998187,
-0.011139271780848503,
0.024425100535154343,
-0.023194728419184685,
-0.025543563067913055,
0.023527447134256363,
0.03087162971496582,
0.023687511682510376,
0.05133311450481415,
-0.0076645235531032085,
0.011855473741889,
-0.001332076615653932,
-0.006601937115192413,
0.0030701705254614353,
-0.025700978934764862,
-0.035728439688682556,
0.01691116951406002,
0.006005209404975176,
-0.020566269755363464,
0.015344902873039246,
-0.040310509502887726,
0.01526464894413948,
-0.04146377742290497,
-0.05638069659471512,
0.03246423602104187,
-0.03107324056327343,
0.03817996755242348,
0.020335905253887177,
-0.0071327039040625095,
-0.024996066465973854,
0.040734559297561646,
0.01046162098646164,
0.011400329880416393,
0.04337132349610329,
-0.06217215955257416,
0.035255514085292816,
0.05125897750258446,
-0.04192075878381729,
-0.015285145491361618,
0.019379982724785805,
0.015227461233735085,
0.0470515675842762,
0.03634698688983917,
0.06535415351390839,
0.02720106579363346,
0.02383391186594963,
0.02465292066335678,
0.056205425411462784,
0.0796918198466301,
0.0034003732725977898,
0.018735546618700027,
-0.0002258460153825581,
-0.0332358218729496,
-0.02962419204413891,
0.009680879302322865,
-0.035352397710084915,
0.07980704307556152,
0.03808795288205147,
0.05039394274353981,
-0.002457051072269678,
0.02570485882461071,
0.0069801174104213715,
-0.04011310636997223,
0.016661938279867172,
0.014584594406187534,
-0.0016732708318158984,
0.05567116662859917,
-0.055439293384552,
0.016151105985045433,
0.017089027911424637,
-0.042344000190496445,
0.04647969454526901,
-0.02638733759522438,
-0.030291488394141197,
-0.04595060274004936,
0.0007775803678669035,
-0.04882468283176422,
0.022620007395744324,
0.04920506477355957,
-0.003691061632707715,
-0.10735506564378738,
-0.019345395267009735,
0.021950896829366684,
0.01772148348391056,
0.057919587939977646,
0.015847353264689445,
0.017465565353631973,
0.02124851569533348,
-0.01822446472942829,
-0.005842234939336777,
-0.052032336592674255,
-0.004214468877762556,
0.0026004586834460497,
0.0135006383061409,
-0.006179644260555506,
0.011722266674041748,
0.00544973136857152,
0.007926532067358494,
-0.035717714577913284,
0.013838570564985275,
-0.04546273499727249,
-0.025177519768476486,
-0.02435136027634144,
0.019033242017030716,
0.006085545290261507,
-0.036614108830690384,
-0.054954297840595245,
0.08106175810098648,
-0.036639563739299774,
-0.004040997475385666,
0.006620512809604406,
0.0370706282556057,
0.0018687172560021281,
0.009860478341579437,
-0.046868253499269485,
-0.0017767871031537652,
0.02333909086883068,
0.05283931642770767,
0.03786810114979744,
0.01671551913022995,
-0.0333559475839138,
-0.028529280796647072,
0.03070811927318573,
-0.04481896385550499,
0.023855719715356827,
-0.061775095760822296,
-0.03060830384492874,
0.015554556623101234,
-0.030550893396139145,
-0.023120669648051262,
-0.011392440646886826,
-0.08433397114276886,
0.013868948444724083,
-0.010971423238515854,
-0.029207488521933556,
-0.01527484878897667,
-0.02003324218094349,
-0.040909700095653534,
0.011326945386826992,
0.026518799364566803,
-0.0017369728302583098,
-0.049013663083314896,
0.025325743481516838,
-0.0006267073331400752,
-0.003223262494429946,
-0.0338655523955822,
0.035348162055015564,
-0.011090882122516632,
0.0222419872879982,
0.011668655090034008,
-0.015697229653596878,
-0.058383792638778687,
0.0014512419002130628,
-0.001372628496028483,
-0.04144609346985817,
-0.014671526849269867,
0.017776550725102425,
0.018376724794507027,
0.041483089327812195,
-0.03692520409822464,
-0.05785826966166496,
0.04210905730724335,
-0.02736184559762478,
0.05908248573541641,
0.0042492966167628765,
-0.028238195925951004,
0.006910044699907303,
-0.021972352638840675,
0.011285850778222084,
-0.08662179857492447,
0.012015415355563164,
-0.0027936561964452267,
-0.011278456076979637,
-0.02590121515095234,
0.007853359915316105,
0.015312663279473782,
-0.07176396995782852,
0.06151657551527023,
-0.02671661786735058,
0.02322009950876236,
-0.03993578255176544,
-0.007838188670575619,
0.042768437415361404,
0.013276633806526661,
-0.006613714620471001,
-0.02938140742480755,
-0.056004539132118225
] |
<p>I'm looking to quickly get smart on how to add personalization into a Bayesian-based recommendation system. </p>
<p>I'm using clickstream data and Bayesian statistics to estimate probabilities of purchase to rank a list of products on. How do I incorporate user-specific history to modify my generic probabilities for a specific user? For example, a user clicked a product in a previous site visit. How do I estimate the purchase probability during a successive visit? What is the standard approach here?</p>
<p>Looking for papers, blogs, people that can help illuminate.</p>
|
g74003
|
[
-0.042178068310022354,
0.045792106539011,
-0.012591877020895481,
0.0006849163910374045,
-0.06309155374765396,
-0.03852696344256401,
0.011120634153485298,
-0.02212987281382084,
-0.020751869305968285,
0.023703839629888535,
0.00274502276442945,
0.04900200292468071,
0.08112631738185883,
0.031914230436086655,
-0.0621052049100399,
-0.018351444974541664,
-0.008696520701050758,
-0.004396380390971899,
0.05652157962322235,
0.05233382061123848,
-0.028606433421373367,
-0.01386924646794796,
-0.005634973756968975,
-0.024960597977042198,
-0.048066407442092896,
-0.057145796716213226,
0.001855266746133566,
0.01947864703834057,
0.0026043832767754793,
-0.006998545490205288,
-0.02353528141975403,
-0.005044298246502876,
-0.021075531840324402,
0.028034910559654236,
0.03885253891348839,
-0.060731660574674606,
0.02488526701927185,
-0.05077521875500679,
-0.020534740760922432,
0.0003184663946740329,
0.017766524106264114,
0.08478740602731705,
0.044345688074827194,
-0.01876639388501644,
-0.006900705397129059,
0.03590289130806923,
-0.0008331877179443836,
-0.0338437594473362,
0.09020576626062393,
0.044867027550935745,
-0.021168721839785576,
0.05206175521016121,
0.01221557054668665,
0.023517047986388206,
0.002862930065020919,
0.044299494475126266,
0.0227767676115036,
0.0645633116364479,
-0.011033083312213421,
-0.019976789131760597,
0.049107737839221954,
-0.019587719812989235,
0.03442017734050751,
-0.012358232401311398,
0.022147908806800842,
0.03131731599569321,
-0.01669764518737793,
0.01930476911365986,
-0.028981951996684074,
-0.012515328824520111,
-0.038765862584114075,
0.00024044235760811716,
-0.022582659497857094,
0.013483545742928982,
0.009122015908360481,
-0.03592487424612045,
-0.05555010214447975,
0.04085467755794525,
0.013874578289687634,
0.05798313021659851,
0.0008178899879567325,
-0.00034518117900006473,
0.011060803197324276,
-0.06238149106502533,
0.014938647858798504,
-0.02126629278063774,
0.007381984032690525,
-0.03507736325263977,
0.04824630916118622,
-0.10029295086860657,
0.006981148850172758,
0.015152250416576862,
0.09772118180990219,
0.08349665254354477,
-0.0031852112151682377,
0.024450786411762238,
-0.08110449463129044,
-0.02538415789604187,
0.06685037165880203,
0.019073791801929474,
-0.04582591354846954,
-0.007110235281288624,
-0.022791128605604172,
-0.04104936867952347,
-0.04583675414323807,
0.026833442971110344,
0.010641657747328281,
0.027742505073547363,
0.015465869568288326,
-0.02781176194548607,
-0.0193320419639349,
0.030350126326084137,
0.03305545821785927,
-0.009756019338965416,
-0.02284303680062294,
-0.007810766343027353,
0.015631625428795815,
0.024122517555952072,
-0.04283227398991585,
0.02831471525132656,
-0.03491492569446564,
-0.02927572838962078,
-0.028733156621456146,
0.052877504378557205,
-0.04205191135406494,
0.0033634784631431103,
-0.06685923784971237,
-0.017098041251301765,
0.02392493560910225,
0.048341281712055206,
0.0009934913832694292,
-0.01701052114367485,
0.05991961061954498,
0.02771887369453907,
-0.00013583518739324063,
0.043479073792696,
0.08511817455291748,
0.007946932688355446,
0.033690743148326874,
0.038355275988578796,
-0.021908661350607872,
0.019864069297909737,
-0.00023826358665246516,
0.009133043698966503,
-0.0017347679240629077,
0.008324559777975082,
-0.05821768194437027,
0.01987759955227375,
0.026179682463407516,
-0.06763821095228195,
-0.021077992394566536,
0.0355711355805397,
-0.04619034752249718,
0.030925864353775978,
0.04244792088866234,
-0.05076112225651741,
-0.0034642103128135204,
-0.01708231121301651,
-0.017810076475143433,
0.03648744150996208,
0.08446379750967026,
0.023525021970272064,
0.059193309396505356,
0.052084505558013916,
0.013138183392584324,
-0.015534869395196438,
0.07490890473127365,
-0.04256071522831917,
-0.02931324765086174,
0.03289661183953285,
0.0739014595746994,
-0.005344425793737173,
-0.015110724605619907,
-0.036153506487607956,
0.03149939700961113,
-0.036530882120132446,
0.02671927772462368,
0.022650035098195076,
0.028710873797535896,
-0.04675811529159546,
0.00040600591455586255,
-0.01649944856762886,
0.005283833015710115,
-0.0036360383965075016,
-0.039018794894218445,
-0.009776786901056767,
-0.03124038316309452,
0.024915354326367378,
0.01816716603934765,
0.003105542156845331,
-0.042056504637002945,
-0.08741365373134613,
-0.031706638634204865,
-0.02551179565489292,
-0.045228149741888046,
0.028611036017537117,
0.05994896590709686,
-0.012404712848365307,
0.004248448647558689,
-0.04005669802427292,
-0.02337951399385929,
0.05448101833462715,
-0.05406951904296875,
0.05733903497457504,
-0.026739150285720825,
0.02621505595743656,
0.04278353229165077,
-0.018083911389112473,
-0.048101961612701416,
0.039742033928632736,
-0.003393111750483513,
0.009185455739498138,
-0.010710250586271286,
0.03265899792313576,
-0.027021260932087898,
0.011017675511538982,
-0.0008204006007872522,
-0.009767408482730389,
0.061362624168395996,
-0.015435662120580673,
-0.001446627196855843,
0.002362811239436269,
0.0021575361024588346,
0.055732451379299164,
-0.028390271589159966,
-0.0018853126093745232,
0.058073293417692184,
0.003449401818215847,
0.05860051512718201,
0.041087061166763306,
-0.06135702133178711,
0.018623821437358856,
-0.009456874802708626,
-0.009996351785957813,
0.014074315316975117,
0.07622872292995453,
-0.03308655321598053,
-0.06677126884460449,
0.019203243777155876,
-0.000104222257505171,
-0.013895710930228233,
-0.0340152382850647,
0.01752772368490696,
0.0007268252084031701,
0.037756212055683136,
-0.061624594032764435,
0.044556792825460434,
0.015918556600809097,
0.011414377950131893,
0.0532485768198967,
-0.04394535720348358,
0.03512156009674072,
-0.011437796987593174,
-0.05062156543135643,
0.04895811155438423,
-0.0375397764146328,
0.03912803530693054,
0.04638979956507683,
0.002996088471263647,
0.029369130730628967,
0.02522256039083004,
0.0152950594201684,
0.01873256266117096,
0.006136744748800993,
0.006568881683051586,
-0.029628897085785866,
-0.03435829281806946,
-0.03545095771551132,
0.08936632424592972,
-0.009792598895728588,
0.04932441934943199,
0.029602980241179466,
0.028958411887288094,
0.03035540133714676,
0.01889313943684101,
0.01382822822779417,
-0.016638940200209618,
0.01206024270504713,
-0.03150525316596031,
0.05993711203336716,
0.004027591086924076,
-0.0234125554561615,
-0.04499593377113342,
0.008640463463962078,
-0.02165086753666401,
-0.00004425107908900827,
0.06772322207689285,
0.02010560780763626,
-0.008076274767518044,
0.005268773529678583,
0.031875886023044586,
-0.00795429665595293,
-0.010251815430819988,
0.025095168501138687,
0.029607504606246948,
-0.002694230293855071,
-0.0005569463246501982,
0.02222680300474167,
0.027530599385499954,
0.034738827496767044,
-0.019199412316083908,
0.001164651708677411,
0.04984011501073837,
-0.027346419170498848,
-0.06676378846168518,
0.0008235754794441164,
-0.044513918459415436,
0.021146249026060104,
0.03198700398206711,
0.07844029366970062,
-0.059388939291238785,
0.006564146839082241,
-0.033012375235557556,
-0.04732082039117813,
0.03624073788523674,
-0.03993132710456848,
0.005270291585475206,
0.03931001201272011,
-0.10531757026910782,
-0.03831160068511963,
0.039637867361307144,
-0.002219589427113533,
-0.03766841068863869,
0.028502244502305984,
0.013389505445957184,
0.014271882362663746,
-0.040293868631124496,
0.03323353826999664,
-0.010814903303980827,
0.025220640003681183,
0.04338434338569641,
-0.012417404912412167,
-0.04370022192597389,
-0.050143033266067505,
0.027455998584628105,
-0.03657450154423714,
-0.00009879140998236835,
-0.004544335883110762,
-0.00872019212692976,
0.08835692703723907,
0.027185887098312378,
0.04799814894795418,
-0.04474618658423424,
-0.022043656557798386,
-0.00937626138329506,
0.026007890701293945,
0.06724204868078232,
0.0532117523252964,
0.04842198267579079,
-0.06766118854284286,
0.0197024904191494,
0.008529343642294407,
-0.013080469332635403,
0.009892262518405914,
0.03498444706201553,
0.02545575238764286,
-0.01674116589128971,
0.01935894787311554,
-0.0129428431391716,
-0.033898063004016876,
-0.009615736082196236,
-0.010465752333402634,
0.01891256682574749,
0.041706349700689316,
-0.02145295962691307,
0.004171175416558981,
0.028637632727622986,
0.05463836342096329,
0.005495642777532339,
-0.0039995633997023106,
0.04396253451704979,
0.012524968013167381,
0.04903724417090416,
-0.07531867921352386,
-0.04378241300582886,
0.03970268368721008,
0.0496249757707119,
0.0116258030757308,
0.04487011581659317,
0.01578759402036667,
-0.04059596732258797,
0.022184012457728386,
0.03817062824964523,
0.02345370501279831,
0.03010622039437294,
-0.040216557681560516,
-0.07955057173967361,
0.029564278200268745,
0.02745157480239868,
0.013967770151793957,
-0.05376686155796051,
-0.0043495530262589455,
-0.042983390390872955,
-0.01868683658540249,
0.031130308285355568,
-0.06108439341187477,
0.02515578083693981,
0.0019012629054486752,
0.08352887630462646,
0.06068848818540573,
-0.03243765980005264,
0.0027443566359579563,
0.048554398119449615,
0.038723424077034,
-0.014513908885419369,
0.016677062958478928,
0.005767463706433773,
-0.02430460788309574,
0.03700302913784981,
-0.024359675124287605,
-0.04095110669732094,
-0.041247036308050156,
0.02846461720764637,
-0.0342792347073555,
-0.004431159235537052,
-0.029246624559164047,
0.06682325154542923,
-0.07996094971895218,
-0.045506253838539124,
-0.03578800708055496,
-0.019640814512968063,
-0.040117669850587845,
0.02799667976796627,
-0.05196855217218399,
-0.03054468147456646,
-0.048095885664224625,
0.05877986550331116,
-0.010765939950942993,
0.02318849228322506,
-0.01336481049656868,
0.05418391525745392,
0.023869041353464127,
0.044232890009880066,
0.03810351341962814,
0.020554544404149055,
-0.0623118057847023,
0.06967282295227051,
-0.04651893675327301,
0.036186765879392624,
-0.0037392177619040012,
0.008397134020924568,
0.013233637437224388,
-0.015515044331550598,
-0.0435292087495327,
0.00813521258533001,
0.010565893724560738,
-0.0334925502538681,
0.040811389684677124,
0.024508444592356682,
0.03168535232543945,
-0.013950196094810963,
-0.05175751447677612,
0.010936295613646507,
-0.037719156593084335,
0.004069872200489044,
0.026654407382011414,
-0.024755515158176422,
0.019608736038208008,
-0.001012639026157558,
-0.023216843605041504,
-0.03499315679073334,
-0.055466506630182266,
-0.08675073832273483,
-0.04484734684228897,
-0.07545211911201477,
-0.04918261989951134,
-0.013559485785663128,
-0.003137867897748947,
0.04314902052283287,
0.049178317189216614,
0.02698228694498539,
-0.030516773462295532,
0.011334128677845001,
0.0047825174406170845,
-0.009545392356812954,
0.036274075508117676,
0.040520571172237396,
0.0010667549213394523,
-0.008018391206860542,
-0.03027668222784996,
-0.0027883583679795265,
0.03734148293733597,
0.02010943926870823,
0.021821100264787674,
0.024825584143400192,
-0.027877330780029297,
0.02411857806146145,
-0.03535078838467598,
-0.03150137886404991,
0.008158151060342789,
-0.02919773757457733,
0.04711100459098816,
0.002635673154145479,
0.02062821574509144,
-0.07030479609966278,
-0.012279769405722618,
-0.0076323458924889565,
0.02529885806143284,
0.04440894350409508,
-0.019213926047086716,
-0.03797722980380058,
0.020328611135482788,
0.017972873523831367,
-0.016780737787485123,
-0.007789940107613802,
-0.049169402569532394,
0.03504731506109238,
-0.032492466270923615,
0.03251824155449867,
-0.007432057522237301,
0.005280055105686188,
0.04530957341194153,
-0.048104070127010345,
0.03137411177158356,
-0.06950807571411133,
0.02346075512468815,
-0.003515886375680566,
0.07085996121168137,
-0.0312994085252285,
0.005194027442485094,
0.05940093845129013,
-0.017268385738134384,
-0.008672642521560192,
0.061787281185388565,
-0.03851562365889549,
-0.011588197201490402,
-0.04096881300210953,
-0.07403837889432907,
-0.0030814451165497303,
-0.05725081264972687,
-0.013371678069233894,
0.06192915886640549,
-0.0470806322991848,
0.011371110565960407,
-0.04183369502425194,
-0.006672675721347332,
-0.010414406657218933,
0.031007256358861923,
0.020447582006454468,
-0.01631379872560501,
-0.029950875788927078,
0.02065669558942318,
0.007008446380496025,
-0.05168861895799637,
-0.0034649709705263376,
-0.03551061823964119,
0.015124723315238953,
0.010064426809549332,
0.021759523078799248,
0.0008356309845112264,
-0.011206427589058876,
-0.00038915741606615484,
0.050569046288728714,
-0.020916618406772614,
-0.04495936632156372,
0.01828301139175892,
0.02663009986281395,
-0.007386920507997274,
0.0031225993297994137,
-0.020252365618944168,
-0.005099766422063112,
-0.06673044711351395,
0.03593280911445618,
-0.006993961986154318,
0.031142955645918846,
0.012559271417558193,
-0.04009459912776947,
-0.020818252116441727,
-0.04837631806731224,
0.007375352084636688,
0.03389642387628555,
-0.02865937165915966,
-0.02944708988070488,
-0.03639758378267288,
-0.005365386605262756,
-0.03398238122463226,
0.05769665539264679,
-0.06374414265155792,
-0.046697914600372314,
-0.01930052973330021,
-0.046957578510046005,
0.03113557957112789,
-0.04187190905213356,
-0.016040176153182983,
-0.0773344337940216,
-0.04988287389278412,
-0.06071574613451958,
-0.024847781285643578,
-0.060737382620573044,
-0.01626359112560749,
-0.0017028601141646504,
-0.007161474786698818,
-0.007891782559454441,
-0.056323423981666565,
0.01609647460281849,
0.07978035509586334,
0.0184024628251791,
0.03740263357758522,
-0.003643890842795372,
0.04993123933672905,
-0.0657862052321434,
-0.05314043536782265,
0.02074066922068596,
0.014036091975867748,
0.007448173128068447,
-0.009644988924264908,
-0.01737372577190399,
0.024749379605054855,
0.06555377691984177,
0.008152170106768608,
-0.018628761172294617,
-0.03768467903137207,
0.038558829575777054,
0.08652292191982269,
0.02416313998401165,
0.00310896267183125,
-0.0711958035826683,
-0.041122931987047195,
-0.011145378462970257,
0.03140602633357048,
-0.0091655058786273,
0.025282468646764755,
0.038156360387802124,
-0.0014133899239823222,
0.0067781852558255196,
-0.042396653443574905,
-0.00854640081524849,
-0.021105295047163963,
-0.0068718064576387405,
0.006378833204507828,
-0.03086007572710514,
-0.013010965660214424,
-0.031617581844329834,
0.04602090269327164,
-0.04675082117319107,
0.02857775054872036,
-0.013892353512346745,
0.02559087797999382,
0.02534504234790802,
-0.04307476431131363,
0.025533901527523994,
-0.00730732548981905,
-0.015590107999742031,
0.06513660401105881,
0.044249556958675385,
-0.01697082817554474,
0.025872141122817993,
-0.002140674041584134,
-0.009482941590249538,
0.0066147735342383385,
0.007622029632329941,
-0.03555584326386452,
0.04107755050063133,
0.006812343839555979,
0.04312289506196976,
0.038935814052820206,
0.03873322904109955,
0.02602352760732174,
0.07892400771379471,
0.04336591437458992,
-0.03678867965936661,
-0.0822838693857193,
0.012167748063802719,
-0.04525319114327431,
-0.012512564659118652,
0.0066154515370726585,
-0.0514373704791069,
0.05291466414928436,
0.026149088516831398,
-0.018764693289995193,
-0.0007844913052394986,
0.020408790558576584,
-0.0048841387033462524,
-0.012603461742401123,
-0.01557650975883007,
0.004787324462085962,
0.003545677987858653,
0.024278797209262848,
-0.03392871469259262,
-0.004723379388451576,
0.025282418355345726,
0.0025107066612690687,
-0.043335214257240295,
-0.02633163332939148,
-0.003336907597258687,
0.0022682612761855125,
-0.08862689882516861,
-0.0053663961589336395,
0.032506633549928665,
-0.02250688336789608,
-0.05011628940701485,
-0.08252803236246109,
-0.05453195795416832,
0.01432638056576252,
0.03602280095219612,
0.013049665838479996,
0.04130524396896362,
-0.036291059106588364,
-0.011075956746935844,
0.0726824402809143,
0.02551061287522316,
0.06272382289171219,
0.0020007803104817867,
-0.029797423630952835,
0.02476358599960804,
-0.061645880341529846,
0.007801865693181753,
-0.08113893866539001,
-0.006630995310842991,
-0.0221788939088583,
-0.06662275642156601,
0.0033048850018531084,
-0.049653515219688416,
-0.012663855217397213,
-0.06707754731178284,
-0.02880602702498436,
0.009072347544133663,
-0.010843402706086636,
0.009892018511891365,
-0.019254034385085106,
-0.006443375255912542,
0.025965295732021332,
-0.018574172630906105,
0.0220866147428751,
0.06152260676026344,
-0.013942486606538296,
-0.0411827489733696,
0.021258987486362457,
-0.004113702569156885,
0.03164678439497948,
0.014588703401386738,
-0.031853388994932175,
-0.0671793594956398,
0.003056581597775221,
-0.018690140917897224,
0.04056013002991676,
-0.008836627006530762,
-0.02449961006641388,
-0.010595331899821758,
0.004392115864902735,
-0.026806078851222992,
-0.010289476253092289,
-0.01768753118813038,
0.034520700573921204,
-0.006434346549212933,
-0.028110675513744354,
-0.013887022621929646,
0.005049524363130331,
-0.02289678156375885,
-0.016983604058623314,
-0.01879408210515976,
-0.030833696946501732,
-0.0158730149269104,
-0.05028640851378441,
-0.06042229384183884,
0.010336112231016159,
0.05735381692647934,
0.023640699684619904,
-0.015560043975710869,
-0.03288412094116211,
0.024807065725326538,
-0.02143023908138275,
-0.04967772215604782,
0.02126430720090866,
0.015992704778909683,
-0.01119998935610056,
0.04747386276721954,
0.004855093080550432
] |
<p>First I should explain what I did, and it might not be right.
I have a variable that represents a test outcome, it might be positive or negative. </p>
<ul>
<li><p>I have a set of observations of one important variable (my point of interest) for the last 5 days before the test was undertaken. I have computed the average for the last 3 days and all the 5 days. </p></li>
<li><p>Then, I have some other (not so important to me) variables, some of them are binary (yes or no), some of them are continuous. </p></li>
</ul>
<p>I want to create a logit model for my DV based on these variables. </p>
<p>As the histograms dont seem normal enough, I have used Mann-Whitney-U on all the variables (with the outcome of the test as a grouping variable) and have seen that the test is the most significant for the 5-day average (the second most significant was the day 1 before the test was undertaken). So, I have chosen the 5-day average for an univariate logit model, and it was significant. Then I put all the other variables into the model and ran a stepwise model selection in R based on AIC. Now I have a model that contains 5 variables - the 5 day average is highly significant and two other variables, still significant, but there are also two variables that are non-significant at my chosen level (0.05). I have two questions:</p>
<ol>
<li>Is the process of selecting one version of the "important" variable for the model acceptable as I did it?</li>
<li>How do I interpret the two non-significant variables? They have not been shown to have a significant influence on the DV, but in a model without them, the other variables become insignificant. Can I actually use a model that contains non-significant values? Or can I say, that the model fits the available data well, and the two variables contribute to the model but are not significant at my chosen level. </li>
</ol>
|
g74004
|
[
-0.0657331794500351,
-0.007656354457139969,
-0.005125979892909527,
-0.044782157987356186,
0.04309459403157234,
-0.018015950918197632,
0.029127690941095352,
0.040208183228969574,
-0.032732345163822174,
0.010197089053690434,
-0.003571747336536646,
-0.0360635444521904,
0.06049041450023651,
0.04509059339761734,
0.03711433336138725,
0.013286063447594643,
0.06826575100421906,
-0.00513448053970933,
0.005967781413346529,
-0.062043312937021255,
-0.01709046959877014,
0.037813447415828705,
0.061160653829574585,
-0.0002914976794272661,
-0.022994492202997208,
-0.047551438212394714,
0.014692711643874645,
0.049384135752916336,
-0.0590122789144516,
0.054157935082912445,
-0.008444398641586304,
0.00848480872809887,
0.08242618292570114,
-0.06208654120564461,
-0.039507776498794556,
-0.010651679709553719,
0.029457587748765945,
0.08925896137952805,
-0.01635872758924961,
0.03803830221295357,
-0.0025064777582883835,
0.05025719106197357,
0.027871180325746536,
-0.0016631687758490443,
-0.03105132281780243,
-0.00914488360285759,
0.023781323805451393,
-0.04355110973119736,
0.04426753520965576,
-0.0353802815079689,
0.0674787163734436,
0.02453390695154667,
-0.022988274693489075,
-0.030105309560894966,
0.06186767667531967,
0.050736427307128906,
0.007368565537035465,
-0.0032009256538003683,
0.016127662733197212,
0.009962860494852066,
0.08681439608335495,
-0.018888426944613457,
-0.06397753208875656,
0.02720770239830017,
-0.03121883235871792,
0.0077269356697797775,
-0.04047665745019913,
-0.06150072067975998,
-0.033560920506715775,
-0.029021168127655983,
-0.03618305176496506,
-0.022807497531175613,
0.0184935349971056,
-0.04718250408768654,
-0.07910166680812836,
0.013302568346261978,
0.0022833580151200294,
-0.01220698468387127,
0.009421110153198242,
-0.007931789383292198,
-0.00018169815302826464,
0.016678806394338608,
0.04644973948597908,
0.017962954938411713,
0.030941592529416084,
-0.022484827786684036,
0.012486093677580357,
-0.0012884612660855055,
-0.004717558156698942,
0.014796468429267406,
0.008918498642742634,
0.03586420789361,
0.056751374155282974,
0.07156934589147568,
-0.05732954293489456,
0.04311712458729744,
-0.037998635321855545,
0.022899281233549118,
0.005703088361769915,
0.02709060348570347,
0.012139870785176754,
0.006774339824914932,
-0.005088197998702526,
-0.012689018622040749,
-0.045310959219932556,
0.01760980300605297,
-0.03444749116897583,
0.06396567821502686,
-0.0016572062158957124,
-0.050091709941625595,
-0.08594414591789246,
0.0067734564654529095,
-0.05553030967712402,
-0.015102206729352474,
-0.03324948623776436,
-0.04442865028977394,
0.0038313940167427063,
0.04100897163152695,
-0.07495054602622986,
-0.041995830833911896,
0.0676739439368248,
0.00998713169246912,
0.025573166087269783,
0.010443614795804024,
0.016002072021365166,
-0.04185006767511368,
-0.047810882329940796,
0.08030244708061218,
0.04275989159941673,
0.03680778667330742,
0.010302080772817135,
0.0015992363914847374,
0.00816313736140728,
0.049729496240615845,
0.030704915523529053,
-0.003360855858772993,
0.006056973244994879,
0.03986947238445282,
0.020380625501275063,
0.034970201551914215,
-0.028636563569307327,
0.0200448390096426,
-0.0224104393273592,
0.015493650920689106,
-0.06646464765071869,
0.052035216242074966,
0.010214422829449177,
-0.0339350700378418,
-0.019614294171333313,
-0.013645757921040058,
0.004872035700827837,
0.007363907992839813,
-0.06525109708309174,
0.0011777292238548398,
-0.08163252472877502,
0.02865419164299965,
-0.04121217876672745,
0.0029835975728929043,
-0.0383562371134758,
-0.03793634846806526,
0.02478093095123768,
-0.044768478721380234,
0.0281392652541399,
-0.03106871247291565,
-0.0009237988269887865,
0.026987040415406227,
0.014816231094300747,
-0.10252395272254944,
0.034256547689437866,
0.02656165510416031,
0.06329108774662018,
-0.08355219662189484,
0.039783477783203125,
-0.04182633012533188,
0.0465598925948143,
0.007082825526595116,
0.07042842358350754,
-0.05199066549539566,
0.04986720532178879,
0.002661162056028843,
-0.00903966836631298,
-0.03382755443453789,
0.00047737095155753195,
-0.0648927167057991,
-0.01943318545818329,
-0.06979428231716156,
-0.007612132932990789,
0.01409163698554039,
-0.018179288133978844,
0.041142430156469345,
-0.023994285613298416,
-0.03166544809937477,
0.013053006492555141,
-0.014469475485384464,
-0.04962342977523804,
-0.03654242679476738,
0.013636192306876183,
-0.017135392874479294,
0.003459789091721177,
0.0237493384629488,
0.007666122168302536,
-0.030906397849321365,
-0.05162051320075989,
0.028392471373081207,
-0.0142913106828928,
0.0261783916503191,
-0.02461148425936699,
0.04293305054306984,
-0.0478890985250473,
-0.037441786378622055,
0.029954694211483,
-0.03896387666463852,
0.03731949254870415,
0.03013702481985092,
-0.004424582235515118,
-0.03551442548632622,
0.0032519593369215727,
0.03381584957242012,
-0.006229317281395197,
0.034192997962236404,
-0.0012230819556862116,
-0.022477982565760612,
0.053762245923280716,
0.060673609375953674,
-0.006862923968583345,
0.02402425743639469,
0.08109109848737717,
0.019395777955651283,
-0.014821761287748814,
0.006833401042968035,
0.027212172746658325,
-0.02857252024114132,
0.015167743898928165,
-0.001590148196555674,
0.04886171221733093,
-0.019021958112716675,
0.008812894113361835,
-0.009522912092506886,
0.016356555745005608,
0.01264244969934225,
-0.002287863753736019,
-0.01656496152281761,
0.03262190893292427,
0.019819185137748718,
0.03280659765005112,
-0.0026579569093883038,
0.025617824867367744,
0.00704379053786397,
-0.014469314366579056,
0.08149375021457672,
-0.05623935908079147,
0.037165675312280655,
-0.026828179135918617,
-0.045618291944265366,
0.01628875732421875,
-0.007214483339339495,
0.014797113835811615,
0.03697493299841881,
-0.01367256697267294,
0.06567741930484772,
-0.03474842756986618,
-0.07124272733926773,
0.016974521800875664,
0.06330516189336777,
0.03643640875816345,
0.00004928688576910645,
0.05356500670313835,
-0.04184364527463913,
-0.041406162083148956,
-0.021967442706227303,
-0.036127012223005295,
-0.010766404680907726,
0.002539530163630843,
0.049936674535274506,
0.030933763831853867,
0.02756011113524437,
-0.023828281089663506,
-0.0007593011832796037,
-0.04053386300802231,
-0.042084287852048874,
0.027542738243937492,
-0.0709034651517868,
-0.03136870265007019,
-0.004780271556228399,
0.03841821849346161,
0.0559641532599926,
0.0501277931034565,
0.03972363471984863,
-0.010667194612324238,
-0.023890234529972076,
-0.0539337694644928,
0.010771919041872025,
-0.006611514370888472,
-0.009633935056626797,
0.004095612093806267,
-0.04909200966358185,
-0.011539201252162457,
-0.03374975174665451,
0.015114466659724712,
0.014292838051915169,
-0.01294541172683239,
-0.004614461679011583,
-0.012497860938310623,
0.03485579788684845,
0.032883498817682266,
-0.07189267128705978,
-0.07654350250959396,
0.04222406819462776,
-0.023275824263691902,
-0.003810419701039791,
-0.01928882859647274,
0.009152286686003208,
-0.004519810900092125,
0.012494910508394241,
-0.050416089594364166,
0.01962592825293541,
-0.021250607445836067,
0.03961574286222458,
-0.028697969391942024,
-0.025435948744416237,
-0.0015302487881854177,
-0.028085628524422646,
0.0004472933360375464,
0.06214071437716484,
0.004543500952422619,
0.0690118819475174,
0.028095293790102005,
0.01942102052271366,
-0.02758484147489071,
0.025443529710173607,
0.07829022407531738,
0.033374495804309845,
0.00934517476707697,
-0.007667466066777706,
-0.030309390276670456,
-0.05626736208796501,
-0.009213866665959358,
-0.004737048875540495,
0.005224895663559437,
0.03854741156101227,
0.0029749113600701094,
-0.053661759942770004,
0.006770643871277571,
-0.008568824268877506,
-0.026562020182609558,
-0.07644760608673096,
0.010343010537326336,
-0.011634514667093754,
0.005921986419707537,
0.002816049847751856,
-0.0022416634019464254,
0.00495905801653862,
-0.0009503574692644179,
-0.04064400494098663,
0.03739076480269432,
0.01691385544836521,
0.03477374464273453,
0.03375106304883957,
-0.0027379142120480537,
-0.004547729156911373,
-0.024588271975517273,
-0.0642261654138565,
-0.0505954809486866,
0.0014706844231113791,
0.0031882396433502436,
0.02841990441083908,
0.012145841494202614,
0.040240805596113205,
0.041210856288671494,
-0.03202197700738907,
0.03486735746264458,
0.03124101646244526,
-0.004448197782039642,
-0.016617603600025177,
0.025237955152988434,
-0.019494306296110153,
0.10701701790094376,
0.03954596817493439,
-0.04376924782991409,
0.04213721677660942,
0.014257089234888554,
0.018739771097898483,
-0.010932502336800098,
0.021268492564558983,
0.026816368103027344,
-0.03908131644129753,
-0.03547407314181328,
-0.013004238717257977,
-0.016202760860323906,
-0.018982162699103355,
0.01467018760740757,
-0.0392647311091423,
-0.07844047993421555,
0.06240898743271828,
0.041830915957689285,
0.00810947921127081,
-0.0030049073975533247,
0.039019666612148285,
0.02232006937265396,
0.04932169243693352,
-0.045443903654813766,
-0.0063942125998437405,
0.011532288044691086,
0.004788695368915796,
0.0015380986733362079,
0.010907215997576714,
-0.0307608749717474,
-0.011486195027828217,
-0.041351791471242905,
0.048946309834718704,
-0.027553213760256767,
-0.06374351680278778,
0.030474359169602394,
-0.060248181223869324,
-0.013384421356022358,
-0.020041093230247498,
-0.002367253415286541,
-0.013066195882856846,
-0.0494394488632679,
0.0392620824277401,
0.05364840850234032,
0.023653250187635422,
-0.034103747457265854,
-0.009260169230401516,
-0.010613426566123962,
-0.007896766066551208,
0.03452400863170624,
0.01935221441090107,
-0.021498549729585648,
0.018035100772976875,
-0.0067960349842906,
0.02592109702527523,
-0.0004450336273293942,
0.0071755400858819485,
-0.001876424765214324,
0.03930358961224556,
0.014660817570984364,
0.0033130082301795483,
-0.015784602612257004,
-0.012808426283299923,
-0.03389338403940201,
-0.03871842101216316,
-0.06068732589483261,
-0.0059459819458425045,
-0.028413383290171623,
0.007827283814549446,
-0.013043827377259731,
-0.019157836213707924,
0.021886706352233887,
-0.011934523470699787,
-0.01127968542277813,
0.06265640258789062,
0.006659503560513258,
0.0168044101446867,
0.04642366245388985,
0.018451638519763947,
0.047871995717287064,
0.013935021124780178,
0.038567859679460526,
0.03543528914451599,
-0.053938161581754684,
0.002934581134468317,
-0.003415214829146862,
0.01584675908088684,
-0.00992750283330679,
-0.0880298912525177,
-0.06196876987814903,
0.041388075798749924,
0.04006572812795639,
0.023778608068823814,
-0.02972746081650257,
-0.020775143057107925,
0.06836025416851044,
-0.007174244616180658,
-0.04279147833585739,
-0.026096168905496597,
-0.016065945848822594,
0.013668838888406754,
0.022463401779532433,
0.049023550003767014,
-0.0035991095937788486,
-0.04431445151567459,
0.0312538668513298,
0.033192478120326996,
0.042694538831710815,
-0.012753275223076344,
-0.02879822812974453,
-0.031375493854284286,
-0.003218212630599737,
0.03688680753111839,
0.020715836435556412,
0.008965329267084599,
0.06855503469705582,
0.05751948803663254,
0.006970734801143408,
-0.029095957055687904,
0.024557990953326225,
-0.02015899121761322,
0.005209939554333687,
-0.015925325453281403,
-0.0057717496529221535,
0.03506045788526535,
0.06261873990297318,
-0.06096271052956581,
-0.055884577333927155,
0.01891007460653782,
0.052021682262420654,
-0.030872568488121033,
0.02491285838186741,
0.025021575391292572,
0.002766694873571396,
-0.031024696305394173,
0.051835812628269196,
-0.04688842594623566,
-0.03368518128991127,
-0.009500840678811073,
-0.0003627524711191654,
0.07616288959980011,
0.019756129011511803,
-0.014966489747166634,
0.047329939901828766,
-0.014185989275574684,
0.05982599034905434,
-0.012636808678507805,
0.030082467943429947,
-0.08899383246898651,
-0.036979783326387405,
-0.10812470316886902,
-0.016950728371739388,
0.02098235674202442,
-0.0031589947175234556,
0.01623031124472618,
-0.038325998932123184,
0.03254846855998039,
0.059592533856630325,
-0.014884375035762787,
-0.02888418920338154,
-0.028150910511612892,
-0.011627002619206905,
-0.003398291300982237,
-0.013089523650705814,
-0.003409229451790452,
-0.0019276832463219762,
0.00558188371360302,
-0.016926586627960205,
-0.032517436891794205,
0.03251996263861656,
-0.009234586730599403,
-0.023708846420049667,
-0.05382400006055832,
-0.04640743136405945,
0.05271850898861885,
0.012917589396238327,
-0.0024949759244918823,
-0.008893493562936783,
-0.017892681062221527,
-0.00022100191563367844,
0.011441078037023544,
0.053791482001543045,
-0.03476862609386444,
0.010022679343819618,
-0.033422812819480896,
0.06623087078332901,
0.017558766528964043,
-0.028530707582831383,
-0.0006702764076180756,
-0.029179567471146584,
-0.06320671737194061,
-0.00497163413092494,
0.046427566558122635,
0.03827189281582832,
-0.012220516800880432,
-0.0041756643913686275,
0.0043612997978925705,
-0.005518125370144844,
0.02583971805870533,
-0.005202171392738819,
0.035500168800354004,
0.013179520145058632,
0.01830395497381687,
0.005303103942424059,
-0.027728164568543434,
0.03229469805955887,
-0.013819390907883644,
-0.04475891962647438,
0.022530900314450264,
-0.02793913707137108,
-0.01994890533387661,
-0.05977467820048332,
0.011761894449591637,
-0.05643272399902344,
-0.008370112627744675,
0.005588483065366745,
-0.0010395558783784509,
0.02327427826821804,
-0.023964039981365204,
-0.01891850307583809,
-0.027900895103812218,
-0.0034530863631516695,
-0.039771657437086105,
0.024393483996391296,
-0.011635967530310154,
0.005116437096148729,
-0.03504028916358948,
0.0036268290132284164,
0.008496029302477837,
-0.05511529743671417,
-0.009319677948951721,
-0.020490558817982674,
-0.01043347455561161,
-0.018952062353491783,
0.05627720057964325,
0.025367721915245056,
0.02335108444094658,
-0.0003821179270744324,
-0.05334501713514328,
-0.05381719768047333,
0.0007923603407107294,
0.018357718363404274,
-0.007958954200148582,
0.012270559556782246,
-0.05249440297484398,
0.07452226430177689,
0.029504090547561646,
0.001653126091696322,
0.07080285996198654,
-0.041011497378349304,
0.042771972715854645,
-0.01792393997311592,
0.0625305101275444,
0.001944769755937159,
0.0017494094790890813,
-0.052799392491579056,
-0.05006406456232071,
-0.041679900139570236,
0.050576984882354736,
-0.04731618985533714,
0.04799185320734978,
0.019841160625219345,
0.007763042580336332,
-0.03265026956796646,
0.07414386421442032,
-0.022891441360116005,
0.04078745096921921,
0.05003967881202698,
-0.03146379441022873,
0.032355792820453644,
0.02251553349196911,
-0.02677255868911743,
0.05582593381404877,
0.04550204426050186,
0.031728580594062805,
-0.032900694757699966,
-0.031711265444755554,
0.04019216075539589,
0.04148919880390167,
0.033440280705690384,
0.054587915539741516,
0.05986495688557625,
0.016281932592391968,
-0.03436635807156563,
-0.09537439793348312,
-0.062424421310424805,
-0.006392383947968483,
0.009185157716274261,
0.07480915635824203,
-0.009940392337739468,
-0.015452454797923565,
0.03303622081875801,
-0.0028544326778501272,
0.014006794430315495,
-0.050656575709581375,
-0.016340430825948715,
0.004632605705410242,
0.003636768087744713,
-0.016866691410541534,
0.005766828078776598,
0.030421392992138863,
-0.014887210913002491,
-0.006289266049861908,
-0.01498844288289547,
-0.0020968264434486628,
0.006539659574627876,
-0.02030579373240471,
-0.012323788367211819,
-0.002413841662928462,
0.008082187734544277,
-0.051619257777929306,
0.04230678454041481,
0.009763694368302822,
-0.07942286133766174,
-0.034020040184259415,
0.018981996923685074,
0.026408258825540543,
-0.026137404143810272,
0.039027221500873566,
-0.045607272535562515,
0.03528716787695885,
-0.004730547312647104,
0.019848065450787544,
0.04116246849298477,
0.03692387789487839,
-0.06885827332735062,
0.0038293804973363876,
0.011255843564867973,
-0.009373524226248264,
0.01055429968982935,
-0.023566680029034615,
-0.006428900174796581,
-0.036482617259025574,
-0.042652428150177,
0.06483059376478195,
0.03110315650701523,
0.02387043461203575,
-0.03920688107609749,
-0.025926170870661736,
-0.010866920463740826,
-0.026748009026050568,
0.002240233588963747,
0.053352661430835724,
-0.07455132156610489,
-0.03877851739525795,
-0.0025666565634310246,
-0.015482030808925629,
0.03764716163277626,
-0.08136585354804993,
-0.05754901096224785,
0.050698865205049515,
-0.007648930419236422,
0.018752723932266235,
-0.02914823777973652,
-0.04631774500012398,
-0.09618328511714935,
-0.011091613210737705,
-0.008929022587835789,
0.017046008259058,
0.0022629795130342245,
0.0610300712287426,
-0.06438185274600983,
0.015330485999584198,
-0.025703154504299164,
-0.03824828192591667,
0.03886634483933449,
0.040733978152275085,
-0.023493051528930664,
0.058253806084394455,
0.009814348071813583,
0.01369072962552309,
0.026572085916996002,
-0.009620090015232563,
-0.08089207857847214,
0.040803100913763046,
-0.044651295989751816,
0.05591108649969101,
-0.00711533147841692,
0.019783949479460716,
-0.03967975080013275,
-0.034254543483257294,
-0.005386877339333296,
-0.04752738028764725,
-0.03995356336236,
-0.05200890824198723,
-0.04615102708339691,
0.08491706103086472,
0.022194569930434227,
-0.011907853186130524,
-0.004408035892993212,
0.036892857402563095
] |
<p>I have run two psychological experiments. The dependent variable is a rating provided by the participant, that is, an integer number from 0 to 100. </p>
<p>The first experiment is a mixed 2x2 design, with one between-subject factor (treatment) and one within-subject factor (question). Each of these factors has two levels. That is, participants are asked two questions in the experiment (Q1 and Q2), while a factor varies systematically between the two groups (Treatment1 and Treatment2).</p>
<p>The second experiment is identical, except for that the design becomes completely within-subjects. That is, it is a repeated measures 2x2 design; participants are asked four questions that encode the two manipulations in a factorial form: Q1Treatment1, Q1Treatment2, Q2Treatment1, and Q2Treatment2.</p>
<p>I am interested in the potential interactions between the two factors (question and treatment).</p>
<p>Normally, I would conduct repeated measures ANOVAs for these experiments. However, the problem is that my data deviate strikingly from normality (in fact, so do the residuals). Therefore, I am looking for nonparametric equivalents to ANOVA for these two designs.</p>
<p>I can use both SPSS and R.</p>
|
g74005
|
[
-0.020029107108712196,
-0.03934052586555481,
0.008080595172941685,
-0.00505184568464756,
-0.03301059082150459,
-0.011735443957149982,
0.010575991123914719,
-0.0305069200694561,
-0.018973780795931816,
0.023159123957157135,
0.0015433271182700992,
0.008183817379176617,
-0.01970047503709793,
0.0026518970262259245,
-0.0011698291637003422,
0.06747720390558243,
0.07588186115026474,
-0.024830246344208717,
-0.013467018492519855,
-0.003225162858143449,
-0.011190331541001797,
-0.017542440444231033,
0.05045926943421364,
0.0024886932224035263,
0.03347526118159294,
-0.062112826853990555,
-0.026434550061821938,
0.05900388956069946,
-0.09790776669979095,
-0.053301624953746796,
-0.03213280066847801,
-0.012035740539431572,
0.005144807044416666,
-0.040236733853816986,
-0.016533229500055313,
0.007183828856796026,
0.01710166409611702,
-0.017858261242508888,
-0.024608729407191277,
0.02369079366326332,
-0.003014161717146635,
0.015254330821335316,
-0.0023205799516290426,
-0.004049185197800398,
-0.012762628495693207,
-0.03876569867134094,
-0.026960043236613274,
-0.021700957790017128,
0.030718397349119186,
0.025729864835739136,
0.03475773334503174,
0.024727223441004753,
0.016975196078419685,
0.005692615173757076,
0.05913025140762329,
-0.032337695360183716,
0.017439136281609535,
0.04391679912805557,
0.002282275352627039,
0.02524978667497635,
0.0017391243018209934,
0.0002934420481324196,
-0.009646887890994549,
0.0022201642859727144,
0.041913215070962906,
0.020079148933291435,
-0.018593594431877136,
0.008204528130590916,
-0.07157985866069794,
-0.03409658744931221,
-0.0091104656457901,
0.03592534735798836,
-0.021363165229558945,
-0.004570889752358198,
-0.02971487306058407,
-0.011709962040185928,
0.01955893635749817,
-0.05408812314271927,
0.03337791934609413,
0.047171588987112045,
-0.03698363155126572,
-0.016575558111071587,
0.028621595352888107,
-0.004310876131057739,
0.13320843875408173,
0.006230812985450029,
0.03536369279026985,
0.028606776148080826,
-0.0006144404760561883,
-0.003916526213288307,
0.03533569350838661,
0.03437378257513046,
0.07185011357069016,
0.03781843185424805,
-0.06036717817187309,
-0.030051277950406075,
-0.03499157354235649,
0.027772264555096626,
-0.008943668566644192,
0.021454986184835434,
-0.021430671215057373,
0.040863439440727234,
0.010562721639871597,
-0.0011968499748036265,
-0.04592335969209671,
-0.02666192129254341,
0.09084118902683258,
0.04665599390864372,
-0.06405016779899597,
0.004484498407691717,
-0.055949632078409195,
-0.007709307596087456,
-0.03783169761300087,
0.00023232834064401686,
-0.0178770050406456,
-0.049618057906627655,
0.036830853670835495,
-0.015571814961731434,
-0.0786595270037651,
-0.027630507946014404,
-0.03711041808128357,
0.03865087404847145,
0.05088501796126366,
0.040109165012836456,
-0.033038221299648285,
0.018620269373059273,
-0.009826750494539738,
0.04845521226525307,
0.045579127967357635,
0.014432163909077644,
0.07142842561006546,
-0.02568800188601017,
-0.0030198432505130768,
0.02571025863289833,
-0.03837226331233978,
-0.03410426899790764,
0.03750086575746536,
0.0319063626229763,
-0.025008659809827805,
-0.03351394459605217,
-0.057273294776678085,
0.0013251977507025003,
-0.007747469935566187,
0.020792117342352867,
0.0023608242627233267,
0.007035486865788698,
0.03035486303269863,
0.0005882001132704318,
-0.06476225703954697,
0.012790966778993607,
0.04135313257575035,
0.06800928711891174,
0.017006851732730865,
0.001309573999606073,
-0.07775188982486725,
-0.02369542233645916,
-0.04571116343140602,
-0.04847729206085205,
0.00707510719075799,
0.06261231750249863,
0.02661549672484398,
-0.013378308154642582,
0.007569956127554178,
0.02593209594488144,
0.050869300961494446,
0.06588124483823776,
0.010920011438429356,
-0.01764741726219654,
-0.0276703592389822,
0.019415635615587234,
-0.024037519469857216,
-0.023640578612685204,
0.0045249126851558685,
0.02118658274412155,
0.04874333366751671,
0.03586883470416069,
0.046242520213127136,
-0.03836768493056297,
-0.019540419802069664,
-0.04241091012954712,
0.010210443288087845,
0.06963704526424408,
-0.009957559406757355,
-0.01087003294378519,
-0.03391169011592865,
0.020441655069589615,
0.011532587930560112,
0.03293701633810997,
-0.10730831325054169,
-0.010765736922621727,
0.013726267963647842,
-0.016172856092453003,
-0.02531503699719906,
-0.05112597718834877,
-0.09764686226844788,
-0.052834685891866684,
0.026493124663829803,
-0.031501028686761856,
0.015038847923278809,
-0.008791777305305004,
-0.01363031379878521,
0.028879303485155106,
-0.03541133552789688,
0.019081780686974525,
-0.009178687818348408,
0.0011141762370243669,
-0.0026800285559147596,
-0.03151409700512886,
-0.022663308307528496,
-0.022527843713760376,
0.011200090870261192,
-0.004117478150874376,
0.015379570424556732,
0.027277711778879166,
0.04090501368045807,
0.0050272392109036446,
0.02160310000181198,
-0.0009184539085254073,
-0.039590973407030106,
0.022899804636836052,
0.004505328368395567,
0.001076826243661344,
0.028568750247359276,
0.024122493341565132,
0.02138126827776432,
0.013367791660130024,
0.06017269566655159,
0.04104185104370117,
0.036759454756975174,
0.02808537892997265,
-0.03740333020687103,
-0.04335245490074158,
0.02939685434103012,
-0.04218342527747154,
-0.015098650939762592,
0.040117330849170685,
-0.017642172053456306,
0.003798638004809618,
0.026299644261598587,
0.013475905172526836,
0.016474701464176178,
0.04912557452917099,
-0.02625729888677597,
0.08525848388671875,
0.003244679654017091,
-0.032663486897945404,
0.001302120741456747,
-0.022792169824242592,
0.04644640535116196,
0.0656699389219284,
-0.031009625643491745,
0.04559287056326866,
-0.020193995907902718,
-0.01949225924909115,
0.007845102809369564,
0.027376193553209305,
0.035241127014160156,
0.02594359777867794,
-0.010115725919604301,
-0.023454096168279648,
-0.008899619802832603,
0.0619831345975399,
-0.014150661416351795,
0.013408862985670567,
-0.010395458899438381,
-0.05099328234791756,
0.025687722489237785,
-0.04549821838736534,
-0.02687069959938526,
-0.004534393548965454,
-0.046174246817827225,
0.03361281007528305,
0.03685138002038002,
0.02458817884325981,
0.0256575345993042,
-0.01598121039569378,
-0.02758600562810898,
-0.04953210800886154,
0.03067038021981716,
0.010417567566037178,
0.030768947675824165,
-0.020954227074980736,
-0.04732971265912056,
0.019277991726994514,
0.010557519271969795,
-0.0361168347299099,
0.08809123188257217,
-0.01417581643909216,
-0.08795333653688431,
0.042522504925727844,
-0.023952240124344826,
0.04334736615419388,
0.0022539717610925436,
-0.015292220748960972,
0.005092545412480831,
-0.03496364876627922,
0.024471070617437363,
-0.08254551887512207,
-0.0015026478795334697,
0.05228084698319435,
-0.022418754175305367,
-0.047242671251297,
0.027503184974193573,
-0.0029207828920334578,
-0.00283718085847795,
-0.08269057422876358,
-0.01327055785804987,
0.007765998598188162,
0.0042514014057815075,
0.044312503188848495,
-0.03676580265164375,
-0.05886009335517883,
-0.0010057471226900816,
0.004300242755562067,
-0.031365927308797836,
-0.06748347729444504,
0.013044746592640877,
0.038810450583696365,
0.056016772985458374,
-0.0033398177474737167,
0.06093345955014229,
-0.04544011503458023,
0.026903919875621796,
0.07163640111684799,
-0.01414137426763773,
0.014304793439805508,
-0.03754377365112305,
0.02615751512348652,
-0.04869936779141426,
0.005174884106963873,
0.041184522211551666,
0.03557290509343147,
-0.00006103757914388552,
-0.05552027374505997,
0.028671707957983017,
-0.007534582633525133,
-0.009768576361238956,
0.033030591905117035,
0.01207827776670456,
0.023618536069989204,
-0.011032202281057835,
-0.04024754464626312,
0.003055838169530034,
0.014120681211352348,
0.014728075824677944,
-0.030272776260972023,
0.029663918539881706,
0.020751500502228737,
-0.003523047547787428,
-0.027034135535359383,
0.015019940212368965,
0.006505965255200863,
0.034969836473464966,
-0.08830686658620834,
0.005409703124314547,
-0.039685606956481934,
0.0371883325278759,
-0.022098802030086517,
-0.03151101991534233,
0.010246426798403263,
0.02289024367928505,
-0.021685324609279633,
-0.07988430559635162,
-0.02244013175368309,
-0.006851112470030785,
0.00504061346873641,
0.024495599791407585,
0.034773848950862885,
0.002285843715071678,
-0.0021774626802653074,
0.0589628592133522,
0.05353321507573128,
0.044592440128326416,
-0.07494588196277618,
0.01230698823928833,
-0.019811974838376045,
0.06813134253025055,
0.029422292485833168,
0.007453409023582935,
0.0943169817328453,
0.0721263736486435,
0.015192932449281216,
-0.040203314274549484,
-0.023266373202204704,
0.0038267767522484064,
-0.011151807382702827,
-0.015303456224501133,
0.0231784638017416,
0.004627187270671129,
0.00042496371315792203,
-0.04429225996136665,
-0.015879083424806595,
-0.06060057133436203,
0.040512487292289734,
0.02292420156300068,
0.002021253341808915,
-0.022239435464143753,
-0.04625296965241432,
0.060295719653367996,
0.05422036722302437,
-0.007823580875992775,
0.01777723804116249,
0.06458117067813873,
-0.006295604165643454,
-0.06189347058534622,
-0.051152318716049194,
0.005396341904997826,
-0.0059593417681753635,
-0.11683984845876694,
0.008115395903587341,
-0.038483504205942154,
0.022568760439753532,
0.03678915649652481,
-0.06034586951136589,
0.05482159182429314,
-0.021339893341064453,
0.017695235088467598,
-0.036169521510601044,
-0.01971951313316822,
-0.012066488154232502,
-0.031048348173499107,
0.04742509126663208,
-0.0006517759175039828,
-0.007031854707747698,
0.07343974709510803,
0.006494332570582628,
0.004317466635257006,
0.019993053749203682,
0.04893996939063072,
-0.04383925348520279,
0.03275052830576897,
0.01801849715411663,
-0.05663244053721428,
0.01516186073422432,
-0.005119589157402515,
-0.028742143884301186,
-0.05890238285064697,
-0.03308871388435364,
0.003007609164342284,
0.003512958064675331,
-0.03576543554663658,
0.0007451562560163438,
0.0007846763473935425,
0.039155878126621246,
-0.005258573684841394,
0.039755839854478836,
-0.007930665276944637,
-0.040046922862529755,
-0.035956982523202896,
0.015947140753269196,
-0.012959426268935204,
0.03511727973818779,
-0.01951853185892105,
-0.01291486993432045,
-0.0011033135233446956,
-0.038381658494472504,
0.011322573758661747,
-0.02166026644408703,
0.05931170657277107,
0.0017997295362874866,
-0.018418043851852417,
-0.048798687756061554,
-0.04134369641542435,
-0.04484943300485611,
-0.06948986649513245,
0.020301083102822304,
-0.0777779221534729,
-0.0016489459667354822,
0.004081693943589926,
-0.0225029569119215,
-0.010072494857013226,
-0.08577393740415573,
0.019510511308908463,
0.028475143015384674,
0.018395718187093735,
0.026905834674835205,
0.06209547817707062,
-0.0435556098818779,
0.03018636628985405,
0.0166927557438612,
-0.002622544299811125,
0.003489380469545722,
0.037984367460012436,
-0.021498730406165123,
0.005407061893492937,
-0.05595827475190163,
-0.06527409702539444,
-0.03213152661919594,
0.01165630854666233,
-0.03703049570322037,
-0.0134506206959486,
0.03734877333045006,
0.03264331445097923,
-0.004385399166494608,
0.03807847574353218,
0.06828892976045609,
0.036877650767564774,
0.005097781773656607,
0.006821895949542522,
-0.023698685690760612,
-0.008001911453902721,
0.04958264157176018,
0.056171100586652756,
0.005508927162736654,
-0.006446761079132557,
0.002055160002782941,
0.015877697616815567,
0.008567141368985176,
-0.036571331322193146,
0.050134897232055664,
-0.03271828219294548,
0.042567845433950424,
0.06983622908592224,
-0.04045886918902397,
-0.07828301936388016,
0.07465694844722748,
0.0093136727809906,
-0.04914984479546547,
0.004957797005772591,
-0.09408392012119293,
0.08141016215085983,
-0.03657662868499756,
-0.020136723294854164,
0.008422830142080784,
0.03071393072605133,
-0.008949706330895424,
-0.0015369452303275466,
-0.028006339445710182,
-0.005208152811974287,
0.008542010560631752,
0.001648216275498271,
0.04584892839193344,
-0.03296070545911789,
0.023348761722445488,
-0.013144019059836864,
-0.03348623588681221,
-0.03298173099756241,
-0.031538113951683044,
-0.030537251383066177,
-0.02041352167725563,
-0.02175193838775158,
0.02353205718100071,
0.01167245488613844,
-0.05550120025873184,
-0.04340950772166252,
0.0029985634610056877,
0.010640904307365417,
-0.00945998914539814,
0.010981825180351734,
-0.027373893186450005,
-0.0491454191505909,
-0.029426075518131256,
0.004872831050306559,
0.012178067117929459,
0.01684279553592205,
0.033171914517879486,
0.010013267397880554,
-0.004707805346697569,
0.015380359254777431,
-0.02651379443705082,
0.002771012717857957,
-0.038308992981910706,
0.024142365902662277,
0.0070389737375080585,
-0.005460560321807861,
-0.05118069797754288,
-0.041352029889822006,
0.0037593336310237646,
0.010396957397460938,
0.03944963589310646,
0.052513107657432556,
-0.0266162920743227,
0.0058454833924770355,
-0.04885618016123772,
-0.016006678342819214,
-0.0191566850990057,
-0.020270632579922676,
0.015003581531345844,
0.03652254119515419,
0.00403283815830946,
0.003236073302105069,
0.005092475097626448,
0.00738895358517766,
0.05843839794397354,
-0.02822008728981018,
0.04079379513859749,
-0.006570856552571058,
-0.011113704182207584,
0.010683023370802402,
-0.028240427374839783,
-0.039065733551979065,
-0.031137166544795036,
-0.03188201040029526,
-0.04783589020371437,
0.010986980982124805,
-0.016887202858924866,
-0.0016344381729140878,
-0.007766758557409048,
0.011794595047831535,
0.0375656932592392,
0.025507528334856033,
-0.011487394571304321,
0.04730527848005295,
0.014308100566267967,
-0.01707756519317627,
-0.007668762002140284,
0.005418263841420412,
-0.02998489700257778,
0.01057375781238079,
0.03137441352009773,
-0.028363024815917015,
0.01778385415673256,
0.023514876142144203,
0.03334758058190346,
0.02660847268998623,
0.03337160497903824,
-0.05770483985543251,
-0.0006038233987055719,
-0.009810817427933216,
-0.00048512357170693576,
0.037527140229940414,
-0.08504007011651993,
0.0005791127332486212,
-0.02139567770063877,
0.009139930829405785,
0.036102209240198135,
-0.04098077118396759,
0.006386305671185255,
0.017464276403188705,
0.029242966324090958,
-0.040074292570352554,
-0.014301850460469723,
0.050998054444789886,
0.013318264856934547,
-0.07887188345193863,
0.045216772705316544,
-0.02325822040438652,
0.07197575271129608,
-0.0077900937758386135,
-0.006983326748013496,
-0.020242221653461456,
0.06288912147283554,
-0.008370562456548214,
0.03135252371430397,
-0.0015932479873299599,
0.006900374311953783,
0.044651973992586136,
0.0433683916926384,
-0.06684914976358414,
0.05763494595885277,
0.10765885561704636,
0.0133769940584898,
0.0037509549874812365,
-0.05262201279401779,
-0.028968317434191704,
0.0545312874019146,
0.06811732053756714,
0.03722517192363739,
0.0666787326335907,
-0.007928196340799332,
-0.017075790092349052,
-0.00670452369377017,
0.002982658799737692,
0.026514805853366852,
-0.014612301252782345,
0.0670890063047409,
-0.010324900038540363,
0.002320009982213378,
-0.016662003472447395,
-0.007323838770389557,
0.04097803682088852,
-0.004119123797863722,
0.0001686094474280253,
0.02500579133629799,
-0.009860548190772533,
-0.007799498736858368,
0.03155525028705597,
0.04855974018573761,
-0.033771783113479614,
-0.055245865136384964,
0.03418673947453499,
-0.09614665061235428,
0.02037627436220646,
0.0032663075253367424,
-0.04108044132590294,
0.04228952154517174,
0.003884202567860484,
0.018135685473680496,
0.01865221932530403,
0.02448134310543537,
-0.031238699331879616,
-0.006942450068891048,
-0.014840032905340195,
0.08397495746612549,
-0.015226875431835651,
0.019273022189736366,
0.009256312623620033,
0.005952602252364159,
-0.04395625367760658,
0.016918819397687912,
0.041629042476415634,
-0.006938183680176735,
-0.02930551767349243,
-0.006573266815394163,
0.022392140701413155,
-0.04598277062177658,
0.004261691588908434,
-0.03338056057691574,
-0.01067186240106821,
-0.039261046797037125,
-0.03416972979903221,
0.043016668409109116,
0.030097883194684982,
0.06485466659069061,
0.015216922387480736,
-0.06077868118882179,
-0.049811262637376785,
-0.08612726628780365,
-0.01675684005022049,
0.03654437139630318,
-0.030145488679409027,
-0.012485182844102383,
-0.033785879611968994,
-0.03515743464231491,
-0.01556638814508915,
-0.07085494697093964,
-0.061878643929958344,
-0.009383982047438622,
-0.0055171730928123,
0.016829337924718857,
0.002192034153267741,
-0.061507876962423325,
-0.07244333624839783,
0.007092683110386133,
0.08834488689899445,
-0.004347789566963911,
-0.008731137961149216,
0.030398009344935417,
-0.022109033539891243,
-0.0067029353231191635,
-0.004261517431586981,
0.00785050168633461,
-0.0037742226850241423,
0.0035663333255797625,
0.012455236166715622,
0.012260297313332558,
-0.009528416208922863,
0.03662911802530289,
0.02035064436495304,
-0.04603324830532074,
-0.08006402850151062,
0.027695640921592712,
-0.0430290549993515,
0.08318597078323364,
0.03584784269332886,
-0.019555913284420967,
0.0022839379962533712,
0.0416337251663208,
0.021932613104581833,
-0.031605444848537445,
-0.024989424273371696,
-0.03263726085424423,
-0.06566976755857468,
0.07639221101999283,
-0.03785305842757225,
-0.013859279453754425,
-0.013121439144015312,
0.07418408989906311
] |
<p>I am trying to find a model for the data below. I cannot decide whether the data is stationary or not. I do not want to take differences unnecessarily . I put results of the models below. I think ARIMA(0,1,3) is best model because AIC is lowest .What do you think?</p>
<p><img src="http://i.stack.imgur.com/dDBI0.png" alt="Data"></p>
<pre><code>[1] 3.78937537 2.15208174 -0.89160064 -1.73332645 -0.83482963 -0.41333144
[7] -1.63430676 -2.20777662 -1.35331581 -1.87955944 -1.49146551 2.49103865
[13] 4.58664031 3.98372753 3.49151073 2.80024199 1.98523634 2.00031840
[19] 1.74083830 -0.61761601 -2.88803617 -0.61886754 2.57402611 1.89283706
[25] -1.07544734 -4.26161203 -4.99017725 -2.51596702 -0.86119264 0.18702439
[31] 0.71532140 0.57777386 3.35966227 5.69130104 2.56164573 0.03846258
[37] 2.58144870 5.42012156 4.91012242 3.19472611 3.25517135 2.99351748
[43] 2.04710036 3.00828776 3.97207225 2.69966884 0.34465355 -1.43062776
[49] -0.86202757 2.17878741 4.93325672 3.31060112 0.35611519 0.46807870
[55] 1.66712453 1.51650578 1.67546667 1.55933575 0.63240519 1.28472844
[61] 1.38605161 0.18651983 0.79863043 2.87366933 4.44551597 4.30870925
[67] 3.60995558 3.35830065 1.53707953 0.08623542 0.97667994 -0.42280994
[73] -3.58389281 -3.55316081 -2.55628493 -3.04211427 -4.34371036 -4.72314008
[79] -2.32487771 -0.38168241 -0.89383414 -0.58963196 0.77158269 1.07205599
[85] 0.72950780 1.88525945 3.16151643 1.72134300 0.31586665 0.34106233
[91] -1.31065867 -2.64398487 -0.47188919 1.33507435 -0.55269545 -2.74748555
[97] -3.06504226 -3.07342362 -2.60963150 -0.96491699 -0.11554423 0.07801436
[103] 1.03953592 0.63529388 0.10310775 1.67245060 -0.08355651 -4.69707317
[109] -6.83755810 -5.48216561 -2.18589446 -1.34859551 -4.25464826 -4.44676908
[115] -0.72380753 0.10925230 -2.45630323 -4.70575810 -5.66265488 -5.50397286
[121] -5.64958955 -5.48545360 -2.79058869 -1.10528812 -3.35615732 -4.07432989
[127] -2.73350349 -2.21617434 -1.52494934 -1.58548803 -2.49378602 -1.69527130
[133] 0.74873392 0.90627894 0.30555834 2.92103049 5.83058432 6.36187212
[139] 5.22905256 4.00941490 3.03523663 1.93713509 1.67471721 1.32443755
[145] 2.32354111 5.63314456 6.62253314 3.30169519 -0.53170457 -2.45563036
[151] -3.33244848 -3.77673941 -3.54203732 -2.45898416 -0.16490056 3.04228090
[157] 3.92168880 1.24849940 -1.63284318 -1.07538492 1.65080853 1.66193852
[163] -0.42635583 -0.55887445 0.41598367 0.86267051 2.37980973 3.33955626
[169] 2.06034558 -0.23641280 -0.58777692 -0.15430770 -0.71699361 -0.97577373
[175] -1.32154837 -0.63551008 2.42331965 4.81896345 3.87979306 0.95525157
[181] -1.50232828 -3.57249760 -3.03952767 -0.28938790 1.58862094 2.81297712
[187] 3.46355587 3.35284181 3.33816359 2.39696945 0.09838492 -1.57887066
[193] -0.24116984 1.61287955 0.67580375 -0.41342769 -2.12526810 -3.82541756
[199] -1.64497472 -0.73523703
</code></pre>
<p>Model fitting</p>
<pre><code>Call:
arima(x = data9, order = c(0, 1, 3))
Coefficients:
ma1 ma2 ma3
1.0905 -0.4871 -0.6763
s.e. 0.0750 0.1390 0.0760
sigma^2 estimated as 0.8477: log likelihood = -268.35, aic = 542.7
Call:
arima(x = data9, order = c(1, 0, 1))
Coefficients:
ar1 ma1 intercept
0.7070 1.0000 0.2048
s.e. 0.0497 0.0213 0.4983
sigma^2 estimated as 1.097: log likelihood = -296.55, aic = 599.11
</code></pre>
|
g74006
|
[
0.029507795348763466,
-0.06656982749700546,
-0.011222362518310547,
-0.06092201918363571,
0.060788556933403015,
-0.03410112485289574,
0.07434800267219543,
-0.0661904439330101,
-0.06292857974767685,
0.013973436318337917,
0.013668079860508442,
0.05420444533228874,
0.024468276649713516,
-0.03695503622293472,
-0.01835564337670803,
-0.00492231035605073,
0.016202298924326897,
-0.027744999155402184,
-0.009839659556746483,
0.014416003599762917,
0.01239707600325346,
0.028921348974108696,
0.014481639489531517,
-0.014002662152051926,
-0.0012577902525663376,
-0.035549238324165344,
0.0005641818861477077,
0.05550149828195572,
-0.0602908656001091,
0.021668553352355957,
0.023733150213956833,
-0.01502134744077921,
-0.0019308095797896385,
-0.10559534281492233,
-0.05774150788784027,
0.01482437364757061,
0.034326549619436264,
0.006631855852901936,
-0.007936165668070316,
0.007294699549674988,
0.01079301442950964,
-0.024234160780906677,
0.07094679027795792,
0.06614100188016891,
-0.03981214389204979,
-0.06395794451236725,
0.03496893495321274,
-0.025250451639294624,
0.00376238115131855,
-0.00347015168517828,
-0.0034809543285518885,
0.08922708034515381,
0.029195722192525864,
0.03326283022761345,
0.0020580156706273556,
0.04111674055457115,
0.00423553679138422,
0.021816298365592957,
0.006984299514442682,
0.029860490933060646,
-0.0013148782309144735,
-0.023542163893580437,
-0.016480926424264908,
-0.050429124385118484,
-0.03763141483068466,
0.03738320618867874,
-0.02052014321088791,
-0.07668065279722214,
-0.03168460726737976,
-0.10061372816562653,
0.047136034816503525,
-0.014107294380664825,
0.01232052780687809,
-0.009480845183134079,
-0.06468688696622849,
0.017288673669099808,
-0.03182746469974518,
-0.0705673024058342,
0.014164548367261887,
0.002742418088018894,
-0.014592799358069897,
0.052530448883771896,
0.010505006648600101,
0.016775120049715042,
0.06678438931703568,
0.025439953431487083,
-0.0274376031011343,
-0.0003808472538366914,
0.05003261938691139,
-0.03304518014192581,
-0.018099138513207436,
0.050427306443452835,
0.06295932829380035,
-0.016372282058000565,
-0.01901267096400261,
0.03268607705831528,
-0.05546814203262329,
0.0009698181529529393,
-0.028782911598682404,
0.003874557325616479,
-0.008491789922118187,
0.02554447017610073,
-0.022418884560465813,
0.04288645088672638,
-0.07234998047351837,
-0.02704191394150257,
0.009847264736890793,
-0.024184247478842735,
-0.020030124112963676,
-0.05258660763502121,
0.01098634209483862,
0.04815664514899254,
-0.024046342819929123,
-0.00745535409078002,
-0.027458587661385536,
-0.06613820791244507,
0.010564044117927551,
0.05417294427752495,
-0.004796414636075497,
-0.04801454395055771,
0.032558683305978775,
0.0020090071484446526,
0.057009611278772354,
0.040188197046518326,
-0.04743221774697304,
-0.03425239771604538,
-0.019123267382383347,
0.08333070576190948,
-0.01818721555173397,
0.016382087022066116,
0.005735884886234999,
0.0071213990449905396,
0.01193755678832531,
0.049602191895246506,
0.011862820014357567,
0.07930424064397812,
-0.027334781363606453,
0.00887550413608551,
-0.011884492821991444,
0.0542769655585289,
0.0025137406773865223,
0.02327067218720913,
0.0052294363267719746,
-0.06843569874763489,
-0.05906077101826668,
0.022182583808898926,
0.0018971044337376952,
0.05438006669282913,
0.019398139789700508,
0.012607510201632977,
0.07359642535448074,
0.054509956389665604,
-0.032402779906988144,
0.07189737260341644,
-0.039823297411203384,
-0.031175484880805016,
0.015229256823658943,
0.011901716701686382,
0.0032703077886253595,
-0.010960045270621777,
-0.042870815843343735,
-0.03450006619095802,
0.03967577591538429,
-0.02509477362036705,
-0.029749006032943726,
0.00984013732522726,
0.010275122709572315,
-0.01949562132358551,
0.003034230787307024,
-0.06737145036458969,
-0.026965707540512085,
-0.019894199445843697,
0.005229733884334564,
-0.04351425543427467,
0.034004632383584976,
0.034241560846567154,
0.036275435239076614,
-0.02636190876364708,
0.05127926543354988,
-0.047991689294576645,
0.04354022070765495,
0.06822320073843002,
0.04585423693060875,
-0.06543946266174316,
-0.036340147256851196,
-0.07514149695634842,
-0.0039358921349048615,
0.018964942544698715,
-0.05768962204456329,
-0.03472289443016052,
-0.029066884890198708,
-0.009273970499634743,
-0.030647382140159607,
-0.009538690559566021,
0.022925525903701782,
-0.016114244237542152,
-0.02236134558916092,
-0.031372543424367905,
-0.03579132631421089,
0.007738742511719465,
0.006497586145997047,
0.01357443816959858,
0.016394123435020447,
0.031757790595293045,
-0.044057928025722504,
-0.010231204330921173,
0.05172446370124817,
-0.0552256740629673,
0.01508625689893961,
-0.007630032021552324,
-0.08756786584854126,
0.000613166659604758,
-0.055364202708005905,
0.05324097350239754,
-0.011878041550517082,
-0.012899169698357582,
0.028688626363873482,
0.06036428362131119,
-0.03090493753552437,
0.022416144609451294,
-0.024782374501228333,
-0.026884105056524277,
0.006038322579115629,
0.023936891928315163,
-0.005975622683763504,
-0.014528471976518631,
0.010259886272251606,
0.040845684707164764,
0.016261400654911995,
-0.0199921652674675,
0.017868613824248314,
-0.033958982676267624,
0.020503494888544083,
-0.04075533151626587,
0.05679980292916298,
-0.041183799505233765,
0.057910285890102386,
0.007119226269423962,
0.0015223757363855839,
0.013167944736778736,
-0.008783498778939247,
0.06566619873046875,
-0.03508899360895157,
-0.034300677478313446,
0.031176310032606125,
0.029031075537204742,
-0.02732045017182827,
0.05502095818519592,
0.009471156634390354,
0.03761354461312294,
-0.03962387889623642,
0.09097138047218323,
-0.016129836440086365,
0.010700182057917118,
0.02706322818994522,
-0.0748843178153038,
0.011973018757998943,
0.016980307176709175,
0.03949601575732231,
0.04842309653759003,
-0.03140648454427719,
-0.0403764583170414,
0.046820081770420074,
0.0013062894577160478,
0.004013563971966505,
0.03189365193247795,
0.01486356183886528,
0.0041174809448421,
0.010439944453537464,
-0.01717388443648815,
-0.004737414885312319,
-0.008643560111522675,
0.06660468876361847,
0.03399549797177315,
0.035641808062791824,
0.07237178832292557,
0.0501091293990612,
-0.033196594566106796,
-0.018206210806965828,
-0.010414688847959042,
0.02621086686849594,
-0.029848387464880943,
0.030731569975614548,
0.01605035737156868,
0.04156718775629997,
0.03458477556705475,
-0.016946617513895035,
0.05552035570144653,
-0.031550124287605286,
0.031965211033821106,
0.0152742313221097,
0.008919569663703442,
0.049257852137088776,
0.04846280440688133,
0.002203791169449687,
-0.011606479063630104,
-0.008023741655051708,
-0.06975414603948593,
0.06981977075338364,
0.055860117077827454,
-0.04934554919600487,
0.008847661316394806,
-0.0036914958618581295,
0.005200663581490517,
0.022310255095362663,
-0.005656784400343895,
-0.021656906232237816,
0.010115155950188637,
0.021724164485931396,
-0.024544794112443924,
-0.025518672540783882,
-0.02866249531507492,
-0.010475805029273033,
-0.01641741767525673,
0.012676776386797428,
-0.012694401666522026,
-0.018160780891776085,
-0.031054507941007614,
-0.011186553165316582,
0.011482158675789833,
-0.005120440851897001,
-0.0606728158891201,
-0.027820339426398277,
-0.04379626363515854,
0.011169674806296825,
0.08341489732265472,
0.02016640454530716,
-0.0027869027107954025,
-0.07651427388191223,
-0.01215250976383686,
0.00612051784992218,
0.001953266328200698,
0.030585672706365585,
-0.05522744730114937,
-0.014480856247246265,
-0.02529360167682171,
-0.004073620308190584,
0.008018222637474537,
-0.034502577036619186,
-0.009294494055211544,
-0.0632329136133194,
0.06829963624477386,
0.0466577373445034,
-0.004470383748412132,
0.0077290101908147335,
-0.04428982362151146,
-0.03322676569223404,
-0.019463811069726944,
-0.03439688682556152,
0.027758879587054253,
0.00584534602239728,
-0.024046117439866066,
0.0010688102338463068,
-0.04107285290956497,
0.0268547423183918,
-0.022175395861268044,
0.00021231285063549876,
-0.00606186967343092,
0.03296533599495888,
-0.002059004968032241,
0.0952926054596901,
-0.030042745172977448,
0.010787934064865112,
0.01930314116179943,
0.019257767125964165,
-0.003072466002777219,
-0.04226435348391533,
0.05216218903660774,
0.05310248211026192,
0.013584371656179428,
0.007056064438074827,
0.034684788435697556,
0.03721832484006882,
-0.015073376707732677,
-0.0325767919421196,
0.04148627445101738,
0.004216842819005251,
0.0470985546708107,
-0.028456062078475952,
0.0528508722782135,
-0.019478732720017433,
0.025871247053146362,
-0.03800370171666145,
0.001908857375383377,
0.02338484674692154,
0.029540730640292168,
0.05292779952287674,
-0.0031212992034852505,
-0.050602033734321594,
-0.08908674865961075,
-0.006508953869342804,
-0.007328926585614681,
-0.016626929864287376,
0.04324823245406151,
-0.03987231105566025,
-0.03309740871191025,
0.007716364227235317,
0.04424377903342247,
-0.0016667981399223208,
0.019311072304844856,
-0.05971880257129669,
0.009859822690486908,
-0.0006844699964858592,
0.0682080015540123,
-0.0008265681099146605,
-0.009963174350559711,
-0.02728656679391861,
-0.04153723642230034,
0.010263392701745033,
0.007646393496543169,
-0.04372963681817055,
0.030475404113531113,
0.013661003671586514,
-0.07113371789455414,
0.04577159881591797,
0.04998951405286789,
0.0036714382003992796,
-0.05074571445584297,
-0.03785649314522743,
-0.007249767426401377,
0.03797386959195137,
0.05715234577655792,
-0.03425758332014084,
-0.030392218381166458,
0.006344207562506199,
0.03789648413658142,
0.03534364327788353,
0.06253204494714737,
0.019909534603357315,
-0.002097086515277624,
0.016260812059044838,
0.0007136713247746229,
-0.0777248740196228,
0.036048438400030136,
-0.0303339883685112,
0.06917821615934372,
-0.021916553378105164,
0.00009359468094771728,
-0.012894484214484692,
-0.06097065657377243,
-0.03913634270429611,
0.030511800199747086,
0.04590015113353729,
0.001838661846704781,
-0.012190138921141624,
0.00819187518209219,
0.0024023689329624176,
-0.049451328814029694,
0.02149343304336071,
0.028473129495978355,
0.03511195257306099,
0.003907010890543461,
-0.009147526696324348,
0.05041254684329033,
0.03497151657938957,
-0.0027764197438955307,
0.04804670065641403,
-0.0220376867800951,
0.050334107130765915,
0.039515748620033264,
-0.04951156675815582,
-0.03823237866163254,
0.0012945684138685465,
-0.01806068979203701,
0.004167189355939627,
-0.043508805334568024,
-0.0590040348470211,
-0.021993547677993774,
-0.0054041375406086445,
-0.039583250880241394,
0.0031565872486680746,
-0.00561371399089694,
0.05889112129807472,
-0.029644140973687172,
-0.04071904346346855,
0.042208440601825714,
0.007274179253727198,
-0.0014052668120712042,
0.004694115370512009,
-0.008745227009057999,
-0.05185901001095772,
0.008912690915167332,
-0.0003212487790733576,
0.03502395749092102,
0.026839109137654305,
0.006535812746733427,
-0.02083956077694893,
-0.04922209307551384,
0.0027316089253872633,
0.005020780023187399,
0.02336140163242817,
-0.00442497618496418,
0.020334236323833466,
-0.07795417308807373,
-0.041028331965208054,
-0.05388746038079262,
0.0005607365746982396,
0.03504268079996109,
0.009438657201826572,
0.019289162009954453,
-0.03769427165389061,
0.009274021722376347,
0.027752161026000977,
-0.0033252439461648464,
-0.011426413431763649,
-0.012455813586711884,
0.015820467844605446,
-0.007746126968413591,
0.02008068934082985,
0.0014325943775475025,
0.010346991010010242,
-0.02994128316640854,
0.03904388099908829,
0.004247371573001146,
-0.06049506738781929,
0.03353603184223175,
0.047421086579561234,
0.05364466458559036,
-0.022831490263342857,
-0.05956784635782242,
0.0014731307746842504,
-0.0023921134416013956,
0.0670759305357933,
0.007240722421556711,
0.00910040084272623,
-0.06572187691926956,
0.004605188965797424,
-0.08300822973251343,
0.010067743249237537,
-0.060061853379011154,
-0.039196357131004333,
0.07226191461086273,
-0.00044302691821940243,
0.009387204423546791,
0.018409473821520805,
0.024231987074017525,
-0.0016986476257443428,
0.0250820592045784,
-0.009635780937969685,
-0.07823998481035233,
-0.04386663809418678,
0.019423464313149452,
0.04498780146241188,
-0.04645484685897827,
-0.02353215217590332,
-0.01523093692958355,
-0.016190025955438614,
-0.007963890209794044,
0.0432727076113224,
-0.0074675073847174644,
-0.009131437167525291,
0.04006940871477127,
-0.029573647305369377,
0.010011929087340832,
0.011057141236960888,
-0.004170485306531191,
-0.017031747847795486,
0.0218094103038311,
-0.04468001797795296,
0.03729592263698578,
-0.04895297437906265,
0.0021977073047310114,
0.06354084610939026,
0.07449926435947418,
-0.0032698274590075016,
-0.032306864857673645,
-0.03634309023618698,
0.026319198310375214,
0.04615957662463188,
-0.003643580013886094,
0.03024049662053585,
-0.05901338905096054,
0.036565154790878296,
0.08408433198928833,
0.03088541142642498,
-0.027596130967140198,
0.022462891414761543,
0.04317335784435272,
-0.006922567263245583,
0.03335247188806534,
-0.03823206573724747,
-0.019687628373503685,
0.007582471240311861,
0.03852333500981331,
0.018316268920898438,
0.039193034172058105,
-0.006151257082819939,
0.04207431152462959,
-0.0323215052485466,
0.01625068485736847,
-0.021970566362142563,
0.009147575125098228,
0.05514895170927048,
-0.04044749215245247,
0.018743259832262993,
0.008009066805243492,
-0.0029108531307429075,
-0.01022065244615078,
-0.01720484346151352,
-0.03809697553515434,
0.031632743775844574,
0.03161163628101349,
0.018749339506030083,
-0.02711341343820095,
0.035223618149757385,
0.0033318304922431707,
-0.017177073284983635,
0.03185625746846199,
-0.049187447875738144,
0.010520189069211483,
-0.051892973482608795,
0.011158150620758533,
0.02220674604177475,
0.026266707107424736,
-0.041885461658239365,
-0.05173049867153168,
0.0029964835848659277,
-0.003443316789343953,
-0.02914443239569664,
-0.013282193802297115,
0.02868351712822914,
0.015474306419491768,
0.009296175092458725,
-0.03053799644112587,
-0.00882650539278984,
0.019062694162130356,
0.020271599292755127,
0.028133820742368698,
-0.03777493163943291,
0.007353362161666155,
-0.008222351782023907,
-0.0016059521585702896,
-0.010406187735497952,
-0.03256363421678543,
-0.041766103357076645,
-0.00023184894234873354,
-0.02651272714138031,
0.04388049617409706,
0.030168060213327408,
0.0528266467154026,
0.02517121285200119,
0.09981053322553635,
0.01428983174264431,
0.006073802709579468,
-0.0003124615759588778,
-0.025228766724467278,
0.045502349734306335,
0.029898950830101967,
-0.009564724750816822,
0.010597491636872292,
0.07323915511369705,
0.04165784269571304,
-0.014862284995615482,
-0.03151881322264671,
0.053850676864385605,
0.0048658582381904125,
-0.021511763334274292,
0.004624324385076761,
0.07711300253868103,
-0.02462829276919365,
0.018351320177316666,
-0.06765172630548477,
-0.023901570588350296,
0.011743762530386448,
0.0010786709608510137,
0.029044033959507942,
-0.03042980097234249,
-0.024750549346208572,
0.018485894426703453,
-0.053224023431539536,
-0.008365032263100147,
-0.06358114629983902,
0.004038435406982899,
-0.008307626470923424,
0.029465049505233765,
0.033649034798145294,
0.0018035216489806771,
-0.024851927533745766,
-0.03508015722036362,
-0.010699743404984474,
0.035983726382255554,
-0.0071266284212470055,
0.0026955793146044016,
0.001325339893810451,
-0.022052785381674767,
0.0601697638630867,
0.011172924190759659,
-0.047634728252887726,
-0.0039715575985610485,
0.003879987634718418,
0.020245030522346497,
0.012816055677831173,
-0.013981522992253304,
-0.028744349256157875,
-0.09656519442796707,
0.02184845693409443,
-0.0976429432630539,
0.007925826124846935,
0.004760426934808493,
0.037694480270147324,
0.06530407816171646,
0.012741751968860626,
-0.027580836787819862,
-0.030548064038157463,
0.012775208801031113,
-0.0052987742237746716,
-0.029427632689476013,
0.01716752164065838,
-0.006915890146046877,
-0.04286883398890495,
-0.012482776306569576,
0.047452300786972046,
-0.027262507006525993,
-0.032698340713977814,
0.004797138273715973,
-0.022499721497297287,
-0.012601986527442932,
-0.037996090948581696,
-0.033755432814359665,
-0.012093906290829182,
-0.05952024459838867,
0.014520722441375256,
-0.03666537627577782,
0.024902725592255592,
-0.02978026121854782,
-0.0798819288611412,
-0.1018572747707367,
0.056043338030576706,
0.04347478225827217,
0.011010301299393177,
-0.06868647783994675,
-0.02128957211971283,
-0.08284801989793777,
0.006872384808957577,
-0.030882075428962708,
0.03729930892586708,
0.04360951855778694,
0.03411174938082695,
-0.043595656752586365,
0.05843427777290344,
-0.06010504812002182,
0.027051201090216637,
0.043024566024541855,
0.003244024235755205,
0.024945540353655815,
-0.009976445697247982,
-0.0045996662229299545,
0.02558828517794609,
0.0031685633584856987,
-0.04687719792127609,
0.00588228227570653,
-0.017341623082756996,
-0.06023494526743889,
0.00657567149028182,
-0.023826446384191513,
0.03664987161755562,
-0.004632730968296528,
-0.004478047136217356,
0.054068177938461304,
-0.03650052472949028,
-0.031017577275633812,
-0.09029464423656464,
-0.04553511366248131,
0.07007778435945511,
0.011034165509045124,
0.00933166965842247,
0.008358954451978207,
0.00419181352481246
] |
<p>I have microarray data in which there are three biological replicates for each of the conditions. I am interested in a numerical estimate of how well the replicates correspond with one another, so I thought I should look at variance. I suppose I could calculate it individually for each probe, but I thought there might be more information by looking at all probes at once (something to do with moderation).</p>
<p>I've been poking around in <a href="http://bioconductor.org/packages/devel/bioc/manuals/limma/man/limma.pdf" rel="nofollow">limma</a>, as a start, but I'm not sure how to go about this.</p>
|
g74007
|
[
-0.0007202356937341392,
-0.029267802834510803,
0.0013913167640566826,
-0.06442887336015701,
0.023956280201673508,
-0.017377831041812897,
0.015710463747382164,
0.028382228687405586,
-0.03899131715297699,
0.016155092045664787,
0.024279287084937096,
0.05064215511083603,
-0.008215207606554031,
0.029012681916356087,
-0.05378073826432228,
-0.02739984169602394,
0.0369025282561779,
-0.020903101190924644,
0.027138136327266693,
0.028172967955470085,
-0.01011800765991211,
0.042919911444187164,
-0.015806548297405243,
0.0021294821053743362,
-0.01800665445625782,
-0.03532371670007706,
-0.03247850760817528,
0.011035744100809097,
-0.08909699320793152,
-0.033271752297878265,
-0.019100308418273926,
-0.010922917164862156,
-0.00013046630192548037,
-0.030922159552574158,
0.015546003356575966,
-0.0080314502120018,
0.031387120485305786,
0.03578813001513481,
-0.044110849499702454,
0.06752865761518478,
-0.03331215679645538,
0.02229057066142559,
0.007124845404177904,
0.05265536531805992,
-0.0190427303314209,
0.007589917164295912,
-0.027005765587091446,
-0.03941290080547333,
0.014787781052291393,
-0.04660503566265106,
-0.0026316328439861536,
0.022022433578968048,
0.00376600818708539,
0.04120069742202759,
0.03909490630030632,
0.013514889404177666,
-0.0015958658186718822,
0.001776428776793182,
0.01367749460041523,
0.012249431572854519,
0.031165096908807755,
-0.0474587120115757,
-0.0868091881275177,
-0.004056718200445175,
0.041362740099430084,
0.019784575328230858,
-0.029452774673700333,
0.0015588782262057066,
-0.03743315488100052,
-0.038095563650131226,
-0.0022458804305642843,
0.004832989536225796,
-0.041138697415590286,
-0.02270679362118244,
-0.017086971551179886,
0.03067491203546524,
-0.024076685309410095,
0.04081878811120987,
0.02525349147617817,
-0.01309007778763771,
-0.0437895730137825,
0.023870836943387985,
0.01378933247178793,
-0.01105036586523056,
0.05607232823967934,
0.027371414005756378,
0.0009100555325858295,
-0.052987683564424515,
0.01551293395459652,
-0.0027311963494867086,
0.07680574059486389,
0.046387046575546265,
0.07591355592012405,
0.025864552706480026,
-0.01805710792541504,
-0.04520750790834427,
-0.01237490028142929,
-0.008726186119019985,
-0.01475629024207592,
0.023231662809848785,
-0.026927225291728973,
0.10102318227291107,
0.02502184361219406,
-0.009675107896327972,
-0.0721927359700203,
-0.0022411474492400885,
0.07762675732374191,
-0.002219275338575244,
-0.016348177567124367,
-0.03465364873409271,
-0.059563200920820236,
-0.017563041299581528,
-0.07717367261648178,
0.024671515449881554,
0.004423478618264198,
-0.0658184364438057,
0.020781390368938446,
-0.001806235290132463,
-0.03612963855266571,
-0.03950721025466919,
-0.0213578250259161,
0.015696244314312935,
0.010070623829960823,
0.03531072661280632,
-0.013605045154690742,
0.013440879061818123,
-0.01858285628259182,
0.06431073695421219,
-0.016247360035777092,
0.06130280718207359,
0.011303489096462727,
-0.03179558739066124,
-0.02035415545105934,
0.016833214089274406,
-0.005330905318260193,
-0.02327835187315941,
-0.030052410438656807,
0.04571043699979782,
-0.06041286140680313,
0.06715670228004456,
-0.04366934299468994,
-0.05412750318646431,
0.015134263783693314,
-0.015656037256121635,
-0.00304696848616004,
-0.006831607315689325,
0.03410610929131508,
-0.010221137665212154,
0.028906172141432762,
-0.0129580432549119,
0.03728407248854637,
0.115055151283741,
0.04233141243457794,
0.021738825365900993,
-0.017800776287913322,
-0.01065203920006752,
-0.017555225640535355,
0.0012832448119297624,
-0.046101901680231094,
0.02467859908938408,
-0.03191126137971878,
-0.01773868128657341,
0.06304926425218582,
-0.02883145585656166,
-0.012213140726089478,
0.051448531448841095,
0.04969942569732666,
-0.03207947313785553,
0.013161099515855312,
0.01519431546330452,
0.014934389851987362,
0.015388266183435917,
0.03154139220714569,
-0.02441556192934513,
0.033916059881448746,
0.04929901286959648,
0.0481928214430809,
-0.0441749133169651,
0.01465320959687233,
0.0581510066986084,
0.0652167871594429,
0.04189251735806465,
-0.00832813885062933,
-0.10714611411094666,
-0.01182391308248043,
0.025864537805318832,
0.018708188086748123,
-0.01014813780784607,
-0.0770600363612175,
-0.016134466975927353,
0.02297489531338215,
-0.03240785002708435,
0.0148131949827075,
-0.03737282007932663,
-0.024952637031674385,
0.0036266737151890993,
0.03706510365009308,
-0.019812041893601418,
0.013713943772017956,
-0.021297672763466835,
-0.04739164933562279,
0.05970223248004913,
0.01906747743487358,
0.03689359873533249,
-0.017914963886141777,
-0.03685767203569412,
-0.033706095069646835,
0.006788181606680155,
0.026428304612636566,
0.005601612385362387,
-0.037643007934093475,
-0.025305544957518578,
-0.05801894888281822,
-0.009078064933419228,
0.03746720030903816,
0.03151130676269531,
0.062226779758930206,
0.01213475875556469,
0.007454488892108202,
0.014613872393965721,
0.01880173571407795,
-0.01648034155368805,
-0.035399582237005234,
0.010368242859840393,
-0.011981160379946232,
0.06140895187854767,
0.001334893750026822,
0.03406566381454468,
0.00573144294321537,
-0.03402838110923767,
-0.025657612830400467,
-0.034343965351581573,
0.023359162732958794,
-0.015047225169837475,
-0.02277257852256298,
0.05477214977145195,
-0.015229836106300354,
0.01857767254114151,
-0.025928858667612076,
0.05111178010702133,
0.01402882020920515,
-0.014970020391047001,
-0.02026870846748352,
0.07780615985393524,
0.027602866291999817,
-0.028016598895192146,
0.01998104155063629,
0.022782592102885246,
0.006552867125719786,
0.010471013374626637,
-0.0323735736310482,
0.036925073713064194,
0.07049068063497543,
0.020022962242364883,
-0.044794585555791855,
-0.02806144393980503,
0.0683780238032341,
0.008302729576826096,
0.023875879123806953,
0.02857043407857418,
0.03522593900561333,
-0.019908687099814415,
0.016116106882691383,
0.011741558089852333,
-0.026537349447607994,
-0.06575782597064972,
0.04887577146291733,
-0.01747329905629158,
-0.004290903452783823,
0.03627137839794159,
-0.02931748516857624,
0.01025375071913004,
0.04012138769030571,
0.0016159153310582042,
0.009182077832520008,
0.0861714631319046,
0.01751089282333851,
-0.0011571516515687108,
0.005800051148980856,
-0.047394827008247375,
-0.0007246311288326979,
0.013498911634087563,
-0.00427711708471179,
-0.015840614214539528,
0.04049289971590042,
0.012676652520895004,
0.02370007336139679,
-0.04188437759876251,
0.011341188102960587,
0.058068983256816864,
0.0021179141476750374,
-0.026330173015594482,
0.054847121238708496,
0.037456389516592026,
-0.04958004504442215,
-0.04894350469112396,
0.0665934681892395,
-0.05627406761050224,
0.040717318654060364,
0.05547505244612694,
-0.003435838967561722,
0.039629481732845306,
0.0857497826218605,
0.0074155088514089584,
0.007029437925666571,
-0.01071018073707819,
-0.002183361677452922,
0.0012133815325796604,
0.05763993412256241,
0.037948694080114365,
-0.03618504852056503,
-0.05646077170968056,
-0.02403556928038597,
-0.029738735407590866,
0.007519717328250408,
-0.052058931440114975,
-0.0006239213398657739,
-0.02637440152466297,
0.019422784447669983,
-0.00047777924919500947,
-0.014489362016320229,
-0.08278688788414001,
0.036226894706487656,
0.014561265707015991,
0.04054808244109154,
0.06801300495862961,
-0.021235862746834755,
0.015559930354356766,
-0.04592198505997658,
0.025623589754104614,
-0.0007056539761833847,
0.09357700496912003,
0.024967890232801437,
-0.010616538114845753,
0.0007165659335441887,
-0.018100807443261147,
-0.06021159887313843,
-0.014972028322517872,
0.023532336577773094,
-0.01361271645873785,
-0.05127226561307907,
-0.0007160495151765645,
0.024899179115891457,
-0.04474487155675888,
-0.04097945615649223,
0.01789189875125885,
-0.027275217697024345,
0.02260097861289978,
-0.010221241042017937,
-0.04917968064546585,
0.029665200039744377,
-0.030986549332737923,
0.015506913885474205,
0.00023779598996043205,
0.07742928713560104,
0.027642348781228065,
0.01989554613828659,
-0.020735740661621094,
0.020158275961875916,
0.05864610895514488,
0.025837982073426247,
-0.06561083346605301,
-0.03190884366631508,
-0.05455769971013069,
0.015384143218398094,
0.014585471712052822,
0.042815905064344406,
0.09103135019540787,
0.047130364924669266,
-0.020592808723449707,
0.005519407335668802,
0.03043544851243496,
0.015591520816087723,
-0.0322381854057312,
-0.013891958631575108,
-0.01564568653702736,
-0.023204967379570007,
-0.003238051664084196,
-0.016886970028281212,
0.036829251796007156,
0.01770263910293579,
0.010630376636981964,
0.003624554956331849,
-0.05553671717643738,
-0.034914083778858185,
0.01062274631112814,
-0.00924568809568882,
0.033550094813108444,
-0.03410017490386963,
-0.023714127019047737,
-0.05261364206671715,
-0.02010548859834671,
-0.11023316532373428,
-0.004687814973294735,
0.03844498097896576,
-0.011690463870763779,
0.05307946354150772,
0.047628939151763916,
-0.002596078673377633,
0.07865186780691147,
0.032304972410202026,
0.027774134650826454,
0.0379638597369194,
0.015079258941113949,
-0.030510619282722473,
-0.009834538213908672,
-0.022834844887256622,
-0.02156631276011467,
-0.004110787063837051,
0.028880642727017403,
-0.04872315376996994,
0.03429581969976425,
0.06542575359344482,
-0.03061547689139843,
-0.011682855896651745,
-0.004415117669850588,
0.013423753902316093,
-0.047018978744745255,
-0.002418980933725834,
0.05954043194651604,
-0.025548912584781647,
0.0010863442439585924,
-0.06695842742919922,
-0.025857573375105858,
-0.0033239657059311867,
0.005529251880943775,
-0.01011138316243887,
0.03328752890229225,
0.011056968942284584,
-0.002018999308347702,
0.0663638561964035,
0.012033555656671524,
-0.00946563109755516,
0.022982696071267128,
0.0027878840919584036,
-0.04538591578602791,
-0.00835758913308382,
0.015845246613025665,
0.020180396735668182,
-0.011882144026458263,
-0.052061695605516434,
-0.017222492024302483,
0.0035371652338653803,
0.010739251039922237,
-0.022597642615437508,
0.06589870899915695,
-0.07585325092077255,
-0.033206142485141754,
0.030134931206703186,
0.05842294916510582,
0.03395194932818413,
0.037306442856788635,
-0.027911419048905373,
-0.005692061968147755,
-0.028487931936979294,
0.02367420680820942,
0.012039421126246452,
0.038308821618556976,
0.05016626417636871,
0.005527103785425425,
-0.0166133064776659,
0.051512688398361206,
-0.03497178852558136,
-0.0399811826646328,
0.03941432759165764,
0.01681133173406124,
-0.060249194502830505,
0.05461283028125763,
0.007624580059200525,
-0.028637278825044632,
-0.0007911939756013453,
0.0038808288518339396,
-0.008636083453893661,
-0.0040705143474042416,
0.007198866456747055,
-0.025673680007457733,
0.021141188219189644,
-0.054794296622276306,
-0.028471188619732857,
-0.011908604763448238,
-0.021009864285588264,
-0.00005408385914051905,
-0.01142375823110342,
-0.0546686016023159,
0.020709622651338577,
-0.06464081257581711,
-0.04794923961162567,
-0.0559210367500782,
0.020961398258805275,
0.0519406683743,
-0.03579288721084595,
0.04066450893878937,
0.08455467224121094,
0.012834758497774601,
-0.007399630267173052,
0.011082089506089687,
0.02109540067613125,
-0.03306689113378525,
-0.006316426210105419,
-0.02682766318321228,
-0.019883349537849426,
0.016808008775115013,
-0.019568772986531258,
-0.02772386372089386,
-0.049294743686914444,
0.03229304403066635,
0.057789064943790436,
0.0003599553892854601,
-0.01922616735100746,
0.017168764024972916,
-0.011073105968534946,
0.017390191555023193,
-0.03773035481572151,
0.017223455011844635,
-0.03866566717624664,
-0.017189398407936096,
0.02322397567331791,
0.07271119952201843,
-0.005900246091187,
-0.020527107641100883,
0.013876314274966717,
-0.04592762514948845,
0.032345250248909,
0.01635749638080597,
-0.022389475256204605,
-0.0684017762541771,
-0.0880121961236,
0.026614917442202568,
-0.01764792390167713,
-0.032613545656204224,
0.01937016285955906,
0.03875376284122467,
-0.01112024113535881,
-0.025643516331911087,
0.042751193046569824,
-0.05411256477236748,
0.01602615788578987,
-0.0038543299306184053,
0.06046647951006889,
-0.035676777362823486,
-0.023490114137530327,
0.04758226126432419,
0.03533584624528885,
-0.01890307292342186,
-0.04805799946188927,
-0.03454706072807312,
0.029748642817139626,
-0.03879283368587494,
0.057068534195423126,
0.0003601793141569942,
-0.01679912954568863,
-0.01890839822590351,
0.05659307539463043,
-0.031241770833730698,
0.01521372515708208,
0.005897763185203075,
-0.007364913821220398,
0.029236268252134323,
0.03899675980210304,
0.021942611783742905,
0.02014443278312683,
-0.04795489087700844,
0.050966277718544006,
-0.051912374794483185,
-0.042803749442100525,
-0.08468617498874664,
-0.047780413180589676,
-0.007227382156997919,
-0.016294652596116066,
0.018652789294719696,
0.03368323668837547,
-0.07630784809589386,
-0.010390925221145153,
-0.021049024537205696,
-0.008433672599494457,
0.06280816346406937,
0.01414154376834631,
0.018806299194693565,
0.03063325025141239,
-0.00634992029517889,
0.003750857664272189,
0.01455617230385542,
-0.017284736037254333,
-0.009236732497811317,
0.03316254913806915,
0.10206010192632675,
-0.04444760084152222,
0.030471432954072952,
-0.02350667677819729,
-0.014860943891108036,
-0.001825864426791668,
0.02571275271475315,
-0.018953628838062286,
0.0018128113588318229,
0.020695993676781654,
-0.055490292608737946,
0.021526457741856575,
0.03098808415234089,
0.03524131700396538,
-0.007108178921043873,
0.051403116434812546,
-0.035382404923439026,
-0.011461276561021805,
-0.05783524736762047,
-0.01673172600567341,
-0.062011778354644775,
-0.012601662427186966,
-0.0004262517031747848,
0.04222998768091202,
0.006061769090592861,
0.01156401913613081,
-0.013094738125801086,
-0.014787954278290272,
0.041147924959659576,
-0.001388016389682889,
-0.012931815348565578,
-0.025497950613498688,
-0.030381711199879646,
-0.04851493611931801,
0.07932016998529434,
0.022545533254742622,
-0.005657412111759186,
0.019330352544784546,
-0.04496171325445175,
-0.010404146276414394,
0.013600129634141922,
-0.0034372471272945404,
0.027417395263910294,
0.014423353597521782,
-0.02281925268471241,
0.025119183585047722,
-0.01007307879626751,
-0.0319453701376915,
0.049522168934345245,
0.001734546385705471,
0.00730804493650794,
-0.06562867760658264,
0.0470479391515255,
-0.009972848929464817,
0.07589542865753174,
0.02456350065767765,
0.031608473509550095,
0.01998552307486534,
0.04438016563653946,
0.012198335491120815,
-0.00440226448699832,
-0.013097064569592476,
0.05812422186136246,
0.03765164688229561,
0.05038680508732796,
0.01643766276538372,
-0.04204971343278885,
-0.007293153088539839,
0.021771738305687904,
-0.03678722307085991,
0.11247333884239197,
0.025784362107515335,
-0.04083654657006264,
0.015464764088392258,
-0.005876100156456232,
-0.049881380051374435,
-0.06727710366249084,
-0.04328250512480736,
-0.07396958023309708,
0.02493366412818432,
0.028145980089902878,
-0.022154347971081734,
-0.01896771229803562,
0.058021485805511475,
-0.03774641826748848,
-0.015678033232688904,
-0.06369561702013016,
-0.0002445907739456743,
0.03228605166077614,
0.0073707206174731255,
-0.05392216891050339,
0.013879925943911076,
-0.014451215974986553,
-0.018766116350889206,
-0.0005566745530813932,
0.008866246789693832,
-0.030205504968762398,
0.01702602207660675,
-0.04680369049310684,
-0.042615097016096115,
-0.02921583317220211,
-0.006128054577857256,
-0.039705511182546616,
0.014015122316777706,
-0.06443477421998978,
-0.07047700881958008,
-0.025680875405669212,
0.002029507188126445,
-0.024704499170184135,
-0.036190617829561234,
0.004434957168996334,
-0.008168498985469341,
0.0002473629720043391,
0.0011249773669987917,
0.05665597692131996,
0.034906819462776184,
-0.030167285352945328,
0.049552060663700104,
-0.04674840345978737,
-0.007842127233743668,
-0.054689448326826096,
-0.012859421782195568,
-0.09823401272296906,
0.017147378996014595,
-0.05439635366201401,
-0.04809033125638962,
0.07589279860258102,
-0.008432833477854729,
-0.03187264874577522,
0.008417436853051186,
-0.048612967133522034,
-0.035230305045843124,
-0.02650170587003231,
-0.006060972344130278,
-0.019614730030298233,
-0.03197441250085831,
0.018850035965442657,
0.02852427028119564,
0.027567602694034576,
-0.038150765001773834,
-0.06784934550523758,
-0.028489992022514343,
0.06112506613135338,
0.03757492080330849,
0.02493981271982193,
0.004084886517375708,
-0.040414758026599884,
-0.057142745703458786,
0.019774271175265312,
0.005072297062724829,
0.04759952425956726,
0.05079420283436775,
0.02544461190700531,
-0.03001462109386921,
-0.03831973299384117,
-0.010331333614885807,
-0.020113639533519745,
-0.02430320531129837,
-0.0026422312948852777,
0.0019677202217280865,
0.022371230646967888,
-0.06688165664672852,
0.0014790776185691357,
0.08450581133365631,
-0.022911066189408302,
-0.02422175742685795,
-0.03628934174776077,
0.015005950815975666,
0.01926516555249691,
0.05449727922677994,
-0.0012532261898741126,
0.0014135799137875438,
0.02255965769290924,
0.014744349755346775,
-0.02592933550477028,
-0.05287134647369385,
-0.04283471405506134,
-0.01927516609430313,
0.06521691381931305,
0.005581119563430548,
-0.00687566539272666,
0.0007314850226975977,
-0.052454594522714615
] |
<p>I've been researching the Bayesian take on classical statistics lately. After reading about the Bayes factor I've been left wondering if power analysis is a necessity in this view of statistics. My main reason for wondering this is the Bayes factor really just appears to be a likelihood ratio. Once it's like 25:1 it seems like I can call it a night.</p>
<p>Am I far off? Any other reading I can do to learn more? Currently reading this book:
<a href="http://rads.stackoverflow.com/amzn/click/0470141158" rel="nofollow">Introduction to Bayesian Statistics</a>, by W.M. Bolstad (Wiley-Interscience; 2nd ed., 2007).</p>
|
g36619
|
[
-0.0024518577847629786,
0.0062820762395858765,
0.01105455681681633,
-0.021454688161611557,
-0.05734294280409813,
-0.011027618311345577,
-0.007236963603645563,
0.020551012828946114,
-0.02967863529920578,
-0.02379348687827587,
0.06017441675066948,
0.0017495350912213326,
0.03009873814880848,
0.008775088004767895,
-0.01887872815132141,
-0.009607723914086819,
-0.013512003235518932,
0.024079354479908943,
0.05712728202342987,
0.01301584206521511,
0.003671203972771764,
-0.03600509092211723,
0.0013173387851566076,
0.010430771857500076,
-0.046957626938819885,
-0.014059345237910748,
-0.05669638514518738,
-0.008395406417548656,
-0.03064839541912079,
-0.011593028903007507,
-0.005436061415821314,
0.0037217913195490837,
0.059549443423748016,
-0.044470157474279404,
-0.01711665838956833,
-0.03921687602996826,
0.05088391900062561,
-0.015516926534473896,
0.04873541370034218,
0.011875876225531101,
-0.03403305634856224,
0.12332338094711304,
0.03598786145448685,
-0.0017070915782824159,
-0.03943519666790962,
0.03387576714158058,
-0.0459732748568058,
0.02222842164337635,
0.0013425645884126425,
0.012713045813143253,
-0.01507871225476265,
-0.05898045748472214,
0.06873369961977005,
0.003973357379436493,
-0.007938955910503864,
0.043415822088718414,
0.056121353060007095,
-0.014671566896140575,
0.04064631089568138,
0.01077378448098898,
0.06020919978618622,
-0.04510555416345596,
-0.09646235406398773,
-0.0200515016913414,
0.005970881786197424,
-0.017573006451129913,
0.016608553007245064,
0.006290508434176445,
-0.03179425373673439,
-0.05865572392940521,
-0.028853708878159523,
-0.04240627959370613,
-0.03936360776424408,
-0.05328003317117691,
0.00200441456399858,
-0.02147742174565792,
0.011992168612778187,
0.022803373634815216,
-0.029297582805156708,
0.051856350153684616,
0.05713953822851181,
-0.0191503819078207,
0.09423059970140457,
0.0163589995354414,
0.035870425403118134,
-0.007933372631669044,
0.025551006197929382,
-0.050320982933044434,
0.07758855819702148,
-0.035363588482141495,
0.07902789860963821,
0.019011622294783592,
0.08433962613344193,
-0.009863356128334999,
0.012545544654130936,
-0.002854042686522007,
-0.03931855410337448,
0.006651374977082014,
-0.03729100525379181,
0.05264730378985405,
-0.03516028821468353,
-0.026570383459329605,
0.007621567230671644,
-0.0555698461830616,
-0.03182074427604675,
-0.016367074102163315,
-0.008514998480677605,
0.015248996205627918,
-0.034229036420583725,
0.021947521716356277,
-0.06856204569339752,
0.019051162526011467,
0.026923920959234238,
-0.015594531781971455,
-0.06852269917726517,
-0.02370491996407509,
0.06260327249765396,
-0.041502512991428375,
0.08232562988996506,
0.009690113365650177,
-0.031177943572402,
0.058995321393013,
0.03772088140249252,
-0.01642638072371483,
-0.09372621029615402,
-0.03237390145659447,
-0.030488736927509308,
0.031162535771727562,
0.01623278483748436,
0.010585356503725052,
0.04871039837598801,
0.023204676806926727,
0.01890895701944828,
0.007959199137985706,
0.0439770445227623,
0.12587116658687592,
-0.014706668443977833,
-0.010563677176833153,
0.05458664521574974,
0.0739859864115715,
-0.02709086798131466,
0.06286570429801941,
0.04650464653968811,
-0.03140954300761223,
0.014571959152817726,
0.0732850730419159,
-0.07248286157846451,
0.02878108061850071,
-0.04529949277639389,
0.036564942449331284,
-0.049941644072532654,
0.024708149954676628,
0.007014320697635412,
0.01364185567945242,
-0.05289042368531227,
0.019658856093883514,
-0.034972526133060455,
0.019743792712688446,
0.018074119463562965,
0.002793369349092245,
0.05698708817362785,
0.02755112387239933,
0.010368778370320797,
-0.029405629262328148,
-0.021169917657971382,
-0.04056278616189957,
0.07471884787082672,
-0.02499915286898613,
-0.0610581673681736,
-0.02783414162695408,
0.0318598598241806,
0.006673175375908613,
0.05019017308950424,
0.012286284938454628,
0.03775985538959503,
-0.01273227110505104,
-0.009579622186720371,
0.03267066553235054,
0.014874637126922607,
0.018773412331938744,
-0.054334837943315506,
0.04988734424114227,
-0.01972949504852295,
-0.05360136181116104,
-0.04991202801465988,
-0.048611368983983994,
-0.016918780282139778,
0.014356665313243866,
-0.006736991461366415,
0.020639633759856224,
0.006891511846333742,
-0.01131256204098463,
-0.06519780308008194,
0.025192907080054283,
0.008427880704402924,
0.02488042041659355,
0.050967082381248474,
-0.005289331544190645,
-0.011831989511847496,
-0.012880862690508366,
-0.036611951887607574,
0.04878527298569679,
-0.031559884548187256,
0.034131553024053574,
0.020921312272548676,
0.026955269277095795,
0.0013899455079808831,
-0.009900210425257683,
-0.01257858332246542,
-0.02723596803843975,
0.03176804631948471,
0.008519426919519901,
-0.020094620063900948,
0.03924719616770744,
-0.006105224136263132,
-0.022304123267531395,
-0.09562928974628448,
0.02041754312813282,
-0.001385479117743671,
0.0002782774390652776,
-0.09775839745998383,
-0.008183050900697708,
0.03322218358516693,
-0.0015378928510472178,
-0.08260229974985123,
0.036070141941308975,
0.009221316315233707,
0.00005954748849035241,
0.05778732895851135,
0.031124401837587357,
-0.07379800826311111,
-0.020595254376530647,
0.016563575714826584,
-0.019121497869491577,
0.021867336705327034,
0.05176916718482971,
-0.0006989912944845855,
0.001454063574783504,
0.02784155122935772,
0.07212993502616882,
0.0404789000749588,
-0.017283519729971886,
0.006318019703030586,
0.051346126943826675,
0.0374792106449604,
0.005777149461209774,
-0.00332615221850574,
-0.015776226297020912,
0.030678093433380127,
-0.005421738605946302,
-0.033901337534189224,
0.005024808458983898,
0.03059411235153675,
-0.010087366215884686,
-0.019619612023234367,
-0.004437386058270931,
0.0030869897454977036,
0.009063842706382275,
-0.050973162055015564,
0.03193102777004242,
0.00493436586111784,
0.031104223802685738,
-0.028390303254127502,
0.01649458333849907,
0.011425472795963287,
-0.01892181858420372,
-0.03793593868613243,
0.0054137445986270905,
-0.044893331825733185,
-0.021032558754086494,
0.023957090452313423,
0.033270131796598434,
-0.00433766283094883,
0.015207679010927677,
0.035245947539806366,
-0.04624669998884201,
-0.04623357206583023,
-0.014227946288883686,
0.05089438706636429,
-0.06176195666193962,
0.006398238707333803,
-0.02695578709244728,
0.008000843226909637,
0.02039405331015587,
0.0044453865848481655,
-0.03750748559832573,
0.02764071337878704,
0.010533861815929413,
-0.031661901623010635,
0.05577509105205536,
0.05933238938450813,
0.043953172862529755,
0.03374970331788063,
-0.023201068863272667,
-0.0018039458664134145,
0.0020351416897028685,
0.053664304316043854,
-0.04605568200349808,
0.0316033810377121,
0.015877556055784225,
-0.022276468575000763,
-0.005488573107868433,
-0.012576233595609665,
-0.013054221868515015,
0.05386604368686676,
-0.009258897043764591,
-0.01238201092928648,
-0.032565586268901825,
-0.02231096476316452,
0.0010496079921722412,
-0.001911420258693397,
0.025533530861139297,
-0.0350385382771492,
-0.021583402529358864,
-0.03976111859083176,
-0.022520646452903748,
0.01775800995528698,
-0.010273883119225502,
-0.03287077695131302,
-0.018388191238045692,
-0.003171429270878434,
-0.02823956497013569,
-0.061255160719156265,
-0.019683031365275383,
0.03726372867822647,
0.03573845326900482,
-0.048933979123830795,
0.0528724379837513,
-0.02891109697520733,
-0.004170364700257778,
0.07409028708934784,
-0.02397581748664379,
-0.015280044637620449,
-0.03346368670463562,
-0.05487939342856407,
-0.01565701887011528,
0.037470459938049316,
0.006856183521449566,
-0.010092981159687042,
0.06314363330602646,
0.03201313689351082,
-0.01339076366275549,
-0.05005255341529846,
0.03853520005941391,
-0.02929915115237236,
-0.05262450873851776,
0.026156293228268623,
0.03619387373328209,
0.08247289061546326,
-0.07762937992811203,
-0.021351061761379242,
-0.035608548671007156,
0.018506111577153206,
-0.019010866060853004,
0.0235179141163826,
-0.0021536375861614943,
0.0036427367012947798,
-0.035615257918834686,
0.0026146727614104748,
0.02732621133327484,
-0.03145153447985649,
-0.004522106610238552,
0.05903125926852226,
0.06344401091337204,
0.011686171405017376,
-0.02235921286046505,
-0.08091351389884949,
0.06162392348051071,
-0.020079169422388077,
-0.04340248554944992,
-0.0007251922506839037,
0.03232225030660629,
-0.014848984777927399,
0.011405409313738346,
0.0398545041680336,
-0.019701968878507614,
0.0367283932864666,
0.03767994046211243,
-0.004379585385322571,
-0.03266756981611252,
0.020847272127866745,
0.04183802381157875,
-0.013075158931314945,
0.004527784418314695,
0.02804805152118206,
-0.037064116448163986,
-0.08271712809801102,
0.005803543608635664,
0.06716377288103104,
-0.01199660450220108,
0.0010676089441403747,
-0.004689909517765045,
-0.07943902909755707,
-0.02087530307471752,
0.03247425705194473,
-0.023591192439198494,
-0.007650200743228197,
-0.0021139224991202354,
0.023494241759181023,
0.01894734613597393,
-0.009325850754976273,
0.0022416389547288418,
0.027555745095014572,
0.02492700330913067,
0.045733917504549026,
0.03759799152612686,
0.05393148958683014,
-0.03481302782893181,
-0.026459135115146637,
-0.04689790681004524,
-0.0003264322003815323,
-0.01778377778828144,
0.008750160224735737,
-0.03053770214319229,
0.0068612731993198395,
0.03634697571396828,
0.021019797772169113,
-0.02591540291905403,
0.026989798992872238,
0.06416285037994385,
-0.03578492999076843,
0.00642577838152647,
-0.057106826454401016,
-0.037063803523778915,
-0.019732827320694923,
0.022564617916941643,
0.09317805618047714,
0.014630956575274467,
-0.011358967050909996,
-0.005785100162029266,
0.033792827278375626,
0.03207860514521599,
0.058942560106515884,
-0.04884645715355873,
0.03921559080481529,
-0.03801698982715607,
-0.04679909348487854,
0.06368757784366608,
-0.04000495746731758,
-0.02862505428493023,
0.020269889384508133,
0.038223471492528915,
-0.002367992652580142,
0.03670485317707062,
0.031797006726264954,
0.02116565965116024,
-0.029134908691048622,
0.039797037839889526,
0.02243439294397831,
-0.04267598316073418,
-0.02373049408197403,
-0.020556889474391937,
-0.018345436081290245,
-0.04562549293041229,
0.05251993238925934,
0.028787625953555107,
-0.04914366081357002,
-0.01333855465054512,
0.03064081259071827,
-0.002362219151109457,
0.041355378925800323,
-0.048355892300605774,
-0.0006673134048469365,
-0.021251356229186058,
0.014703689143061638,
-0.0014976677484810352,
-0.06867377460002899,
-0.0453534871339798,
-0.010832007974386215,
-0.04048041254281998,
-0.03010101616382599,
0.0004854097496718168,
0.025002557784318924,
-0.06084326282143593,
-0.05716409534215927,
-0.06749137490987778,
-0.026514064520597458,
0.002511136932298541,
0.043522823601961136,
0.03129846602678299,
0.02057092823088169,
-0.0028326057363301516,
0.015097427181899548,
-0.007750788237899542,
-0.04756975546479225,
-0.03431765362620354,
-0.005519574042409658,
-0.005482350010424852,
-0.0009651761502027512,
-0.04276317358016968,
-0.033353276550769806,
0.05505868047475815,
0.026426933705806732,
-0.02306964434683323,
0.006489904131740332,
0.03115263395011425,
0.07374195009469986,
-0.03412952274084091,
-0.0652507096529007,
0.008111772127449512,
-0.06499971449375153,
0.017611145973205566,
0.017947936430573463,
0.01537622045725584,
-0.029276598244905472,
0.053698357194662094,
0.005709506571292877,
-0.014473777264356613,
0.018920086324214935,
0.06469142436981201,
-0.00005839575896970928,
0.026591133326292038,
0.015233997255563736,
0.018372250720858574,
0.0023297066800296307,
-0.05243048444390297,
0.01022302359342575,
0.013249126262962818,
0.012532686814665794,
0.011518568731844425,
0.04214628040790558,
0.011383785866200924,
0.006889828480780125,
0.008917984552681446,
-0.0029268187936395407,
-0.021275809034705162,
-0.039508625864982605,
-0.029286595061421394,
-0.007359752897173166,
-0.013581416569650173,
0.012270951643586159,
0.047100163996219635,
-0.045030057430267334,
0.04114270210266113,
-0.038038644939661026,
-0.03033909946680069,
-0.014483020640909672,
0.01578712649643421,
-0.001065948628820479,
0.02699415758252144,
-0.06950648874044418,
0.008743077516555786,
-0.011145774275064468,
-0.07344649732112885,
0.022815141826868057,
-0.030934346839785576,
-0.010235977359116077,
-0.0271796565502882,
0.037001077085733414,
0.014423660933971405,
-0.005710315890610218,
0.004528517369180918,
-0.029053473845124245,
0.06173017621040344,
-0.007028296124190092,
-0.037070002406835556,
0.028827054426074028,
0.039841681718826294,
-0.0007058240007609129,
0.004536339547485113,
-0.05007254332304001,
0.04145413637161255,
0.01955217309296131,
0.03723246231675148,
0.0557815358042717,
-0.0078101507388055325,
0.03274625912308693,
-0.0024801967665553093,
-0.03964507207274437,
0.04395347461104393,
-0.015052366070449352,
-0.007326825056225061,
0.06061694025993347,
0.015152953565120697,
-0.011705351993441582,
-0.015310989692807198,
-0.026949442923069,
-0.013753962703049183,
-0.015512341633439064,
-0.005338091403245926,
0.03048596903681755,
-0.015205241739749908,
-0.031467437744140625,
-0.051584284752607346,
-0.01798948459327221,
-0.038480039685964584,
-0.030576558783650398,
0.008049726486206055,
0.02761252410709858,
0.008831154555082321,
0.016679272055625916,
0.02346651628613472,
-0.03142566233873367,
-0.02008078806102276,
0.012446928769350052,
0.0005682653863914311,
0.02408955618739128,
0.052529413253068924,
-0.006920467130839825,
-0.003504869993776083,
-0.04108082503080368,
0.03056700900197029,
-0.006302778143435717,
-0.01476122997701168,
0.03081008419394493,
-0.0011800320353358984,
0.025406280532479286,
0.014408109709620476,
-0.01747138425707817,
-0.006495404988527298,
-0.01920418255031109,
-0.007491800934076309,
0.05035191774368286,
0.022239631041884422,
-0.037687547504901886,
-0.05201122164726257,
-0.0628664568066597,
-0.03437173366546631,
-0.027564208954572678,
-0.021873537451028824,
0.0664074569940567,
-0.05210273712873459,
-0.04468957334756851,
-0.0399036630988121,
-0.028552038595080376,
0.07830461114645004,
-0.08271368592977524,
0.015519379638135433,
0.04563520848751068,
-0.03789323940873146,
0.02710714004933834,
-0.04515965282917023,
-0.0017007173737511039,
0.06535746902227402,
0.0024444859009236097,
0.0445454940199852,
-0.05796663835644722,
0.05942488834261894,
0.04628601670265198,
0.001783485058695078,
-0.034169428050518036,
0.011411160230636597,
-0.012416369281709194,
-0.011748266406357288,
0.010262974537909031,
-0.0010530221043154597,
-0.02586793713271618,
0.0257953479886055,
-0.06596914678812027,
0.006863429676741362,
0.018861042335629463,
-0.017628109082579613,
0.027242407202720642,
-0.07942673563957214,
-0.0007538124918937683,
0.035114116966724396,
0.03217298537492752,
0.03337753564119339,
0.06761706620454788,
-0.05750640481710434,
0.025356529280543327,
0.010247474536299706,
0.013140636496245861,
0.003958132117986679,
-0.0000618313715676777,
0.01635216735303402,
0.01612016186118126,
-0.047107771039009094,
-0.0684133768081665,
0.028545482084155083,
-0.005162359680980444,
-0.011006984859704971,
-0.06149126961827278,
-0.019757097586989403,
-0.029974469915032387,
0.030218247324228287,
0.033104728907346725,
-0.005664424039423466,
0.0101693170145154,
0.014630168676376343,
0.012934928759932518,
0.01783853769302368,
-0.0532553605735302,
0.06798920780420303,
-0.0005261502810753882,
-0.002121065044775605,
-0.03410506248474121,
-0.11767389625310898,
-0.030970849096775055,
0.04500352963805199,
-0.06229718402028084,
-0.06084328144788742,
0.014835494570434093,
-0.06822284311056137,
0.03281470388174057,
0.03449097275733948,
-0.010844899341464043,
0.026870831847190857,
0.009032309986650944,
0.06822219491004944,
0.00816553644835949,
0.0054649002850055695,
0.00873932521790266,
-0.070513516664505,
0.038931965827941895,
0.03354351222515106,
0.03675850108265877,
0.008962324820458889,
0.027781115844845772,
0.00029234489193186164,
0.002240346744656563,
-0.01028407271951437,
0.041233111172914505,
-0.008116188459098339,
0.02249872498214245,
-0.05243382230401039,
-0.04539235681295395,
-0.03389212116599083,
-0.019162597134709358,
-0.0030226968228816986,
0.04412839189171791,
-0.05031567066907883,
-0.02048136293888092,
0.024982070550322533,
-0.03813040256500244,
-0.02666418068110943,
-0.03166870027780533,
0.04906352236866951,
-0.0025564641691744328,
0.019284997135400772,
0.019326260313391685,
-0.041941720992326736,
-0.03176695853471756,
0.017269086092710495,
-0.02223467268049717,
-0.05737216770648956,
0.04126198589801788,
0.03075249306857586,
0.000811479170806706,
0.055117059499025345,
0.028374897316098213,
0.04627276957035065,
0.06486909836530685,
-0.04340601712465286,
0.012873637489974499,
-0.04213874042034149,
-0.011967187747359276,
0.02651619166135788,
0.005332541652023792,
0.08638759702444077,
-0.06325782835483551,
0.006771924439817667,
0.030148571357131004,
0.005943686235696077,
0.011657382361590862,
-0.031458571553230286,
0.012383093126118183,
-0.011670295149087906,
0.00043038008152507246,
-0.017020443454384804,
0.019087055698037148,
-0.04611501097679138,
-0.038204580545425415,
-0.013316890224814415,
-0.012821300886571407,
-0.02258479781448841,
-0.006952441297471523,
0.03428104147315025
] |
<p>I am running an ordinal regression in SPSS. I have independent variables on nominal and ordinal scales. My dependent variable is ordinal, indicating a level of action, coded 0, 1, 2. Unfortunately, I currently don’t know how to deal with the non-significance of a threshold level for my dependent variable indicated by SPSS in the parameter estimates table. </p>
<p>The SPSS output of the parameter estimates looks like this:</p>
<p>Threshold Level of action = 0 Estimate = .6 Sig. = .143</p>
<p>Threshold Level of action = 1 Estimate = 2.2 Sig. = .000</p>
<p>Independent variables …</p>
<p>I read that “<em>non-significance of a threshold suggests that the cutting point is not truly different and therefore some levels of the dependent variable need to be combined</em>” (Garson, G. D. (2012). Ordinal Regression. Asheboro, NC: Statistical Associates Publishers).
I have not come across such a statement before. Also some ordinal regressions I had a look at did not mention an issue regarding a non-significant threshold and interpreted the output nonetheless. </p>
<p>So now I am wondering how severe that issue is. If I stick with ordinal regression, how would this non-significant threshold impact my results (given all other assumption are met)? Would they still be valid? Or does this mean that I definitely have to combine the outcome categories 0 and 1, which basically would mean I need to run binary logistic regression instead of ordinal regression? </p>
|
g36621
|
[
-0.07003558427095413,
0.010152834467589855,
-0.006366843823343515,
-0.026843294501304626,
0.037215929478406906,
-0.03350089117884636,
-0.0251699797809124,
0.02312161587178707,
0.017706798389554024,
0.013361448422074318,
-0.004703843500465155,
0.025525512173771858,
0.04961129650473595,
-0.004417162388563156,
0.02860424481332302,
0.009529240429401398,
0.02334648370742798,
-0.019200803712010384,
0.025776542723178864,
-0.004641150590032339,
-0.02065969444811344,
0.015041925944387913,
0.04515642672777176,
-0.01793786510825157,
-0.010914238169789314,
-0.031264640390872955,
0.03741604462265968,
0.04151034355163574,
-0.03939816355705261,
-0.010703654028475285,
-0.015164998359978199,
0.02527070790529251,
0.036330800503492355,
-0.01314356829971075,
-0.026637157425284386,
-0.031084565445780754,
0.07544233649969101,
0.047738488763570786,
0.01606839895248413,
-0.009347938932478428,
0.010130600072443485,
-0.038693465292453766,
0.00821338128298521,
-0.031880415976047516,
-0.06515002250671387,
-0.01182490773499012,
-0.029386034235358238,
-0.0070129153318703175,
0.03670494630932808,
0.0393129363656044,
0.029671713709831238,
-0.0031397927086800337,
-0.000694860122166574,
0.021656924858689308,
0.039376821368932724,
0.02961055561900139,
0.05794328823685646,
0.049323394894599915,
0.001119855442084372,
0.037449974566698074,
0.04010723903775215,
-0.0065215472131967545,
-0.055859796702861786,
0.0022927639074623585,
0.0338253527879715,
0.02653314918279648,
0.016959961503744125,
-0.0324210599064827,
-0.05563864856958389,
-0.020257508382201195,
-0.0026952491607517004,
0.028091568499803543,
-0.010556844994425774,
-0.06921011954545975,
-0.07546782493591309,
0.0445580892264843,
0.023314500227570534,
0.005183587782084942,
0.030186332762241364,
0.06883956491947174,
-0.030442573130130768,
0.009071119129657745,
0.03280385956168175,
0.060282789170742035,
0.04821685701608658,
0.01632780209183693,
-0.00022686010925099254,
-0.022161239758133888,
-0.005800135433673859,
0.03938842564821243,
-0.016256466507911682,
0.0037593378219753504,
-0.029534483328461647,
-0.05386856198310852,
-0.05299878492951393,
-0.038547683507204056,
-0.00989538338035345,
0.045623112469911575,
0.034217894077301025,
0.06474770605564117,
-0.06567136943340302,
-0.017033489421010017,
-0.040115874260663986,
-0.021081332117319107,
-0.038972556591033936,
0.010332119651138783,
0.07207799702882767,
0.015344848856329918,
0.0005691558471880853,
-0.01520469505339861,
-0.015457023866474628,
0.04906359687447548,
-0.07509192824363708,
-0.02902229316532612,
-0.016323158517479897,
-0.04178839921951294,
0.004465926438570023,
-0.038447242230176926,
-0.036055319011211395,
-0.04073650762438774,
0.07499681413173676,
-0.022771650925278664,
0.07065749168395996,
0.09044432640075684,
-0.08289695531129837,
0.0005624324548989534,
-0.02727176807820797,
0.10231197625398636,
0.05061662197113037,
-0.037335898727178574,
0.018877888098359108,
-0.032678887248039246,
-0.024698413908481598,
0.03845963627099991,
-0.021539198234677315,
0.06912080943584442,
0.00499362125992775,
-0.013100627809762955,
-0.001650613034144044,
0.010267931036651134,
-0.02137376368045807,
0.05602606385946274,
-0.04103415831923485,
-0.016436561942100525,
-0.01969468593597412,
0.05569266527891159,
-0.033769600093364716,
-0.00714105274528265,
-0.05673420801758766,
-0.031747933477163315,
0.020922677591443062,
0.000484709395095706,
0.007373941130936146,
0.010138440877199173,
-0.11313921213150024,
-0.018367456272244453,
0.02940680831670761,
0.027437737211585045,
-0.017539164051413536,
0.029040440917015076,
0.07631467282772064,
0.008788060396909714,
0.04316268861293793,
0.006814281456172466,
0.00016205247084144503,
-0.010700146667659283,
0.03808237612247467,
-0.03400559350848198,
0.005813575815409422,
-0.014840039424598217,
0.018079951405525208,
0.012724649161100388,
0.035206642001867294,
0.006059549283236265,
0.04729526489973068,
0.06751888990402222,
0.08149352669715881,
0.004070790950208902,
0.02784481644630432,
-0.033395953476428986,
-0.03422190621495247,
0.008789869025349617,
0.011293554678559303,
-0.0561685748398304,
-0.024571914225816727,
-0.017880968749523163,
-0.0031506961677223444,
0.052387040108442307,
-0.01079291570931673,
0.016626430675387383,
-0.037148021161556244,
-0.005560451652854681,
0.013424483127892017,
-0.0322667732834816,
-0.0754370167851448,
-0.023091841489076614,
0.02533433586359024,
-0.03648928552865982,
0.002476602094247937,
-0.08735215663909912,
0.031681302934885025,
-0.0014389804564416409,
-0.08371423929929733,
0.044000692665576935,
0.0016594275366514921,
0.017985716462135315,
-0.021097885444760323,
-0.0070436736568808556,
-0.04965037479996681,
-0.00957755371928215,
-0.00347449560649693,
-0.020547514781355858,
0.02004971355199814,
-0.01660817302763462,
0.0013317138655111194,
-0.021928837522864342,
-0.07378830015659332,
-0.01845117285847664,
-0.06271012872457504,
0.05403123050928116,
-0.02590988390147686,
0.011346147395670414,
0.021428722888231277,
0.026913484558463097,
-0.001372771104797721,
0.01714450493454933,
0.04108661040663719,
0.015530349686741829,
0.03816016763448715,
0.020769231021404266,
-0.011287163943052292,
-0.017682397738099098,
0.02735006809234619,
-0.04584186524152756,
-0.025295360013842583,
-0.010346660390496254,
0.028921913355588913,
-0.05531124770641327,
0.025171495974063873,
0.037856731563806534,
0.03611314669251442,
-0.04065306857228279,
-0.0023814309388399124,
0.06113278865814209,
-0.00625823438167572,
0.018458891659975052,
-0.022491097450256348,
0.01860370859503746,
-0.06401808559894562,
0.08379046618938446,
-0.013644488528370857,
0.015935182571411133,
-0.009932293556630611,
0.03532824665307999,
0.0162619911134243,
0.04133818298578262,
0.03051479160785675,
-0.0019453171407803893,
-0.06414549797773361,
0.05213193595409393,
-0.000912999443244189,
-0.03812462091445923,
0.05907478928565979,
0.01962379738688469,
0.01758703403174877,
-0.023273568600416183,
0.003798276651650667,
-0.06356709450483322,
0.010246438905596733,
0.02115279622375965,
-0.06373085081577301,
-0.02502211555838585,
-0.011449751444160938,
0.009249532595276833,
0.056654248386621475,
0.042587995529174805,
0.0034431496169418097,
0.007780434563755989,
0.020496349781751633,
-0.04042608290910721,
-0.023583417758345604,
-0.01612051948904991,
0.010647778399288654,
0.02970243990421295,
-0.012393860146403313,
0.005447725765407085,
0.07165025919675827,
-0.01760029047727585,
-0.07140851765871048,
0.04274464771151543,
0.021423034369945526,
-0.03769341856241226,
-0.026216678321361542,
0.010673917829990387,
0.016199909150600433,
-0.02101108431816101,
-0.009813178330659866,
-0.06297136843204498,
-0.00571654224768281,
0.02818741835653782,
0.01687602512538433,
-0.0018142517656087875,
-0.030035682022571564,
0.014691382646560669,
0.018573934212327003,
-0.023905910551548004,
-0.04163357987999916,
0.030228516086935997,
-0.01843271218240261,
-0.007699328940361738,
-0.029698245227336884,
0.012822185643017292,
0.12198282778263092,
-0.013358897529542446,
-0.03837524726986885,
0.02742353267967701,
-0.03754551336169243,
-0.0072244033217430115,
-0.057342831045389175,
0.04349576681852341,
0.014407108537852764,
-0.008854052051901817,
-0.0007938650669530034,
0.027771515771746635,
0.010560376569628716,
0.010811517015099525,
-0.009669535793364048,
-0.008642042055726051,
-0.010100050829350948,
0.04215789958834648,
0.049038540571928024,
-0.002074014861136675,
0.03176318109035492,
0.025457309558987617,
-0.017787212505936623,
-0.04403039813041687,
-0.009558235295116901,
-0.03285657986998558,
0.016805028542876244,
0.04036800563335419,
0.049024730920791626,
-0.052057985216379166,
0.001690446981228888,
-0.039100248366594315,
0.006027169991284609,
-0.0046950336545705795,
0.03333864361047745,
0.015570491552352905,
-0.059297047555446625,
0.0015086025232449174,
0.028034020215272903,
-0.022737277671694756,
-0.03297878056764603,
-0.03854449838399887,
0.011156953871250153,
-0.00034888237132690847,
0.06459593027830124,
0.021435962989926338,
-0.09461673349142075,
0.0010517141781747341,
0.013752862811088562,
-0.01732945628464222,
-0.04153374955058098,
0.04561096429824829,
0.028524748980998993,
0.05128470063209534,
0.01890701614320278,
0.020314784720540047,
-0.03529474884271622,
0.01481248252093792,
0.026830224320292473,
-0.015714801847934723,
0.05297696962952614,
-0.020044462755322456,
0.0011016862699761987,
0.004195474088191986,
0.09817475825548172,
0.05510894954204559,
-0.00004707181506091729,
0.04638899117708206,
0.002100453246384859,
-0.03720761835575104,
-0.00940638780593872,
0.009623744525015354,
0.00025691287009976804,
-0.08997738361358643,
0.015709811821579933,
-0.012846165336668491,
0.02171717770397663,
-0.004760722164064646,
-0.0032508650328963995,
-0.03221915289759636,
-0.03006075508892536,
0.07984758913516998,
0.09567443281412125,
-0.007179519161581993,
-0.04129989445209503,
-0.009554645046591759,
0.05599256604909897,
0.07012854516506195,
-0.011300439015030861,
0.015373275615274906,
0.00990928802639246,
0.036892518401145935,
-0.022046877071261406,
0.03731030225753784,
0.009956920519471169,
-0.001610458828508854,
-0.04701508581638336,
0.02995561994612217,
0.02290620654821396,
-0.025094952434301376,
-0.04584382846951485,
-0.07192608714103699,
-0.0004453608999028802,
-0.0017184518510475755,
0.01011806819587946,
0.013866022229194641,
0.017687136307358742,
0.020141800865530968,
-0.01854127086699009,
0.09162184596061707,
0.02490904927253723,
0.01040332205593586,
-0.0191341582685709,
0.020698128268122673,
0.010289440862834454,
0.02660653181374073,
0.024796778336167336,
0.01166827417910099,
0.035720162093639374,
0.061479032039642334,
-0.008635603822767735,
0.00257729459553957,
0.07655852288007736,
0.022616446018218994,
-0.03917793929576874,
-0.04120957851409912,
-0.029944537207484245,
-0.04157967492938042,
0.016843825578689575,
-0.03604726493358612,
-0.0429597906768322,
0.06694198399782181,
0.004353490192443132,
-0.030672261491417885,
-0.01180371455848217,
-0.029663607478141785,
-0.02260996215045452,
-0.005089874379336834,
-0.0349595881998539,
0.05339713394641876,
-0.051051653921604156,
-0.038381367921829224,
-0.006672618445008993,
-0.01226931530982256,
0.0011794015299528837,
0.0020154996309429407,
-0.0012934075202792883,
0.020456545054912567,
0.01941453106701374,
-0.05615002289414406,
0.012159725651144981,
-0.016818596050143242,
-0.03373633325099945,
-0.03625798970460892,
-0.005751858931034803,
0.01595510169863701,
0.064903624355793,
0.00908752717077732,
-0.017700446769595146,
-0.028546733781695366,
0.06258665025234222,
-0.009554271586239338,
-0.02762995846569538,
0.03982432931661606,
-0.0029267161153256893,
-0.040622785687446594,
-0.00659254239872098,
0.008759056217968464,
-0.009548784233629704,
-0.026772623881697655,
0.05707285925745964,
0.016614452004432678,
-0.012997833080589771,
0.00265753292478621,
-0.03382456675171852,
-0.04720152169466019,
-0.0030922931618988514,
-0.00815693847835064,
0.04745935648679733,
0.01556735672056675,
0.07502066344022751,
0.01327922847121954,
-0.015941133722662926,
0.018377143889665604,
0.03650330379605293,
-0.040364012122154236,
-0.0067376247607171535,
0.01784004084765911,
-0.013326344080269337,
0.02092147432267666,
0.04752185568213463,
-0.014339773915708065,
-0.0526234395802021,
-0.059471577405929565,
0.03244311362504959,
0.01111748069524765,
0.0598040409386158,
0.0347958542406559,
0.010069153271615505,
0.015433025546371937,
0.04856910556554794,
-0.0675651803612709,
-0.019693173468112946,
-0.023006824776530266,
0.03357154503464699,
-0.009214759804308414,
-0.03326541930437088,
-0.0019985525868833065,
0.016465824097394943,
-0.05776829645037651,
-0.006851190701127052,
-0.0678090751171112,
0.003132755169644952,
-0.0614989809691906,
-0.034868787974119186,
-0.07517671585083008,
-0.0011638184078037739,
0.01703992486000061,
-0.03754372149705887,
-0.01440658699721098,
-0.011207761242985725,
0.07262106239795685,
0.0911165326833725,
-0.05251564085483551,
-0.01973677985370159,
-0.008205476216971874,
-0.05255851522088051,
-0.006670851726084948,
-0.027325287461280823,
0.020986277610063553,
-0.02940080501139164,
-0.00025480479234829545,
-0.04395642504096031,
-0.05103000998497009,
0.030529431998729706,
-0.015216764062643051,
0.01512013841420412,
-0.030044376850128174,
-0.03250317648053169,
0.04200540855526924,
-0.03629004582762718,
-0.028994552791118622,
0.007773750927299261,
0.05219946801662445,
0.04627622663974762,
0.050788599997758865,
0.02744479291141033,
0.0033425732981413603,
-0.06131512299180031,
-0.09415510296821594,
0.03538808971643448,
0.035338740795850754,
0.025429250672459602,
-0.0775168389081955,
0.0039031042251735926,
-0.01449174527078867,
-0.018722472712397575,
0.0201853197067976,
0.02852502465248108,
-0.05299630016088486,
0.0027501597069203854,
0.0390593446791172,
-0.06267257034778595,
0.02159108780324459,
-0.017236607149243355,
0.05564422532916069,
0.02172587811946869,
0.028675153851509094,
-0.009746008552610874,
0.04156842455267906,
0.019309107214212418,
0.00894636008888483,
-0.0634947270154953,
0.022765731438994408,
-0.056292105466127396,
0.01834077201783657,
-0.011371861211955547,
-0.01871134154498577,
-0.037715643644332886,
-0.010595180094242096,
-0.022303136065602303,
0.03723230957984924,
0.004497849848121405,
-0.0765647143125534,
0.03179129958152771,
0.02716567926108837,
-0.011323119513690472,
-0.038985028862953186,
0.010260486975312233,
0.01392530370503664,
-0.0027815639041364193,
-0.011915777809917927,
0.0034876158460974693,
0.031669072806835175,
-0.044897206127643585,
-0.019267739728093147,
-0.017227159813046455,
0.022435538470745087,
0.005533973686397076,
0.03214409202337265,
0.09324117749929428,
0.05255691707134247,
-0.011262288317084312,
0.0045237913727760315,
-0.040121860802173615,
0.014523116871714592,
-0.05117718130350113,
-0.0316866934299469,
-0.016697688028216362,
-0.0608234666287899,
0.039229802787303925,
-0.0013126281555742025,
-0.03390948474407196,
-0.010057817213237286,
-0.02819114923477173,
-0.004829485900700092,
0.013171115890145302,
-0.0051919035613536835,
-0.06584446877241135,
0.03142079710960388,
0.011633563786745071,
-0.01311207003891468,
0.016733968630433083,
-0.004448567517101765,
-0.03810868412256241,
0.05856219306588173,
0.03136599436402321,
-0.009190289303660393,
-0.0132352439686656,
0.026896508410573006,
0.04364115372300148,
0.011958874762058258,
0.0026047618594020605,
0.04098619520664215,
-0.020344797521829605,
0.022929202765226364,
-0.0506962351500988,
0.03839859738945961,
0.006004788912832737,
-0.01818518154323101,
0.04862295091152191,
-0.03925781324505806,
0.030034245923161507,
0.00015733711188659072,
-0.04491749033331871,
0.023429742082953453,
-0.001664892304688692,
-0.020352628082036972,
-0.004069846589118242,
-0.04529210552573204,
-0.06259436160326004,
0.004050504416227341,
0.02739250287413597,
0.018605150282382965,
-0.05697150155901909,
-0.015788625925779343,
-0.008909014984965324,
0.011392373591661453,
-0.05226556956768036,
-0.06562904268503189,
0.010886609554290771,
0.018724991008639336,
0.023376619443297386,
-0.0031269066967070103,
-0.006048201117664576,
-0.018589302897453308,
-0.015595288947224617,
-0.001351187820546329,
0.035667818039655685,
-0.010125696659088135,
-0.00791964866220951,
-0.027002345770597458,
-0.013429787941277027,
0.0997745618224144,
-0.01160718034952879,
-0.019171511754393578,
0.0688120424747467,
0.021240919828414917,
-0.08420946449041367,
-0.059954192489385605,
0.03833409398794174,
0.03397394344210625,
0.048615291714668274,
-0.01632244698703289,
0.017043044790625572,
0.054247163236141205,
0.02501531131565571,
-0.015282302163541317,
0.042330607771873474,
0.02182120829820633,
-0.0742807686328888,
-0.0018220323836430907,
0.03517867252230644,
0.02170831710100174,
0.037659674882888794,
0.0038975169882178307,
0.0116353090852499,
0.028126101940870285,
-0.05179060995578766,
0.03959298133850098,
-0.024704670533537865,
0.020769983530044556,
-0.06312286108732224,
-0.017845522612333298,
-0.017779624089598656,
-0.06056798994541168,
0.01487718801945448,
0.07502368092536926,
-0.010928149335086346,
-0.03456145524978638,
-0.0521063432097435,
0.02851925604045391,
0.01054486632347107,
0.008368242532014847,
-0.03551681339740753,
0.001916922745294869,
0.024300942197442055,
-0.036275994032621384,
0.029040290042757988,
-0.05667654424905777,
-0.05718980357050896,
0.003657394787296653,
0.007746887393295765,
0.0023898743093013763,
-0.02921363152563572,
0.028717687353491783,
-0.06879251450300217,
-0.01742890290915966,
-0.057832375168800354,
-0.006375602446496487,
-0.008919395506381989,
0.029095059260725975,
0.03322219476103783,
0.00416999077424407,
-0.01654779352247715,
0.05139787495136261,
0.024721533060073853,
0.02055266499519348,
-0.058083415031433105,
-0.017355913296341896,
-0.04924910143017769,
-0.0033570604864507914,
0.014198723249137402,
-0.04366737976670265,
-0.07521416991949081,
-0.0539623387157917,
0.006525507662445307,
-0.01650281250476837,
-0.01460028626024723,
-0.007110291160643101,
0.0007830781396478415,
0.04322190582752228,
-0.011414843611419201,
-0.003381101880222559,
-0.03697960823774338,
0.05899481475353241
] |
<p>Hi I am looking for a robust convex optimization problem solver in python. My problem isn't very complex, its basically a simple constrained qp program. I am using Enthought free python 2.7 distribution on a windows 64 bit machine. </p>
<p>I came across <a href="http://cvxopt.org/install/index.html" rel="nofollow">http://cvxopt.org/install/index.html</a></p>
<p>It doesn't seem very easy to install this on windows. I also came across Mosek, which seems a bit of a overkill.</p>
<p>Does anyone know of a good solution, do people use cvxopt on windows?</p>
|
g36622
|
[
0.06339269131422043,
-0.017297590151429176,
0.019103601574897766,
0.033580899238586426,
-0.022070135921239853,
-0.07435956597328186,
-0.024969283491373062,
-0.028667869046330452,
-0.01266542263329029,
0.0070854066871106625,
0.031223876401782036,
0.016146082431077957,
0.014932038262486458,
0.012715538032352924,
-0.05570104718208313,
0.05953875556588173,
-0.0004084132087882608,
0.029465874657034874,
0.03015757165849209,
-0.009785957634449005,
0.022845406085252762,
-0.04338434338569641,
0.02813214436173439,
-0.028129175305366516,
-0.020195096731185913,
0.01439112052321434,
-0.030138058587908745,
0.022107135504484177,
-0.04190567508339882,
0.06849795579910278,
-0.07248113304376602,
0.016128310933709145,
0.02393273450434208,
-0.035164110362529755,
-0.0011581684229895473,
0.026309717446565628,
0.008347215130925179,
-0.031432218849658966,
0.020614974200725555,
0.014593814499676228,
-0.010783987119793892,
-0.014866561628878117,
-0.001622949494048953,
0.021071607246994972,
0.013380366377532482,
0.005673103034496307,
-0.011349008418619633,
0.0011272020637989044,
-0.047585394233465195,
-0.05619942769408226,
0.007471778430044651,
-0.011058777570724487,
0.017278427258133888,
-0.12916815280914307,
-0.020761186257004738,
0.05134248733520508,
-0.09001577645540237,
0.055079419165849686,
-0.025263456627726555,
-0.048812780529260635,
-0.029897915199398994,
-0.0033003909047693014,
0.0421496257185936,
-0.0007384085329249501,
-0.020642532035708427,
0.03152067959308624,
-0.03196731209754944,
0.05596373230218887,
-0.02317572943866253,
0.030857698991894722,
0.0039963871240615845,
-0.036673881113529205,
0.024316925555467606,
-0.06025886908173561,
-0.06384798139333725,
0.009480949491262436,
0.0020703321788460016,
-0.00846104882657528,
-0.020490940660238266,
-0.012359172105789185,
0.005028375890105963,
0.005489411298185587,
-0.08420712500810623,
0.023202765733003616,
0.017163507640361786,
-0.04626449570059776,
0.03008139878511429,
0.02766803652048111,
0.0419582799077034,
-0.09141110628843307,
-0.028953853994607925,
-0.022615855559706688,
-0.012380750849843025,
0.03415604680776596,
-0.022778794169425964,
0.037397317588329315,
-0.04221590235829353,
0.008228208869695663,
-0.03266564756631851,
-0.003805550280958414,
0.032522693276405334,
0.01157406996935606,
0.04969802871346474,
-0.03055438958108425,
-0.01947643794119358,
-0.0014803536469116807,
0.003532637841999531,
0.04613395780324936,
0.028854258358478546,
-0.005297341383993626,
0.029596351087093353,
0.0033023077994585037,
0.003233137773349881,
-0.008037603460252285,
-0.030468275770545006,
0.005157337989658117,
0.04700089618563652,
-0.07302652299404144,
0.003903803415596485,
0.057166796177625656,
0.034525394439697266,
0.06174154952168465,
0.08074308931827545,
-0.01916995458304882,
0.04405105113983154,
0.009920654818415642,
-0.026450829580426216,
-0.003072855295613408,
0.08882404118776321,
-0.005215482786297798,
0.04478057473897934,
-0.01755622960627079,
-0.058480892330408096,
0.019372079521417618,
-0.05860784277319908,
0.030986322090029716,
-0.07595808058977127,
0.028039058670401573,
0.0365346297621727,
-0.04508661851286888,
0.002751181833446026,
0.053631819784641266,
0.025599777698516846,
0.037223994731903076,
-0.010181514546275139,
-0.039124101400375366,
0.020654870197176933,
-0.01130960788577795,
-0.003007058519870043,
0.012495951727032661,
-0.0002755065797828138,
-0.044997215270996094,
0.03254192695021629,
0.02140355482697487,
0.012637742795050144,
0.00463660154491663,
-0.00996339600533247,
-0.03551662713289261,
0.016783174127340317,
-0.022156842052936554,
0.03448004275560379,
0.0026832104194909334,
-0.0005885724094696343,
0.004002437461167574,
0.03523018956184387,
0.041638538241386414,
-0.024019913747906685,
-0.028068507090210915,
-0.02637961506843567,
0.022930409759283066,
-0.014417978003621101,
-0.05168124660849571,
0.019497359171509743,
-0.0013522629160434008,
-0.02037052810192108,
-0.025699062272906303,
0.0025471411645412445,
0.039545688778162,
-0.006753991823643446,
0.01839587464928627,
0.006175546906888485,
0.01862810179591179,
-0.01822936162352562,
-0.033472489565610886,
-0.0167885459959507,
0.0051802946254611015,
0.011778990738093853,
0.0097907530143857,
-0.030011514201760292,
-0.045452602207660675,
0.04567195102572441,
-0.002157468581572175,
0.026877740398049355,
0.013764618895947933,
-0.027981935068964958,
0.015067578293383121,
0.07084100693464279,
-0.07299882173538208,
0.004308599978685379,
-0.006335750222206116,
0.0206378735601902,
0.030131079256534576,
0.041849181056022644,
0.029910879209637642,
-0.020871050655841827,
-0.05360571667551994,
0.0009521127212792635,
-0.05928579717874527,
0.009048922918736935,
0.04620854929089546,
0.020688887685537338,
0.0018715679179877043,
0.04014153778553009,
0.04016533121466637,
-0.014034952968358994,
-0.013736549764871597,
0.030842818319797516,
-0.007155700121074915,
-0.007673473097383976,
-0.022812696173787117,
0.05766911059617996,
-0.03460481017827988,
0.0036867575254291296,
-0.00021207182726357132,
-0.050384826958179474,
-0.003361988812685013,
-0.032202158123254776,
-0.02185751125216484,
-0.00806195568293333,
0.012648756615817547,
0.03082551248371601,
-0.01969190500676632,
-0.007929082028567791,
-0.01536482386291027,
0.05902182683348656,
0.045594070106744766,
-0.033086709678173065,
0.024502525106072426,
-0.0376519151031971,
0.0817340761423111,
0.036179449409246445,
-0.03500615432858467,
-0.09312249720096588,
0.04855399951338768,
-0.009317426010966301,
-0.014453043229877949,
0.030141305178403854,
-0.016462644562125206,
0.0562300868332386,
-0.025509752333164215,
-0.03276342526078224,
-0.0011842192616313696,
0.0015369387110695243,
-0.0023485475685447454,
0.03595384210348129,
-0.02170996181666851,
0.06834213435649872,
0.03566450625658035,
0.02782922238111496,
-0.022907039150595665,
-0.01514141634106636,
-0.026827409863471985,
-0.08019854873418808,
-0.021288663148880005,
0.0016818399308249354,
0.04474088177084923,
-0.015669872984290123,
-0.00316333444789052,
0.019228855147957802,
0.017451917752623558,
0.017686665058135986,
0.037312861531972885,
-0.08258026093244553,
-0.009882495738565922,
0.06833671778440475,
0.013706767931580544,
-0.0013058085460215807,
0.03528556972742081,
0.03224567323923111,
0.004092580638825893,
-0.0156960878521204,
-0.049661196768283844,
-0.016359038650989532,
0.001570846070535481,
-0.0009794647339731455,
0.01168648712337017,
-0.0029107213485985994,
-0.002106198575347662,
0.04974512755870819,
-0.04802442714571953,
0.012565813027322292,
0.004838526714593172,
0.016581803560256958,
-0.03316812589764595,
-0.035438887774944305,
-0.040754228830337524,
0.004576920531690121,
0.010720053687691689,
0.05123497173190117,
0.01624959520995617,
-0.06461373716592789,
0.0071175480261445045,
0.05524929612874985,
-0.03076094761490822,
0.021101662889122963,
-0.0811537653207779,
0.005846871994435787,
0.016245286911725998,
0.04150058701634407,
-0.007757621351629496,
0.06464813649654388,
-0.003521434962749481,
0.015455002896487713,
0.041833359748125076,
-0.005720718298107386,
0.025837907567620277,
-0.04501224681735039,
0.022990552708506584,
0.08465863764286041,
-0.04619644954800606,
-0.020176008343696594,
-0.028864042833447456,
0.027393562719225883,
0.010212117806077003,
0.04580496996641159,
-0.01501630898565054,
0.010378516279160976,
0.04849027097225189,
0.045016974210739136,
-0.023778654634952545,
0.031218640506267548,
0.03401248902082443,
0.03739439323544502,
0.01503431610763073,
0.001144601497799158,
-0.08266841620206833,
0.015826841816306114,
-0.005548581480979919,
0.047497015446424484,
-0.004854836966842413,
-0.005389710422605276,
-0.017844216898083687,
-0.006235034205019474,
-0.01355669368058443,
-0.01929946057498455,
-0.02306363545358181,
0.04942672327160835,
0.02180822379887104,
0.02973164990544319,
0.044455621391534805,
0.039668891578912735,
-0.005988440942019224,
-0.0034111039713025093,
-0.025503503158688545,
0.02831004001200199,
-0.03789874538779259,
-0.005330472253262997,
-0.02504771575331688,
-0.044699955731630325,
0.01606890931725502,
-0.011556660756468773,
0.014287760481238365,
0.016605732962489128,
0.021149519830942154,
-0.02718060463666916,
-0.02248844876885414,
0.03674285113811493,
0.04795631393790245,
-0.02214893139898777,
-0.012096498161554337,
-0.012749990448355675,
-0.0493476428091526,
0.061351362615823746,
-0.0039212885312736034,
-0.0036859712563455105,
0.050936974585056305,
-0.015822110697627068,
-0.022999456152319908,
-0.03793957084417343,
-0.030102165415883064,
0.025788791477680206,
-0.008170489221811295,
0.024114785715937614,
-0.013775521889328957,
-0.07928238809108734,
-0.05797259882092476,
-0.029565704986453056,
-0.011312605813145638,
0.05294851213693619,
-0.009556836448609829,
0.057958994060754776,
-0.05286272242665291,
-0.019546009600162506,
0.07767544686794281,
0.016809992492198944,
0.011084221303462982,
0.0015106680803000927,
-0.012672560289502144,
-0.09006943553686142,
-0.02251342311501503,
-0.011029145680367947,
-0.03962239250540733,
0.0010061126668006182,
0.03872975707054138,
-0.028539815917611122,
-0.014644838869571686,
-0.058799635618925095,
0.05077143758535385,
-0.039987098425626755,
-0.010081131011247635,
-0.057806070894002914,
-0.004122389014810324,
0.005789578426629305,
0.014554678462445736,
0.006449306849390268,
0.021305527538061142,
0.07452115416526794,
0.0420648455619812,
-0.019003186374902725,
-0.052214641124010086,
-0.11071306467056274,
-0.004399757366627455,
0.011033564805984497,
-0.017791688442230225,
-0.027558034285902977,
0.02783856727182865,
-0.007970533333718777,
-0.012593879364430904,
0.06252298504114151,
0.02484709955751896,
-0.0004789054219145328,
0.029251262545585632,
-0.006517446134239435,
0.01809251680970192,
0.060515981167554855,
0.015865176916122437,
0.06570080667734146,
-0.05896018445491791,
-0.010436279699206352,
-0.06551337242126465,
-0.005517075769603252,
-0.031645212322473526,
-0.05194034427404404,
0.00019057605823036283,
-0.054723720997571945,
0.017424380406737328,
0.006656137760728598,
-0.017365776002407074,
-0.034146104007959366,
-0.03146107867360115,
0.04132809489965439,
-0.05470772460103035,
0.021911654621362686,
0.024081438779830933,
-0.061225295066833496,
0.012457868084311485,
-0.030970923602581024,
0.008883644826710224,
0.03946465253829956,
0.06954549998044968,
-0.015533181838691235,
0.0017303461208939552,
-0.03566436097025871,
0.03439415246248245,
0.03588314726948738,
0.009597810916602612,
-0.13255393505096436,
0.05844876170158386,
-0.021194618195295334,
0.000741519033908844,
-0.02808375097811222,
-0.0024911314249038696,
0.041109710931777954,
0.05008168891072273,
0.006991818081587553,
-0.009874388575553894,
-0.0054322793148458,
0.018199333921074867,
0.02315172180533409,
0.05706379562616348,
-0.05569316819310188,
0.007727219723165035,
0.014486433938145638,
0.014204522594809532,
0.04444367066025734,
-0.024040497839450836,
0.0499751977622509,
0.0012031449005007744,
-0.00019937071192543954,
-0.03356337174773216,
0.0015017366968095303,
0.0663565844297409,
0.03030324913561344,
0.0029863931704312563,
0.034730274230241776,
-0.05628470703959465,
-0.0014685818459838629,
0.0040142834186553955,
0.015224368311464787,
0.03284848853945732,
0.011201156303286552,
-0.02915854938328266,
0.0037106613162904978,
-0.007786685135215521,
0.007734211161732674,
-0.0032120703253895044,
0.013953609392046928,
0.05545227602124214,
0.03545484319329262,
0.03343242034316063,
0.056043270975351334,
0.04050406813621521,
-0.0024348373990505934,
-0.02724282629787922,
0.018289828673005104,
0.004290378652513027,
-0.01573147065937519,
0.01840037852525711,
-0.00856644008308649,
-0.04136395454406738,
0.06943971663713455,
-0.0071218982338905334,
0.0011749198893085122,
-0.014925368130207062,
0.02851835824549198,
-0.002564859576523304,
-0.061512771993875504,
-0.024931592866778374,
-0.059751927852630615,
-0.0308370441198349,
0.013760670088231564,
-0.016235066577792168,
-0.016918117180466652,
-0.07043224573135376,
-0.03849310055375099,
-0.05399946868419647,
-0.02125510945916176,
0.03779267892241478,
0.01476376038044691,
-0.04174205660820007,
-0.01585359498858452,
0.006749978754669428,
-0.016741108149290085,
0.06324601173400879,
-0.0325043685734272,
-0.004282788373529911,
0.00392299797385931,
0.005418392829596996,
-0.024342501536011696,
-0.03421694040298462,
0.038845982402563095,
-0.0011301881168037653,
-0.01733093336224556,
0.01577312871813774,
-0.006074768956750631,
0.04953547194600105,
0.007897223345935345,
-0.012777385301887989,
0.019204063341021538,
-0.005469469353556633,
-0.011368777602910995,
-0.01868201605975628,
-0.033275704830884933,
-0.012635274790227413,
-0.07556837052106857,
0.04962809011340141,
-0.017148949205875397,
0.05060417205095291,
0.016533659771084785,
0.04237140715122223,
-0.06190093979239464,
-0.03907594829797745,
0.014326225034892559,
0.043212756514549255,
0.017825989052653313,
0.024689601734280586,
-0.04455519840121269,
-0.04767264798283577,
-0.03816759213805199,
-0.04147787019610405,
0.019470907747745514,
0.011486596427857876,
0.01249789260327816,
-0.014957625418901443,
-0.0011218700092285872,
0.04544550180435181,
-0.06453943252563477,
-0.009076268412172794,
-0.047735124826431274,
0.003726966679096222,
0.02385876327753067,
0.03786271810531616,
-0.029230788350105286,
-0.07365891337394714,
0.03592153266072273,
0.012621944770216942,
-0.027009038254618645,
0.0555071160197258,
-0.057593461126089096,
0.014613290317356586,
-0.030932197347283363,
0.03597428277134895,
0.07581086456775665,
0.05823836103081703,
-0.06931709498167038,
-0.05635473504662514,
-0.0031385680194944143,
0.029472723603248596,
-0.042825598269701004,
-0.06270143389701843,
-0.009582789614796638,
0.05279720574617386,
0.0013702420983463526,
0.017600513994693756,
-0.017175693064928055,
-0.00757193099707365,
-0.01648854650557041,
0.04463014379143715,
-0.06938154250383377,
-0.03780810907483101,
-0.008972669951617718,
0.018264805898070335,
-0.02681412734091282,
-0.0006042239256203175,
-0.003103863447904587,
0.018730605021119118,
0.010501109063625336,
-0.016736896708607674,
0.09535668045282364,
0.013031663373112679,
0.05677890032529831,
-0.08774203062057495,
0.03910904750227928,
-0.01882385089993477,
-0.027796484529972076,
-0.028085488826036453,
-0.08448998630046844,
0.030380189418792725,
0.021831387653946877,
0.0902140736579895,
0.029252290725708008,
-0.007576117292046547,
0.05561121925711632,
-0.034113481640815735,
-0.06128116324543953,
0.020205043256282806,
0.06549428403377533,
-0.01661490462720394,
-0.05938088521361351,
-0.017994467169046402,
0.053518302738666534,
0.0022603198885917664,
-0.0005695154541172087,
-0.033232223242521286,
0.018920429050922394,
0.04425157979130745,
0.031358540058135986,
-0.006239996757358313,
-0.005617084447294474,
0.00433743093162775,
-0.0060280398465693,
-0.04525306448340416,
-0.009803262539207935,
0.05796816200017929,
0.043701544404029846,
0.04195515811443329,
-0.09012162685394287,
0.025042824447155,
-0.00615151971578598,
-0.009717446751892567,
-0.01067360583692789,
0.02751106023788452,
-0.07790067046880722,
0.036363355815410614,
0.10072574019432068,
-0.01908099837601185,
-0.0382351391017437,
0.05148144066333771,
-0.015291768126189709,
-0.0033187619410455227,
0.010214528068900108,
-0.016824062913656235,
-0.027627643197774887,
-0.002132594585418701,
0.02902333065867424,
-0.05226844176650047,
0.0003711806202773005,
0.018836917355656624,
-0.03074117749929428,
-0.03586197271943092,
0.013613427057862282,
0.03520845249295235,
0.07562950253486633,
-0.03590364381670952,
-0.011063365265727043,
0.03451522812247276,
-0.006745350547134876,
-0.004331248812377453,
0.04753356799483299,
0.031152283772826195,
0.01253662072122097,
0.06474126875400543,
-0.02807481586933136,
-0.01975240744650364,
-0.03620976209640503,
-0.0046171024441719055,
-0.03257273882627487,
0.010381764732301235,
0.059592556208372116,
-0.04650095850229263,
-0.014039421454071999,
-0.008703603409230709,
-0.01099342480301857,
0.0003138260217383504,
0.06718670576810837,
-0.03502194955945015,
-0.034384869039058685,
0.04708685353398323,
-0.01169620081782341,
0.036426153033971786,
0.028254836797714233,
-0.04132946580648422,
0.023888781666755676,
-0.00014134153025224805,
0.04537083953619003,
-0.007245907559990883,
-0.006905162241309881,
-0.06341066211462021,
-0.02412003092467785,
-0.03137264773249626,
0.008339954540133476,
-0.027556434273719788,
-0.021626999601721764,
0.05532348155975342,
0.05430537089705467,
-0.04585834965109825,
-0.027810512110590935,
0.041897550225257874,
-0.037225037813186646,
-0.005253541748970747,
0.06237049773335457,
-0.07696618139743805,
-0.009460519067943096,
0.01522553339600563,
0.04759598523378372,
0.045077305287122726,
-0.02230408787727356,
0.012851775623857975,
-0.005607622675597668,
-0.05667387694120407,
-0.025919349864125252,
-0.04421987384557724,
-0.07760167121887207,
0.04109066724777222,
0.014089539647102356,
-0.050570711493492126,
0.0005483729764819145,
-0.009555676020681858,
0.019265323877334595,
0.01291205920279026,
-0.010882547125220299,
-0.00824965350329876,
-0.0002692194248083979,
0.04091459512710571,
0.02613070048391819,
0.0047837975434958935,
0.009083171375095844,
-0.02390071377158165
] |
<p>For example: An initial set $[1, 3, 4, 7, 2]$ sums to 17. By dividing each element by the sum, the elements sum to 1: $[1/17, 3/17,...2/17]$ sums to 1.</p>
<p>What is it called when a set of numbers are adjusted to sum to one? </p>
|
g74008
|
[
0.025134252384305,
0.0300121009349823,
-0.04365348070859909,
-0.035344161093235016,
0.03033917397260666,
-0.044121310114860535,
0.025366714224219322,
0.03319781646132469,
-0.00557405361905694,
-0.01733819954097271,
-0.049308549612760544,
0.004031200893223286,
0.0372077152132988,
0.014678292907774448,
-0.012627923861145973,
0.043535660952329636,
0.023629846051335335,
0.03754322975873947,
-0.014730222523212433,
0.00993354246020317,
0.0064407954923808575,
-0.0023450315929949284,
-0.02899969555437565,
0.004395828582346439,
-0.011578244157135487,
-0.033680710941553116,
0.030976105481386185,
0.07609640061855316,
-0.049657922238111496,
-0.028524840250611305,
-0.04746009781956673,
-0.0443439856171608,
0.014922820962965488,
-0.010660872794687748,
0.03123287670314312,
0.0003875908150803298,
0.04604281857609749,
0.047947436571121216,
0.05957159399986267,
-0.053944267332553864,
-0.015328314155340195,
-0.028686217963695526,
0.08495628088712692,
0.008945148438215256,
-0.008937020786106586,
-0.0028016832657158375,
0.047518786042928696,
-0.00019485264783725142,
0.027790512889623642,
0.0035070055164396763,
-0.02629620023071766,
-0.02281486988067627,
-0.05850859358906746,
0.007193217985332012,
0.016835322603583336,
0.022127779200673103,
-0.02108166366815567,
-0.020738326013088226,
0.040586408227682114,
0.06347346305847168,
0.036363471299409866,
-0.028063064441084862,
0.023285556584596634,
-0.06130184233188629,
-0.020382367074489594,
0.06171789392828941,
0.027260785922408104,
0.014612344093620777,
0.039227500557899475,
-0.027900034561753273,
-0.0247788205742836,
0.04616037383675575,
-0.0017435896443203092,
0.009787422604858875,
0.010761500336229801,
-0.033671408891677856,
0.0008850275771692395,
-0.014945623464882374,
-0.04445527121424675,
0.032552894204854965,
-0.024585558101534843,
-0.012622810900211334,
0.018393857404589653,
0.013609671033918858,
0.013212651945650578,
-0.010236778296530247,
0.0661567822098732,
0.019193053245544434,
-0.04780864715576172,
0.0337403267621994,
-0.009581408463418484,
0.02540425956249237,
-0.033987198024988174,
-0.011243762448430061,
-0.02902011014521122,
-0.04289635643362999,
-0.012577848508954048,
0.030309785157442093,
-0.016852300614118576,
0.013908257707953453,
0.010215598158538342,
0.08187145739793777,
0.038451891392469406,
-0.09989747405052185,
-0.060755617916584015,
0.1146152913570404,
0.05148012191057205,
-0.022935450077056885,
0.013393944129347801,
-0.033770304173231125,
-0.036157310009002686,
-0.06969933211803436,
-0.014605892822146416,
-0.08063781261444092,
-0.03828896954655647,
-0.00973340030759573,
0.021277328953146935,
0.015412372536957264,
-0.006384017411619425,
-0.012239715084433556,
0.05973828583955765,
-0.043253205716609955,
-0.00884757749736309,
0.08480828255414963,
-0.0032539425883442163,
-0.006406833417713642,
0.016152068972587585,
0.06803704798221588,
0.028926707804203033,
-0.030717840418219566,
0.05678006261587143,
-0.01891436241567135,
0.0519556850194931,
0.0009077739086933434,
0.04210103675723076,
0.012082217261195183,
0.003329067723825574,
-0.013156578876078129,
-0.047549810260534286,
0.016968388110399246,
-0.007742567919194698,
-0.027557218447327614,
0.010543657466769218,
-0.06332547962665558,
0.0779423713684082,
-0.05989312008023262,
-0.015641914680600166,
0.0062408302910625935,
0.014063728973269463,
0.024345414713025093,
0.009204735979437828,
0.0062037138268351555,
-0.005180571228265762,
-0.03453002870082855,
0.02327200397849083,
-0.02938280813395977,
-0.008005687966942787,
0.04339630901813507,
-0.020393691956996918,
-0.02821657434105873,
-0.006994958966970444,
-0.006992018315941095,
-0.09166710823774338,
0.03249634429812431,
-0.01425167452543974,
0.01890215277671814,
-0.05773156136274338,
0.02448926493525505,
-0.01964690536260605,
-0.002774367108941078,
0.07656031101942062,
0.01501951739192009,
-0.04318378120660782,
-0.010529056191444397,
0.03168856352567673,
0.02294401451945305,
0.13113225996494293,
0.03364190831780434,
0.02667658030986786,
-0.02261032536625862,
-0.03786236792802811,
-0.0481952428817749,
0.029862845316529274,
0.024301549419760704,
0.003246895270422101,
-0.06074796989560127,
-0.03661349415779114,
-0.022288477048277855,
-0.0022957667242735624,
0.014210372231900692,
0.014335870742797852,
0.06507281959056854,
0.002813371131196618,
-0.04287390783429146,
0.0214649960398674,
-0.07244017720222473,
-0.044097911566495895,
-0.00341743603348732,
0.029693560674786568,
0.03625619038939476,
0.05972205102443695,
0.003917935770004988,
-0.03333383426070213,
-0.01691810041666031,
0.03664298355579376,
0.037372373044490814,
0.021738281473517418,
-0.006067413836717606,
0.03599175065755844,
0.0163921806961298,
-0.0016133321914821863,
-0.007470809388905764,
-0.008131359703838825,
-0.006363649386912584,
-0.007471991702914238,
0.03711463138461113,
-0.017680848017334938,
0.0030265115201473236,
0.06248626112937927,
0.006079528946429491,
-0.06563537567853928,
-0.025084363296628,
0.04062999412417412,
0.01577296294271946,
0.010053292848169804,
-0.015277558006346226,
0.07151710242033005,
-0.011733769439160824,
0.02264411374926567,
-0.0004853203136008233,
-0.023966729640960693,
-0.01004378218203783,
-0.07081359624862671,
-0.053406972438097,
0.00007454440492438152,
0.0016431903932243586,
-0.052983108907938004,
-0.019556745886802673,
-0.005162774119526148,
0.019481487572193146,
-0.001371714286506176,
0.00415511941537261,
-0.02973025292158127,
-0.008491532877087593,
-0.0190693661570549,
0.0023968033492565155,
-0.025394532829523087,
0.04490946978330612,
-0.06290438026189804,
-0.018964404240250587,
-0.0749775692820549,
-0.027453184127807617,
-0.023817628622055054,
-0.0043993000872433186,
0.005148186814039946,
-0.0070335036143660545,
-0.04585672914981842,
0.01584577187895775,
0.008605864830315113,
0.03926612436771393,
0.05983857065439224,
0.0251473356038332,
0.0499863475561142,
-0.026815291494131088,
-0.009970170445740223,
-0.005601678043603897,
0.04111713543534279,
-0.04759782552719116,
0.05507328361272812,
0.01539712306112051,
-0.040532320737838745,
0.02702529914677143,
0.10457026213407516,
0.043087806552648544,
-0.04878733307123184,
-0.01742451637983322,
0.02094184048473835,
-0.007723052520304918,
0.008287414908409119,
0.0673944354057312,
0.031877998262643814,
0.0062903668731451035,
-0.046957336366176605,
0.060932811349630356,
-0.0005762407672591507,
0.01520507875829935,
0.06448444724082947,
-0.09818173199892044,
-0.022396882995963097,
0.011675466783344746,
-0.015322728082537651,
0.009643998928368092,
0.030594831332564354,
-0.049489203840494156,
0.05272350832819939,
0.026668263599276543,
0.051516227424144745,
0.0195720586925745,
0.01606183871626854,
0.039591845124959946,
-0.031348295509815216,
0.005364964250475168,
0.004999509546905756,
-0.019334029406309128,
0.03740914911031723,
0.05692402273416519,
0.01676235720515251,
-0.034800417721271515,
0.049422021955251694,
-0.04830050840973854,
-0.028977790847420692,
0.04284028336405754,
-0.014757937751710415,
0.017270207405090332,
-0.04602321982383728,
-0.0010920079657807946,
0.06809525191783905,
-0.05269143357872963,
0.0362834669649601,
-0.07580456882715225,
-0.040970105677843094,
-0.0038025372195988894,
0.062419239431619644,
-0.031559254974126816,
-0.03327154740691185,
-0.0008549413760192692,
-0.01273931935429573,
-0.018744399771094322,
-0.038514744490385056,
-0.014276248402893543,
0.008835999295115471,
-0.030114056542515755,
-0.037193406373262405,
0.013493964448571205,
-0.04540634527802467,
-0.0035374904982745647,
-0.05687001347541809,
-0.009749369695782661,
0.0641384944319725,
0.01085493341088295,
-0.031539883464574814,
0.027253614738583565,
-0.05058737099170685,
-0.04323284700512886,
-0.00989026390016079,
0.05057854950428009,
0.006357400678098202,
-0.012514124624431133,
0.014557842165231705,
0.002734000561758876,
0.013258584775030613,
0.028388893231749535,
0.001720987493172288,
0.01127426978200674,
0.00026389380218461156,
0.005479332059621811,
0.03920946270227432,
-0.03307740017771721,
-0.038166701793670654,
0.02781980112195015,
0.019577229395508766,
0.009409510530531406,
-0.06114417687058449,
0.05068555846810341,
0.03284916281700134,
-0.0246117003262043,
-0.03168564289808273,
0.03840063512325287,
-0.0027210914995521307,
0.0016593061154708266,
-0.010845724493265152,
0.05255749821662903,
0.018599579110741615,
-0.0022735323291271925,
-0.01004247460514307,
-0.010201916098594666,
0.026458894833922386,
0.00930408202111721,
0.0019480014452710748,
0.010134385898709297,
0.04782303050160408,
0.014212296344339848,
-0.015209951438009739,
-0.024475743994116783,
-0.03464224562048912,
0.03225583955645561,
0.00040247125434689224,
-0.06270579248666763,
-0.015100570395588875,
0.015484093688428402,
0.0012825095327571034,
-0.029093127697706223,
0.01644239015877247,
0.0203857384622097,
0.02150452509522438,
0.0034630182199180126,
-0.0549071729183197,
0.03140542656183243,
-0.09994032979011536,
-0.007402845658361912,
0.012388842180371284,
-0.02219557575881481,
-0.015413056127727032,
-0.0248275026679039,
-0.00015929252549540251,
0.0004265814204700291,
0.012277393601834774,
-0.02688472904264927,
0.020193081349134445,
-0.002763996832072735,
0.00005794872049591504,
0.0178854838013649,
0.03938591107726097,
-0.01931815966963768,
0.041766636073589325,
0.03456905856728554,
0.06226394325494766,
-0.00565407844260335,
0.010569470003247261,
0.010594743303954601,
-0.058685749769210815,
0.01966923475265503,
-0.009077302180230618,
-0.009108305908739567,
0.023812273517251015,
0.02401222288608551,
-0.049908120185136795,
-0.008913867175579071,
0.0601617731153965,
0.00022079949849285185,
-0.04765229672193527,
0.0417938232421875,
0.031465522944927216,
0.032268550246953964,
0.0059196846559643745,
-0.013129091821610928,
-0.014247659593820572,
0.0023634275421500206,
-0.089490607380867,
-0.03225380554795265,
0.030343415215611458,
0.04489715397357941,
-0.06882381439208984,
0.017317183315753937,
0.0942741110920906,
-0.003853151574730873,
-0.0635780543088913,
-0.013783709146082401,
0.043322641402482986,
0.019844461232423782,
-0.0575793981552124,
0.02847495675086975,
0.00884938146919012,
-0.007185452152043581,
0.053235288709402084,
-0.00638616643846035,
-0.021977778524160385,
0.007682847790420055,
-0.05121888965368271,
0.036822594702243805,
0.01961550861597061,
0.012704620137810707,
-0.0260970089584589,
0.03623016178607941,
-0.012290898710489273,
0.002420867094770074,
-0.009772047400474548,
-0.04157961905002594,
-0.049476947635412216,
0.03172175586223602,
0.07130370289087296,
-0.017757566645741463,
-0.004687955137342215,
0.018625708296895027,
-0.014582745730876923,
-0.08298547565937042,
-0.021060949191451073,
-0.010835688561201096,
-0.026266688480973244,
-0.015876784920692444,
-0.007748688105493784,
-0.04699334874749184,
-0.017751093953847885,
0.015356434509158134,
-0.00013522735389415175,
0.026563771069049835,
0.0757850706577301,
-0.06093927472829819,
0.027095839381217957,
0.02481452375650406,
0.036748889833688736,
-0.030210234224796295,
0.09478786587715149,
0.01219525933265686,
-0.03612658753991127,
-0.0010735285468399525,
0.006253573577851057,
-0.058081720024347305,
0.08566006273031235,
-0.0007601301767863333,
0.002617310266941786,
0.07584752142429352,
0.033801112323999405,
0.016502583399415016,
0.042185068130493164,
-0.028514418751001358,
-0.0026685113552957773,
-0.0062181828543543816,
-0.011902417056262493,
-0.029288075864315033,
-0.011498586274683475,
-0.0032795623410493135,
0.06971169263124466,
0.02433483861386776,
-0.021863631904125214,
0.0032084707636386156,
0.03628186881542206,
0.0008617810090072453,
-0.034354329109191895,
0.004719940014183521,
0.002081340877339244,
-0.06076916679739952,
-0.04700745642185211,
0.06539376080036163,
0.038441695272922516,
0.02099791169166565,
-0.035177066922187805,
0.015841811895370483,
0.06389451026916504,
0.026612309738993645,
0.016267890110611916,
-0.015816250815987587,
0.026051584631204605,
-0.007016787305474281,
-0.05329924076795578,
0.005962574388831854,
-0.050980355590581894,
0.03160820156335831,
0.06842823326587677,
0.02567734196782112,
-0.03662257269024849,
0.014673067256808281,
0.03719017282128334,
0.010592862032353878,
-0.010921246372163296,
0.012613244354724884,
-0.039085179567337036,
0.016924764961004257,
0.012924088165163994,
-0.02425776794552803,
0.00021689511777367443,
0.019328320398926735,
0.018001718446612358,
-0.08238080143928528,
-0.0006770237814635038,
-0.0024815911892801523,
0.01194913499057293,
-0.0003132759011350572,
0.025451160967350006,
-0.019705360755324364,
-0.02541358955204487,
-0.018309855833649635,
0.0015435520326718688,
-0.026041025295853615,
0.009572215378284454,
-0.010449775494635105,
0.03475138917565346,
-0.01359162200242281,
-0.008516649715602398,
0.008566717617213726,
0.022478986531496048,
-0.046691447496414185,
0.01690981723368168,
-0.03647927567362785,
-0.03254219889640808,
0.021078625693917274,
-0.03794098272919655,
-0.052294980734586716,
0.002848512725904584,
-0.006820814684033394,
-0.0017480556853115559,
0.02016119845211506,
-0.019056839868426323,
-0.01892232708632946,
-0.05650920420885086,
0.003486933186650276,
-0.070864737033844,
-0.009902484714984894,
0.0023150197230279446,
0.03416839987039566,
0.005953502841293812,
-0.013088908046483994,
-0.07579346746206284,
-0.006445800419896841,
0.03162611648440361,
0.011719126254320145,
-0.06355113536119461,
0.06405822187662125,
0.05181610956788063,
-0.0016950566787272692,
0.017625389620661736,
-0.030048541724681854,
0.02182590588927269,
-0.039741966873407364,
-0.01998233050107956,
0.06719629466533661,
0.02783076837658882,
-0.048997316509485245,
0.040961962193250656,
0.007013258989900351,
0.06239704415202141,
-0.003362352726981044,
0.007774773985147476,
0.013515492901206017,
-0.045867182314395905,
0.003283608704805374,
-0.015751222148537636,
-0.024095280095934868,
-0.0030431649647653103,
0.0016496515600010753,
0.0006603286019526422,
-0.03687814250588417,
0.008055456914007664,
-0.01299546379595995,
-0.010423077270388603,
0.0682845264673233,
0.0276524368673563,
-0.01396744605153799,
0.027625100687146187,
-0.004605966154485941,
-0.0711326077580452,
0.025230513885617256,
-0.04675803706049919,
-0.01311174500733614,
-0.02416945993900299,
0.0043346635065972805,
-0.012183932587504387,
0.06135601922869682,
0.02350674383342266,
0.034916143864393234,
-0.03391013666987419,
-0.003542311256751418,
0.0183117538690567,
-0.000708524021320045,
-0.011600478552281857,
0.00007995535270310938,
0.04371026158332825,
-0.0013210827019065619,
-0.04806003347039223,
-0.05477162450551987,
0.02145903930068016,
0.05923396348953247,
-0.03428671136498451,
0.035447053611278534,
-0.024328771978616714,
-0.008072500117123127,
-0.017668744549155235,
-0.008963920176029205,
-0.002144798170775175,
-0.02171691134572029,
-0.0500885508954525,
-0.003678238019347191,
0.022027701139450073,
-0.01580836810171604,
0.0036828273441642523,
0.023036982864141464,
0.05550115182995796,
-0.04094032198190689,
-0.04316107556223869,
-0.06989187002182007,
-0.03539006784558296,
-0.042339108884334564,
0.01213578600436449,
0.04228069633245468,
-0.028930475935339928,
0.01579783298075199,
0.05312899127602577,
0.00787417683750391,
-0.021456828340888023,
-0.06219928711652756,
-0.007993699051439762,
0.01920086145401001,
0.01579640619456768,
-0.10575490444898605,
-0.0016328903147950768,
0.0648830235004425,
-0.006285542622208595,
-0.019506629556417465,
0.002833255799487233,
-0.0037771333009004593,
0.013608286157250404,
0.03887304291129112,
0.0024850068148225546,
0.07219628244638443,
-0.03157864138484001,
-0.007813436910510063,
0.030269762501120567,
-0.02194196730852127,
-0.062203191220760345,
0.000013737508197664283,
0.025790266692638397,
-0.0015145831275731325,
0.037378955632448196,
-0.03307660296559334,
-0.03731564059853554,
-0.055052731186151505,
-0.024777857586741447,
0.015062445774674416,
0.05766399949789047,
-0.05411234870553017,
-0.027975674718618393,
0.036372024565935135,
0.019987601786851883,
0.06334693729877472,
0.023350398987531662,
-0.05451364070177078,
-0.00615332555025816,
0.008976173587143421,
-0.035186346620321274,
0.012067134492099285,
0.010133542120456696,
-0.012088293209671974,
0.05471699684858322,
-0.043010201305150986,
0.009546292945742607,
-0.025903629139065742,
-0.020981138572096825,
-0.019474346190690994,
0.025245290249586105,
0.03757847100496292,
-0.029813820496201515,
-0.0567530021071434,
-0.0029639832209795713,
0.08431057631969452,
-0.007915902882814407,
0.035475682467222214,
-0.03331717848777771,
-0.02195780910551548,
0.026546280831098557,
0.05301593244075775,
-0.06389089673757553,
0.013368631713092327,
0.0011962847784161568,
-0.005544278305023909,
0.0014179148711264133,
0.015817148610949516,
-0.08112472295761108,
-0.017233721911907196,
0.06251893192529678,
-0.050285860896110535,
-0.05188342183828354,
0.020759252831339836,
0.019488681107759476,
0.06427734345197678,
0.038660675287246704,
0.08780718594789505,
0.0055249957367777824,
0.0011726620141416788,
-0.055074293166399,
-0.08797378838062286,
-0.09053141623735428,
-0.031214600428938866,
-0.0414106547832489,
0.028645813465118408,
0.003149430500343442,
-0.003437298582866788,
-0.007617443799972534,
-0.05993197113275528
] |
<p>According to Wikipedia, the <a href="http://en.wikipedia.org/wiki/G-test" rel="nofollow">G-test</a> statistic is "proportional to the Kullback–Leibler divergence of the empirical distribution from the theoretical distribution." To get the relationship between $ G $ and the KL divergence:
$$
\begin{align*}
G &= 2 \sum_i O_i \ln\left(\frac{O_i}{E_i}\right) \\
&= 2 \sum_i n P(i) \ln\left(\frac{n P(i)}{n Q(i)}\right) \\
&= 2n \sum_i P(i) \ln\left(\frac{P(i)}{Q(i)}\right) \\
&= 2n \times D_{KL}(P \| Q)
\end{align*}
$$</p>
<p>This is where I'm a little confused. $ D_{KL}(P \| Q) $ represents the divergence of $ Q $ (the expected distribution) from $ P $ (the observed distribution). This is the opposite of the statement in the Wikipedia page (assuming that "theoretical" refers to expected and "empirical" refers to observed).</p>
<p>Now from an information theoretic interpretation of KL divergence, $ P $ is represents the "true" distribution and $ Q $ is the "approximation". But from this derivation, the result seems counter-intuitive. Shouldn't the expected distribution correspond to the true distribution and the observed distribution correspond to the approximation?</p>
|
g74009
|
[
0.04151337221264839,
-0.004574756603688002,
-0.016597187146544456,
-0.03193735331296921,
0.00007531821756856516,
0.012920876033604145,
0.03462246432900429,
0.002072499133646488,
-0.03381042554974556,
-0.03673378750681877,
-0.02650362066924572,
-0.005856909789144993,
0.04998921975493431,
0.02642299421131611,
0.048654958605766296,
-0.020789509639143944,
0.039534617215394974,
0.011880965903401375,
0.02788419835269451,
0.012660263106226921,
-0.06620150804519653,
0.0031888235826045275,
-0.022200914099812508,
-0.012085024267435074,
0.006541270297020674,
-0.10171790421009064,
0.010002384893596172,
0.028830362483859062,
-0.056129537522792816,
-0.012104963883757591,
-0.014023854397237301,
0.03794363886117935,
0.05034425109624863,
-0.06198791414499283,
-0.020287100225687027,
0.003962376620620489,
0.04564592242240906,
0.03193221241235733,
0.0061466507613658905,
-0.017753517255187035,
-0.01655394211411476,
0.03545866906642914,
-0.027108443900942802,
-0.020105069503188133,
0.0013186694122850895,
-0.0016806658823043108,
-0.042580496519804,
0.06812939792871475,
0.009131276048719883,
-0.013455637730658054,
-0.056549809873104095,
0.11758587509393692,
0.0468594953417778,
0.04732060432434082,
0.013357833959162235,
0.03956709802150726,
0.06326918303966522,
-0.009531484916806221,
0.061022162437438965,
-0.03046654909849167,
-0.011601327918469906,
-0.05151582881808281,
-0.039089448750019073,
-0.0365300290286541,
0.03756053000688553,
-0.00371919316239655,
0.02100413292646408,
-0.016508808359503746,
0.0328572541475296,
-0.014714548364281654,
0.017292140051722527,
0.016172628849744797,
-0.020330138504505157,
-0.0018778139492496848,
-0.026230810210108757,
-0.048781733959913254,
0.016272805631160736,
0.006833360530436039,
0.012645341455936432,
0.022790636867284775,
-0.01778188720345497,
0.010271177627146244,
-0.007010600529611111,
0.013031339272856712,
-0.02526041492819786,
-0.02586042694747448,
-0.007595099974423647,
-0.01778712123632431,
0.04034808278083801,
0.055949535220861435,
0.015225318260490894,
-0.00581041956320405,
0.015566161833703518,
0.030217621475458145,
-0.04021834954619408,
-0.022985713556408882,
-0.06707217544317245,
0.02279767394065857,
0.03660803288221359,
0.009573768824338913,
0.029297320172190666,
0.05523855984210968,
-0.01450592465698719,
0.02604743465781212,
-0.012579230591654778,
0.003319387324154377,
0.0508686788380146,
0.03823982551693916,
-0.019046537578105927,
-0.008345086127519608,
-0.11122284084558487,
0.02146061882376671,
-0.019041936844587326,
-0.08662857860326767,
-0.0005086991586722434,
-0.08381889760494232,
-0.036755096167325974,
-0.035461943596601486,
0.06224656477570534,
0.028848065063357353,
0.02954869717359543,
0.016814887523651123,
0.02619374729692936,
0.11250489205121994,
-0.017897170037031174,
-0.04953698441386223,
-0.010848216712474823,
-0.0026547412853688,
-0.01382885966449976,
0.016460511833429337,
0.06908638775348663,
-0.03368796035647392,
0.018928779289126396,
0.03618017956614494,
0.03265560045838356,
0.0067129116505384445,
-0.03415188938379288,
0.07205457240343094,
-0.02737867459654808,
0.03312568739056587,
-0.0356324203312397,
-0.02457989938557148,
0.015325533226132393,
-0.040390804409980774,
-0.07197792083024979,
0.03778848424553871,
-0.05207628756761551,
0.003876408329233527,
0.003757663071155548,
-0.003702748566865921,
0.00848437286913395,
0.015044059604406357,
0.017705895006656647,
-0.00009922098979586735,
0.002786140190437436,
0.025375906378030777,
-0.0020090159960091114,
0.010986905544996262,
0.029543284326791763,
0.03481733426451683,
-0.009793874807655811,
-0.04973699897527695,
0.0016974121099337935,
0.03230958804488182,
-0.027608003467321396,
-0.014780390076339245,
0.01648685522377491,
-0.03343392163515091,
0.045116864144802094,
-0.09229808300733566,
0.019731618463993073,
0.022366570308804512,
-0.059376709163188934,
0.0037204164545983076,
-0.0030694312881678343,
0.043571893125772476,
0.05123484134674072,
0.021123824641108513,
0.007767765317112207,
0.05771423131227493,
-0.032193832099437714,
0.03153231367468834,
0.03471316397190094,
-0.075070820748806,
0.0004632611235138029,
-0.02838394232094288,
-0.000679892604239285,
-0.025691140443086624,
-0.00439034029841423,
-0.011510375887155533,
-0.0076580960303545,
-0.04261196777224541,
-0.0006319378153420985,
0.08825836330652237,
-0.02380121499300003,
0.025554558262228966,
0.0002451083855703473,
-0.05405626446008682,
0.0165098849684,
0.02467282861471176,
0.03947616368532181,
0.02276461571455002,
-0.03208635374903679,
0.004329820163547993,
0.04299642890691757,
-0.0003722397959791124,
-0.0344986729323864,
-0.013700485229492188,
0.07113836705684662,
-0.023828944191336632,
-0.029998155310750008,
-0.08790107816457748,
0.014467612840235233,
0.019397415220737457,
-0.0031002142932265997,
-0.04454154521226883,
-0.004708419553935528,
0.04418511688709259,
-0.013381906785070896,
0.028582030907273293,
0.0065539986826479435,
-0.03560592979192734,
0.07696037739515305,
0.0068284389562904835,
0.029626397415995598,
0.07266085594892502,
-0.030756838619709015,
-0.007058099843561649,
-0.029161304235458374,
0.05324237421154976,
-0.08711051195859909,
-0.08144748210906982,
0.0002015817881328985,
0.03872859850525856,
0.05752132087945938,
0.08227432519197464,
-0.021285217255353928,
0.01108500175178051,
0.04713420569896698,
0.006415656767785549,
-0.04776553064584732,
-0.020066406577825546,
-0.03690997511148453,
0.02831900864839554,
0.019874246791005135,
0.0248738843947649,
0.06650964170694351,
-0.00611785938963294,
-0.028805121779441833,
-0.013871227391064167,
-0.012145613320171833,
0.05708365514874458,
0.028624972328543663,
-0.0027635726146399975,
0.051144156605005264,
-0.0387045294046402,
-0.0027114134281873703,
-0.00894707441329956,
-0.0012604175135493279,
-0.022431764751672745,
-0.0208683293312788,
-0.08257859945297241,
0.007901761680841446,
-0.023999040946364403,
-0.04941338300704956,
0.032204072922468185,
0.043290767818689346,
0.00017884788394439965,
0.02008732780814171,
-0.022039886564016342,
-0.03281404450535774,
0.02619493193924427,
0.0378347747027874,
0.09614190459251404,
-0.025655174627900124,
0.02949713170528412,
0.002870559459552169,
-0.06044149771332741,
-0.032650839537382126,
-0.051724839955568314,
0.008219531737267971,
-0.013491696678102016,
0.00714338943362236,
0.04656343162059784,
-0.026875898241996765,
-0.08083046972751617,
0.011741867288947105,
-0.016000932082533836,
-0.020386969670653343,
-0.002738568466156721,
0.015431682579219341,
-0.03015700727701187,
0.001441424828954041,
0.0321819931268692,
-0.026524726301431656,
0.019392115995287895,
0.004308691248297691,
0.003725307062268257,
0.004492443986237049,
0.007372298743575811,
-0.040383726358413696,
0.0032359182368963957,
-0.030484769493341446,
0.046394165605306625,
0.05853874981403351,
0.04699641466140747,
0.006960984785109758,
-0.050530098378658295,
0.022720951586961746,
0.01248664129525423,
-0.0677640438079834,
-0.010884768329560757,
0.002940932521596551,
-0.05499355122447014,
0.011283213272690773,
-0.0026427556294947863,
-0.03876255452632904,
0.014180571772158146,
-0.008939369581639767,
-0.0465552881360054,
0.022094080224633217,
-0.0077476948499679565,
-0.020207444205880165,
0.03218740597367287,
0.006004683673381805,
-0.005296007264405489,
-0.023843251168727875,
0.02470722794532776,
-0.0038581439293920994,
-0.03608623147010803,
0.05020073801279068,
0.014724794775247574,
0.020057281479239464,
-0.04186910390853882,
-0.01989331655204296,
-0.05220188945531845,
0.0044118743389844894,
0.05316122993826866,
-0.00539706414565444,
0.02504722587764263,
0.024956421926617622,
-0.013333957642316818,
-0.02541876956820488,
0.024089818820357323,
-0.02762182615697384,
0.04347960278391838,
-0.0003867102204822004,
0.05852977931499481,
-0.01834399811923504,
0.061133697628974915,
-0.011969990096986294,
-0.02252226322889328,
0.01748635806143284,
-0.015318643301725388,
0.011417347006499767,
0.029541105031967163,
0.027979256585240364,
-0.0011339600896462798,
0.044793955981731415,
-0.021846981719136238,
0.04878696799278259,
-0.047034505754709244,
0.020856983959674835,
0.009030609391629696,
0.013516724109649658,
-0.019793078303337097,
0.03881010413169861,
0.022484133020043373,
0.047370731830596924,
0.008891538716852665,
0.014981628395617008,
-0.002421306213364005,
0.016497746109962463,
0.018913837149739265,
0.057888105511665344,
-0.03199100121855736,
0.06995654851198196,
0.06980030238628387,
-0.04488769918680191,
-0.011388012208044529,
0.0806921049952507,
0.03820871561765671,
0.011251506395637989,
0.03600918501615524,
0.07869862020015717,
-0.06817243993282318,
0.01050071232020855,
-0.012646131217479706,
0.012183007784187794,
0.04125241935253143,
0.0041931746527552605,
0.014162168838083744,
-0.004794578067958355,
0.006830601487308741,
-0.020519860088825226,
-0.02050936594605446,
-0.010707048699259758,
0.07999370992183685,
0.017048293724656105,
0.05025384575128555,
-0.020136987790465355,
-0.011519243940711021,
-0.04317266494035721,
0.030207455158233643,
-0.012706521898508072,
-0.026897428557276726,
-0.006826210767030716,
-0.03589552640914917,
0.01081096101552248,
0.00004316347622079775,
0.016665877774357796,
-0.02891918458044529,
-0.027185214683413506,
-0.03509154170751572,
0.0008039759704843163,
0.03883082792162895,
0.022868787869811058,
-0.04818757250905037,
0.01914459653198719,
0.015062269754707813,
-0.011238714680075645,
-0.010609110817313194,
0.04429074004292488,
-0.023656466975808144,
-0.04580779746174812,
-0.005572326481342316,
-0.011372333392500877,
0.07836814969778061,
-0.004076273646205664,
-0.04582533240318298,
0.03150326386094093,
-0.018351741135120392,
0.022157816216349602,
0.01499782782047987,
-0.038910236209630966,
0.03874310106039047,
-0.021382803097367287,
0.07330048829317093,
-0.0049043078906834126,
0.04318079352378845,
-0.009882892481982708,
-0.022152574732899666,
-0.0065815383568406105,
-0.008952867239713669,
0.05876624211668968,
0.04295522719621658,
-0.019203051924705505,
-0.0030541052110493183,
0.038923971354961395,
0.003778297221288085,
-0.05713529884815216,
0.06235544756054878,
0.02937563695013523,
0.004763299599289894,
0.04753062129020691,
-0.04603578522801399,
0.07660728693008423,
0.02371407486498356,
-0.04452689364552498,
0.008980575017631054,
-0.029561158269643784,
0.0035229583736509085,
0.0080411396920681,
-0.1055089607834816,
0.04980562627315521,
-0.02971029095351696,
-0.0637769028544426,
0.007533855736255646,
-0.06568799912929535,
-0.0671437606215477,
-0.02942001447081566,
-0.019039101898670197,
0.03824885934591293,
-0.014767710119485855,
-0.0002584249305073172,
0.049676429480314255,
0.019481539726257324,
-0.006580831948667765,
-0.05681098252534866,
-0.054104793816804886,
-0.042153581976890564,
-0.02027568407356739,
0.02300599031150341,
0.007197143975645304,
0.025408657267689705,
0.019206542521715164,
0.05298009514808655,
-0.0899524837732315,
0.029958482831716537,
-0.0010567907011136413,
0.044511351734399796,
-0.03662900626659393,
0.012458421289920807,
0.0038853103760629892,
0.012527166865766048,
0.005710521712899208,
0.003657716326415539,
0.018901843577623367,
0.03173122555017471,
-0.049007680267095566,
-0.07759549468755722,
0.047266170382499695,
-0.0015726328128948808,
-0.009364248253405094,
-0.04116087406873703,
0.07143724709749222,
0.0829734057188034,
-0.018587831407785416,
-0.012064912356436253,
0.03927025943994522,
0.012512884102761745,
-0.022062722593545914,
-0.009353998117148876,
0.004066355526447296,
-0.017698295414447784,
-0.00571120111271739,
-0.03641894459724426,
0.000935956253670156,
0.007366028148680925,
-0.02787463553249836,
0.04139337316155434,
0.011017266660928726,
-0.012939930893480778,
-0.008750434964895248,
0.0304707083851099,
-0.056606750935316086,
-0.020801711827516556,
-0.01370124239474535,
-0.008345172740519047,
0.0036167465150356293,
0.01647634245455265,
0.04650797322392464,
0.03393220156431198,
-0.006190853659063578,
0.05004106089472771,
0.001267296844162047,
0.008353843353688717,
-0.0071199871599674225,
0.006344642024487257,
0.00321612018160522,
-0.01854756660759449,
0.07836409658193588,
0.025553474202752113,
0.009341401979327202,
0.0020991892088204622,
0.006080885883420706,
-0.013668595813214779,
0.009681344032287598,
0.040417008101940155,
-0.05751776695251465,
-0.008634375408291817,
0.02628086879849434,
-0.02188440039753914,
-0.000831776880659163,
0.01103050448000431,
-0.015140736475586891,
0.016799261793494225,
0.013490903191268444,
-0.02605636790394783,
-0.04130201041698456,
-0.013835459016263485,
-0.028653891757130623,
-0.03079822286963463,
-0.02211623825132847,
0.017545241862535477,
-0.033869244158267975,
-0.05952415242791176,
-0.022217174991965294,
-0.00875591579824686,
-0.0010077515617012978,
-0.005652104038745165,
-0.07679151743650436,
0.02557905949652195,
0.0031983470544219017,
0.0378447026014328,
0.024423234164714813,
0.02021469734609127,
-0.11643391847610474,
-0.013656795024871826,
-0.010824578814208508,
-0.034895285964012146,
-0.05114619806408882,
0.014535291120409966,
0.0010641959961503744,
-0.03980227932333946,
0.024430159479379654,
-0.07072757929563522,
-0.0270425733178854,
-0.00891894195228815,
-0.027187518775463104,
-0.01178935170173645,
0.008055106736719608,
-0.005340611562132835,
0.007716149091720581,
0.0022175880149006844,
-0.013769612647593021,
0.04865588620305061,
-0.0246600192040205,
-0.024288641288876534,
-0.055381566286087036,
0.0006364902947098017,
-0.05100443959236145,
0.053342342376708984,
-0.07642905414104462,
0.01883545331656933,
-0.04483503848314285,
0.007780401036143303,
0.02612140215933323,
-0.03545372933149338,
-0.008642992004752159,
-0.0018778188386932015,
0.051644645631313324,
0.011606705375015736,
0.03487086296081543,
0.020355606451630592,
0.020702630281448364,
-0.06205400079488754,
-0.033034760504961014,
-0.0715077593922615,
0.04476508870720863,
0.0447574257850647,
-0.020922711119055748,
-0.040471579879522324,
-0.03877125307917595,
0.00991074088960886,
0.043018124997615814,
-0.026000121608376503,
-0.0003310471947770566,
0.01863802783191204,
0.049367427825927734,
-0.007818973623216152,
-0.02031470276415348,
0.020239247009158134,
-0.006003537680953741,
0.014381089247763157,
0.01909668743610382,
-0.008050741627812386,
0.05614094063639641,
0.07763104885816574,
0.06163693964481354,
-0.050845179706811905,
-0.004609751049429178,
-0.017366748303174973,
-0.026620415970683098,
-0.018264872953295708,
-0.0032785250805318356,
-0.015069134533405304,
0.02297646924853325,
-0.033334482461214066,
-0.015661297366023064,
-0.018693380057811737,
-0.013105282559990883,
-0.018159395083785057,
-0.05006944388151169,
0.030369706451892853,
0.03313104063272476,
0.0400085523724556,
-0.007958956062793732,
0.061285268515348434,
-0.08534684777259827,
-0.059850022196769714,
-0.014734690077602863,
0.004667270462960005,
-0.050075557082891464,
-0.01703580841422081,
0.021079961210489273,
0.022616682574152946,
-0.08851343393325806,
-0.03458581864833832,
-0.014665731228888035,
0.02813839167356491,
0.005394383799284697,
0.026006266474723816,
0.010468383319675922,
-0.014940137043595314,
0.06469982862472534,
-0.003052844200283289,
0.014946002513170242,
-0.04387792572379112,
0.04187716543674469,
-0.043390244245529175,
0.0009803023422136903,
0.01862163096666336,
-0.009702959097921848,
-0.0456097349524498,
0.0017921160906553268,
-0.04777263104915619,
-0.08867611736059189,
-0.036590326577425,
-0.005895157344639301,
-0.03371255844831467,
-0.05702551454305649,
-0.023691901937127113,
-0.009327765554189682,
0.026420393958687782,
0.06070775166153908,
0.03804260492324829,
0.015212787315249443,
0.011493093334138393,
0.04276859387755394,
0.04182308912277222,
0.004428540356457233,
-0.02421499788761139,
-0.027876123785972595,
0.025055915117263794,
-0.012946678325533867,
0.02246544510126114,
-0.042962800711393356,
-0.05958447977900505,
-0.032024867832660675,
0.021507810801267624,
-0.0651334822177887,
0.0650230124592781,
-0.001282056444324553,
0.071429543197155,
-0.021052030846476555,
-0.01221997570246458,
-0.022143833339214325,
-0.006232785992324352,
-0.03872714936733246,
-0.020531583577394485,
-0.001182894571684301,
0.03165953606367111,
0.00968471821397543,
-0.02799144573509693,
0.0008264189236797392,
0.00418502651154995,
0.012343384325504303,
0.023153657093644142,
0.019977770745754242,
-0.06267660111188889,
0.05312599614262581,
-0.008438026532530785,
0.03413035720586777,
0.0071564726531505585,
0.006490220315754414,
0.05347394198179245,
0.006852819584310055,
0.04600818455219269,
-0.02735372632741928,
-0.014862668700516224,
0.04135863855481148,
0.07196901738643646,
-0.0308374036103487,
-0.029030608013272285,
-0.03913428261876106,
-0.009709659032523632,
0.021289270371198654,
0.01067172922194004,
-0.06209132447838783,
-0.06565966457128525,
-0.00215977244079113,
0.0028570762369781733,
0.020687712356448174,
0.032175879925489426,
-0.010731720365583897,
0.005780177656561136,
0.02923901006579399,
0.04035572335124016,
0.03283899277448654,
-0.03132311627268791,
-0.09793144464492798,
-0.05513395741581917,
0.02851969562470913,
-0.029078815132379532,
-0.027652334421873093,
-0.044966138899326324,
0.04401499778032303
] |
<p>I have great difficulty in calculating $\mathrm{E}\left(T_{1} T_{2}^{-1}\right)$ where $T_{i}$ is a random variable distributed according to the <a href="https://en.wikipedia.org/wiki/Birnbaum%E2%80%93Saunders_distribution" rel="nofollow">Birnbaum-Saunders distribution</a>. Are there any suggestions on how to calculate the expression?</p>
|
g74010
|
[
-0.014540769159793854,
0.011328908614814281,
-0.027003321796655655,
-0.06335990875959396,
0.012718872167170048,
-0.033775463700294495,
0.048272307962179184,
0.009259355254471302,
0.00007492161239497364,
0.026010125875473022,
0.005975633859634399,
0.017428481951355934,
0.012822306714951992,
0.08200505375862122,
0.010907764546573162,
0.03669242933392525,
0.03800122067332268,
-0.007638769689947367,
0.021253161132335663,
-0.010503978468477726,
-0.10471493750810623,
-0.011884803883731365,
0.031608570367097855,
0.0045279026962816715,
0.07286842912435532,
0.0036623249761760235,
-0.04604877531528473,
0.06360591948032379,
-0.08649829030036926,
-0.03590591996908188,
-0.013948364183306694,
0.01962563954293728,
0.04605429992079735,
-0.04422904551029205,
0.042085327208042145,
0.05872252956032753,
0.05056208372116089,
0.02823220193386078,
-0.02913416363298893,
-0.016262158751487732,
-0.011352753266692162,
-0.010310587473213673,
0.007895413786172867,
-0.0077636027708649635,
-0.024401115253567696,
0.02053580991923809,
-0.04658101126551628,
0.06892427802085876,
0.00961356796324253,
-0.04466649889945984,
0.06176759675145149,
0.06665591895580292,
0.06111994758248329,
0.006581015419214964,
0.008189435116946697,
0.019614553079009056,
-0.024444585666060448,
-0.06507430970668793,
-0.025954488664865494,
0.06061915308237076,
-0.015245777554810047,
-0.026543153449892998,
-0.1075064092874527,
0.0069405618123710155,
0.031208187341690063,
0.0154957864433527,
0.026995670050382614,
0.04406357184052467,
-0.040280867367982864,
0.002525251591578126,
-0.023158974945545197,
-0.010610413737595081,
0.02513519488275051,
-0.0012686053523793817,
-0.06095529720187187,
-0.008170047774910927,
-0.003689329605549574,
0.029544195160269737,
0.022052286192774773,
-0.011698520742356777,
-0.03453915938735008,
0.039489053189754486,
0.0020737810991704464,
-0.06040557101368904,
0.021682366728782654,
-0.04513973742723465,
0.028880001977086067,
0.04215352237224579,
-0.013854882679879665,
0.030638208612799644,
0.005035819951444864,
0.046565186232328415,
0.02503088116645813,
0.010913165286183357,
0.039119377732276917,
-0.0191623754799366,
-0.07884525507688522,
0.009162730537354946,
-0.039973966777324677,
-0.037386614829301834,
0.001617994625121355,
0.06894970685243607,
-0.04505970701575279,
-0.029281215742230415,
-0.019730431959033012,
0.019264433532953262,
0.10210880637168884,
-0.009918466210365295,
-0.057979293167591095,
0.02013864554464817,
-0.029569122940301895,
-0.06782665103673935,
0.015934256836771965,
-0.04714212194085121,
0.03706404194235802,
-0.029940422624349594,
0.02274498902261257,
-0.059480663388967514,
0.04425401985645294,
0.0126385148614645,
0.021179253235459328,
-0.018291231244802475,
0.021664945408701897,
0.04225313290953636,
-0.006407208275049925,
0.007450798526406288,
-0.06375499814748764,
0.01509120687842369,
-0.01752903126180172,
-0.0071234991773962975,
0.035566575825214386,
-0.00841023400425911,
0.07685927301645279,
-0.002975035924464464,
0.02857012115418911,
0.03362564370036125,
-0.040173325687646866,
0.03477591276168823,
-0.007872847840189934,
-0.008441304787993431,
0.0077066137455403805,
-0.004535246174782515,
0.02253122441470623,
-0.00019055693701375276,
-0.047360192984342575,
0.02226119302213192,
0.022153345867991447,
-0.05819162353873253,
0.005581359378993511,
-0.011537847109138966,
-0.030682479962706566,
0.058850545436143875,
-0.032058700919151306,
0.006508647929877043,
-0.05967352166771889,
0.03866881504654884,
0.052823975682258606,
0.021656233817338943,
-0.046277571469545364,
0.0065268175676465034,
0.017643844708800316,
0.02637767232954502,
-0.029843682423233986,
0.025253253057599068,
-0.008055686950683594,
0.005959791596978903,
0.040230683982372284,
-0.006812869571149349,
-0.009064221754670143,
-0.06971883773803711,
0.020896287634968758,
-0.010806053876876831,
-0.021595245227217674,
-0.022784125059843063,
-0.027895895764231682,
0.04117054492235184,
-0.018612245097756386,
0.06615141034126282,
-0.02128557488322258,
0.054007336497306824,
-0.032760538160800934,
-0.030634846538305283,
0.03978336974978447,
-0.020973263308405876,
0.0058472347445786,
-0.1094835102558136,
0.021863870322704315,
0.0179439689964056,
-0.051055118441581726,
-0.032228656113147736,
0.03311964124441147,
0.05387073755264282,
0.025484560057520866,
0.005741872359067202,
-0.08655979484319687,
0.00954931415617466,
0.010119520127773285,
-0.04073202237486839,
0.030786508694291115,
0.01816306635737419,
-0.0012764550046995282,
-0.007091314997524023,
0.01741202548146248,
0.04200206324458122,
0.03428757190704346,
-0.016836702823638916,
-0.00787108764052391,
-0.04899872466921806,
-0.017178472131490707,
-0.01938861794769764,
-0.033523280173540115,
-0.09285929054021835,
-0.00192251056432724,
0.011360960081219673,
0.06072710454463959,
-0.01991642639040947,
-0.036256495863199234,
-0.033642642199993134,
-0.023953145369887352,
0.05495361238718033,
-0.06125187873840332,
-0.05004348233342171,
0.0410047322511673,
-0.016875144094228745,
0.03738075867295265,
0.0448697954416275,
0.03429552912712097,
-0.037892162799835205,
-0.008194034919142723,
0.005081838928163052,
0.012140115723013878,
0.04844213277101517,
-0.005678863264620304,
0.06802214682102203,
0.005997114349156618,
0.005627809092402458,
-0.05361739546060562,
-0.012149443849921227,
0.008860585279762745,
0.07848963886499405,
-0.05264577642083168,
-0.009276436641812325,
0.00029910067678429186,
0.05296154320240021,
0.0037689278833568096,
0.05668022483587265,
0.07540445774793625,
-0.028867630288004875,
0.02259603887796402,
-0.0010214427020400763,
-0.008872639387845993,
-0.0525917187333107,
0.011763261631131172,
-0.007906067185103893,
0.013404089957475662,
-0.019558368250727654,
-0.04282323643565178,
-0.024512028321623802,
0.06003057584166527,
0.023483501747250557,
-0.01945279724895954,
-0.057421889156103134,
0.04842867702245712,
0.015992233529686928,
-0.03378555551171303,
0.000052019659051438794,
-0.015621470287442207,
0.01963431015610695,
0.03892063349485397,
0.007034009788185358,
0.0220319963991642,
0.055095069110393524,
0.01371167041361332,
0.027921492233872414,
0.015717284753918648,
-0.06162533536553383,
-0.04789821058511734,
-0.011051706969738007,
-0.039521511644124985,
0.025530986487865448,
0.07698231190443039,
-0.006962333805859089,
0.044742945581674576,
0.042924411594867706,
0.026391716673970222,
-0.02090323157608509,
-0.006192303262650967,
0.02677338756620884,
0.013658746145665646,
-0.029491210356354713,
0.017513370141386986,
0.004643430933356285,
-0.0005956301465630531,
-0.016013802960515022,
0.027577277272939682,
-0.011869755573570728,
0.014906025491654873,
-0.04806036129593849,
0.018247440457344055,
0.0566648431122303,
-0.048594191670417786,
-0.03344806283712387,
-0.023635124787688255,
-0.02756614424288273,
-0.013709964230656624,
-0.0038333989214152098,
0.017864014953374863,
-0.04149743542075157,
0.02629067376255989,
0.003398495027795434,
-0.04424651339650154,
-0.000710865540895611,
0.047451555728912354,
-0.04960297793149948,
-0.06918925046920776,
0.026519469916820526,
-0.018597979098558426,
-0.03977023437619209,
0.06290198862552643,
-0.036319535225629807,
0.00035392597783356905,
-0.008723367005586624,
0.051503971219062805,
0.0007766574854031205,
0.049516309052705765,
0.02564295195043087,
-0.041699107736349106,
0.022656457498669624,
-0.005363766103982925,
-0.05096300318837166,
-0.03346067667007446,
0.002180597046390176,
0.03456975519657135,
-0.0374043844640255,
0.027146901935338974,
-0.0380624420940876,
0.0476493202149868,
0.03187822178006172,
0.03598427772521973,
0.04855475202202797,
-0.04596219211816788,
-0.008701897226274014,
-0.003645462216809392,
0.012976955622434616,
-0.02291099727153778,
-0.07389744371175766,
0.025471502915024757,
0.08175815641880035,
-0.01984478160738945,
0.03535359725356102,
0.011973926797509193,
-0.017033271491527557,
0.015335173346102238,
0.011625128798186779,
0.024824773892760277,
0.02894643507897854,
0.008982965722680092,
0.008801002986729145,
0.07045779377222061,
0.01731088198721409,
0.015167652629315853,
-0.0857849195599556,
-0.04927998408675194,
0.05774759501218796,
0.013107867911458015,
-0.035835232585668564,
0.02240283600986004,
0.003527020802721381,
-0.01731019839644432,
-0.012602955102920532,
-0.012867535464465618,
-0.0037903564516454935,
0.10760196298360825,
0.00027521344600245357,
-0.009323731996119022,
-0.05999857187271118,
-0.0508541539311409,
0.053926195949316025,
-0.010356878861784935,
-0.00010249576735077426,
-0.050562720745801926,
0.02824472263455391,
-0.026866018772125244,
0.0071745640598237514,
-0.011212884448468685,
-0.04269477725028992,
-0.011939317919313908,
-0.002516484819352627,
0.0159999318420887,
-0.056946173310279846,
0.007295272313058376,
-0.000744262826628983,
-0.024821514263749123,
0.03643058240413666,
0.006782549899071455,
-0.0035750011447817087,
-0.005364120006561279,
0.010271910578012466,
-0.03366469591856003,
-0.010362290777266026,
0.022461365908384323,
-0.017254358157515526,
0.043713416904211044,
-0.011100788600742817,
-0.02243928611278534,
0.03965216502547264,
0.050047196447849274,
0.006675854790955782,
-0.0002332939038751647,
0.011273114010691643,
0.0015284792752936482,
0.006804229225963354,
0.008769550360739231,
-0.028757505118846893,
0.05640854313969612,
-0.023839697241783142,
0.03646619990468025,
-0.037321217358112335,
-0.038058023899793625,
0.0055745565332472324,
0.0005023516132496297,
-0.07674195617437363,
0.044343046844005585,
-0.022247418761253357,
-0.06257655471563339,
0.02357576973736286,
0.057991571724414825,
0.03540310636162758,
0.01579522155225277,
-0.03283584490418434,
-0.06228192523121834,
0.10004621744155884,
-0.013381238095462322,
-0.002208177000284195,
-0.030813077464699745,
0.022509541362524033,
-0.019936107099056244,
0.02531212382018566,
0.03904271498322487,
-0.015866786241531372,
0.010845785960555077,
-0.04806854948401451,
-0.062586210668087,
0.003622859949246049,
-0.0008330221171490848,
0.032275550067424774,
0.027072353288531303,
-0.037973802536726,
0.0650503933429718,
-0.00895340833812952,
-0.005678478162735701,
0.011317125521600246,
-0.03665013983845711,
-0.02973923832178116,
0.07584965974092484,
0.023780781775712967,
-0.035330917686223984,
0.08263391256332397,
0.07712823897600174,
0.014966189861297607,
-0.014000965282320976,
-0.06124506890773773,
-0.015599142760038376,
-0.006450745277106762,
-0.0022802248131483793,
-0.03456854447722435,
-0.023475289344787598,
-0.00656242435798049,
0.05786732956767082,
-0.03946433216333389,
-0.02486870251595974,
-0.019157782196998596,
-0.015740420669317245,
-0.030193643644452095,
-0.026591317728161812,
0.029288824647665024,
-0.03946015611290932,
-0.04725620523095131,
-0.039885975420475006,
0.038686323910951614,
-0.051642000675201416,
-0.055847473442554474,
-0.04638800024986267,
-0.03691292181611061,
0.04129459708929062,
-0.007959454320371151,
0.0021150214597582817,
-0.03267774358391762,
0.054762039333581924,
-0.017548924311995506,
-0.0019242992857471108,
0.029397450387477875,
0.016276890411973,
0.04694228991866112,
0.009361036121845245,
-0.05610455572605133,
0.07190065830945969,
-0.044126611202955246,
0.0019539145287126303,
-0.01817557029426098,
-0.029297884553670883,
0.04048902913928032,
-0.026829829439520836,
0.04821742698550224,
0.04075365513563156,
0.01526352483779192,
-0.011659149080514908,
0.03138827532529831,
0.006099131889641285,
0.03718743473291397,
0.040888652205467224,
0.04303727671504021,
0.02359604835510254,
-0.021510448306798935,
-0.004929994698613882,
0.02254904806613922,
-0.02654937654733658,
-0.010349142365157604,
0.0012276482302695513,
-0.04042568802833557,
0.05770116299390793,
0.003536429489031434,
0.04004012793302536,
-0.04024292901158333,
-0.04824189469218254,
-0.07467281818389893,
-0.07717618346214294,
-0.05469131842255592,
-0.01790785603225231,
0.0022851640824228525,
-0.03277185559272766,
-0.040433309972286224,
0.004544798284769058,
0.017184341326355934,
0.08973924070596695,
0.02021944895386696,
0.027970220893621445,
-0.0028152409940958023,
-0.01423150859773159,
0.04013846814632416,
-0.003168924478814006,
0.01589319482445717,
-0.0023391940630972385,
-0.0031933060381561518,
-0.03288297727704048,
-0.028067531064152718,
-0.03238788992166519,
0.008628854528069496,
0.01717914268374443,
-0.03309550881385803,
0.02216479741036892,
-0.01192521769553423,
0.008962366729974747,
-0.046635136008262634,
0.014331250451505184,
0.0022657124791294336,
0.009802564047276974,
-0.026518316939473152,
-0.005905716214329004,
0.03142887353897095,
-0.030502300709486008,
-0.025911938399076462,
0.024278633296489716,
0.004727363586425781,
-0.06643585860729218,
-0.013483508490025997,
-0.05040452256798744,
-0.03825349360704422,
0.024200893938541412,
0.04917850345373154,
0.006729133427143097,
-0.02239355817437172,
0.0008498622919432819,
0.02889333851635456,
0.05750230327248573,
0.007035466376692057,
-0.013963334262371063,
-0.042092178016901016,
-0.040659815073013306,
0.01244364120066166,
-0.045271582901477814,
-0.003044422250241041,
0.02907080203294754,
0.012941139750182629,
-0.03951314836740494,
-0.008220230229198933,
-0.0033404973801225424,
-0.03894520550966263,
0.043789952993392944,
0.010217880830168724,
-0.00033826520666480064,
0.009998179972171783,
0.012220083735883236,
-0.013714364729821682,
-0.05970323458313942,
-0.0215767752379179,
0.024017956107854843,
0.019718758761882782,
0.004537275061011314,
-0.062437910586595535,
-0.033903829753398895,
0.005901717580854893,
0.063250832259655,
0.016316624358296394,
0.03315811604261398,
-0.02496900036931038,
-0.02824249677360058,
-0.005924303084611893,
0.007847081869840622,
0.013394752517342567,
-0.004600245971232653,
0.01738552935421467,
-0.006035966333001852,
-0.0030185463838279247,
-0.02890668250620365,
-0.040261637419462204,
-0.05491708964109421,
0.013449779711663723,
-0.024891605600714684,
0.0032196727115660906,
0.05888344347476959,
-0.04231781139969826,
-0.07864771038293839,
0.032435957342386246,
0.024807341396808624,
0.07040627300739288,
-0.05155586823821068,
-0.02940075658261776,
0.06852175295352936,
-0.005669447593390942,
0.06742560863494873,
-0.045060861855745316,
-0.0430806465446949,
0.02729429304599762,
0.009819542057812214,
-0.0061692544259130955,
-0.040241628885269165,
0.05315495654940605,
0.012449550442397594,
0.11571360379457474,
-0.050237249583005905,
0.05820595473051071,
0.049827929586172104,
-0.051816027611494064,
-0.0206809863448143,
0.02209985814988613,
0.02305608056485653,
0.07097072154283524,
-0.06181938946247101,
0.03659745678305626,
0.011061485856771469,
-0.021590031683444977,
-0.002714645117521286,
-0.006628572475165129,
0.016489267349243164,
-0.048911627382040024,
0.03368960693478584,
-0.055028531700372696,
-0.019002053886651993,
-0.006014970131218433,
-0.012797371484339237,
-0.0451836995780468,
-0.027401650324463844,
-0.04228585585951805,
-0.01949487440288067,
0.04873903840780258,
0.001044413074851036,
0.04382908716797829,
0.0053043183870613575,
-0.020622067153453827,
-0.03767441585659981,
-0.005764463450759649,
-0.021666353568434715,
-0.03104931302368641,
-0.02610381692647934,
0.022753002122044563,
0.03688529506325722,
0.006308805197477341,
-0.013232599943876266,
-0.02405913546681404,
-0.015106674283742905,
-0.02078607864677906,
-0.026247350499033928,
-0.049914244562387466,
-0.033865466713905334,
0.0029701057355850935,
0.030129553750157356,
-0.01430064532905817,
0.08109857887029648,
0.034195251762866974,
0.00317067326977849,
0.026551082730293274,
-0.03364524990320206,
0.007007472682744265,
0.005915388464927673,
0.02966436557471752,
0.011734806932508945,
0.05633200332522392,
0.0013296514516696334,
0.03640500828623772,
0.0643455982208252,
-0.015440075658261776,
-0.008557292632758617,
-0.02083938755095005,
-0.00048125218017958105,
-0.035033803433179855,
0.004413703456521034,
-0.05983802676200867,
0.02801631949841976,
-0.05670163780450821,
0.019154775887727737,
0.01397512387484312,
-0.03938635066151619,
-0.02250545844435692,
0.01659749448299408,
0.02130243554711342,
0.032410018146038055,
0.00197828421369195,
-0.02577165886759758,
-0.01870100386440754,
-0.024306463077664375,
-0.007315194699913263,
-0.0011981987627223134,
0.05759865418076515,
-0.06178527697920799,
-0.021255265921354294,
-0.026556512340903282,
-0.0021512280218303204,
0.05367652699351311,
0.027983710169792175,
-0.014343596063554287,
-0.006368539296090603,
0.03216755390167236,
0.042743150144815445,
-0.015109709464013577,
0.008719353936612606,
0.02478603646159172,
-0.03127498924732208,
0.005215620622038841,
0.0007621981203556061,
-0.004419065546244383,
0.016292328014969826,
0.022324541583657265,
-0.05408492311835289,
0.0051848930306732655,
-0.04329777881503105,
0.008621713146567345,
0.05835423618555069,
0.0923219844698906,
-0.01608707197010517,
-0.02843453176319599,
-0.021363092586398125,
-0.020690971985459328,
0.07273761928081512,
0.03811362013220787,
-0.042592767626047134,
0.0334104560315609,
-0.021343054249882698,
0.01958242431282997,
-0.005937541835010052,
-0.02417949214577675,
-0.030772456899285316,
-0.008128848858177662,
0.04088924080133438,
-0.022723475471138954,
-0.05687210336327553,
0.025509918108582497,
-0.015710096806287766
] |
<p>I read that there is a bias when we transform a series with a logarithm and then applying the inverse function, but only in forecasts of the mean values.</p>
<p>I don't understand what it means exactly. </p>
<p>In the book "Introductory Time Series with R", there is a section about this very issue:</p>
<blockquote>
<p>The bias in the means arises as a result of applying the inverse
transform to a residual series. For example, if the time series are
Gaussian white noise $w_{t}$, with mean zero and standard deviation σ,
then the distribution of the inverse-transform (the anti-log) of the
series is log-normal with mean $e^{σ ^{2}/2}$. This can be verified
theoretically, or empirically by simulation as in the code below:</p>
</blockquote>
<pre><code>set.seed(1)
sigma <- 1
w <- rnorm(1e+06, sd = sigma)
mean(w)
[1] 4.69e-05
> mean(exp(w))
[1] 1.65
> exp(sigma^2/2)
[1] 1.65
</code></pre>
<blockquote>
<p>The code above indicates that the mean of the anti-log of the Gaussian
white noise and the expected mean from a log-normal distribution are
equal. Hence, for a Gaussian white noise residual series, a correction
factor of $e^{σ^{2}/2}$ should be applied to the forecasts of means.</p>
</blockquote>
<p>In the same section, it says that an adjusted forecast {$x'_{t}$} with an empirical correction factor is:</p>
<p>$$\hat{x}'_{t} = e^{\hat{\log x_{t}}}\sum_{t=1}^{n}\frac{e^z_{t}}{n}$$</p>
<p>where $\hat{\log x_{t}}$ is the predicted series given by the log-regression model.</p>
<p>Does anyone know what this means? As far as I understand, when we apply a logarithm to a series and fit a (linear) model to the resulting values, we are doing the following:</p>
<p>$$\log x_{t} = \alpha t + \beta + z_{t}$$</p>
<p>where $z_{t}$ are the residues. So, I would think that the reverse transformation is given by:</p>
<p>$$x_{t} = e^{\alpha t + \beta} e^{z_{t}}$$ </p>
<p>However, what is the forecasting of means and how is it involved in this procedure? I'm guessing it's $\displaystyle \frac{e^z_{t}}{n}$ but I can't see a justification.</p>
<p><strong>UPDATE</strong>:</p>
<p>Suppose we use the model described above to predict some values $p_{t}$. Since we used a logarithmic transformation, to revert it, we have to do this for all new $t$:</p>
<p>$$\exp{p_{ŧ}}$$</p>
<p>However, the book says that in order to apply the correction to each new predicted value, we need to do this:</p>
<p>$$p_{\text{t}}^{\text{corrected}} = p_{t} \frac {1}{n}\sum_{t=1}^{n} e^{\hat z_t}$$</p>
<p>Why? I thought that the mean of the forecast is biased but not its individual values.</p>
|
g74011
|
[
-0.014706199988722801,
-0.03732930123806,
-0.005399817135185003,
-0.03850702568888664,
-0.0045671421103179455,
0.0039660013280808926,
0.03205259144306183,
0.040410157293081284,
-0.03905783221125603,
0.039456527680158615,
-0.06310909986495972,
0.11151687800884247,
0.0598800964653492,
-0.029246268793940544,
-0.0641367956995964,
0.04128675535321236,
0.07105531543493271,
0.07417847961187363,
0.0036366430576890707,
-0.01172531209886074,
0.020308898761868477,
0.012973739765584469,
-0.0227219145745039,
-0.008073966018855572,
-0.012072580866515636,
-0.027411064133048058,
0.005079946480691433,
0.02807077206671238,
0.023519957438111305,
0.01518808864057064,
0.030338311567902565,
-0.00453615328297019,
-0.019440757110714912,
-0.034066684544086456,
-0.013819378800690174,
0.009809261187911034,
0.005420304369181395,
0.013172611594200134,
0.04601634293794632,
0.007569822948426008,
0.04473400488495827,
0.03194117546081543,
0.07876099646091461,
0.04320887476205826,
-0.013385026715695858,
0.03187942877411842,
-0.01675899140536785,
0.04247693717479706,
0.01486893929541111,
0.014813821762800217,
-0.016821712255477905,
0.01442625280469656,
-0.000008647519280202687,
0.04990086704492569,
0.006085448432713747,
-0.002273665741086006,
0.028420744463801384,
0.02581101842224598,
0.013782089576125145,
0.00933865737169981,
0.019386468455195427,
-0.036457374691963196,
-0.013868659734725952,
-0.00714171351864934,
-0.01958055980503559,
0.01297423429787159,
-0.015345203690230846,
0.0209460761398077,
0.06393706798553467,
0.02329067513346672,
0.04885488748550415,
0.009543688036501408,
-0.02211850695312023,
0.017185276374220848,
-0.03138807788491249,
-0.015798302367329597,
0.062457919120788574,
-0.0034290910698473454,
-0.0037746846210211515,
0.054974909871816635,
-0.03806859254837036,
-0.05399777740240097,
-0.02854517288506031,
0.024368146434426308,
-0.013818355277180672,
-0.016885623335838318,
0.010551976040005684,
0.025279510766267776,
-0.003293819259852171,
0.02111693285405636,
-0.028450239449739456,
-0.03622865304350853,
0.03186732903122902,
0.04866205155849457,
-0.01619633659720421,
-0.01377427764236927,
-0.09517346322536469,
-0.019016489386558533,
0.00034963205689564347,
-0.01499788835644722,
0.02969045378267765,
0.053079746663570404,
0.013103132136166096,
-0.025176340714097023,
-0.0496019572019577,
0.0375165231525898,
0.054316893219947815,
-0.00029816353344358504,
-0.009372616186738014,
-0.041665080934762955,
-0.047627273947000504,
0.05985962972044945,
-0.0034916833974421024,
-0.025436170399188995,
-0.05406525731086731,
-0.015466022305190563,
0.020663954317569733,
0.004499400034546852,
-0.014929594472050667,
0.06162426248192787,
0.09026826918125153,
-0.006989075802266598,
-0.02581949159502983,
0.05102766305208206,
-0.04006057232618332,
-0.004881265107542276,
0.019044561311602592,
0.03584198281168938,
-0.005707331467419863,
-0.07065943628549576,
0.014988483861088753,
0.039245471358299255,
-0.006617218721657991,
0.019137604162096977,
0.05203559249639511,
-0.02651044726371765,
-0.010213857516646385,
0.022572943940758705,
0.00010783010657178238,
0.047421302646398544,
-0.005830028560012579,
0.015517751686275005,
0.03233148902654648,
-0.025679806247353554,
0.011675333604216576,
-0.014481568709015846,
-0.0215031486004591,
-0.0023752085398882627,
0.05670125409960747,
0.008927946910262108,
-0.03959019482135773,
0.004788567777723074,
-0.0426119826734066,
0.01937231793999672,
0.02257389761507511,
0.02742965891957283,
0.028706375509500504,
-0.00608860794454813,
-0.02200237102806568,
0.053673431277275085,
0.02718755416572094,
-0.013536147773265839,
0.024503521621227264,
0.04653097689151764,
-0.06362613290548325,
-0.0188923180103302,
0.001490436727181077,
-0.03988441824913025,
-0.009439106099307537,
-0.013440095819532871,
0.006126200780272484,
0.03487347066402435,
0.005068157333880663,
0.013826209120452404,
0.010241146199405193,
-0.021770436316728592,
0.0656585842370987,
0.02700076252222061,
-0.02853945642709732,
0.060776714235544205,
0.011265614069998264,
0.025786181911826134,
0.0011010990710929036,
-0.019325021654367447,
-0.04112893342971802,
-0.07631591707468033,
-0.0356474444270134,
0.021396152675151825,
-0.01761515624821186,
0.029566826298832893,
0.014366445131599903,
0.012218286283314228,
-0.04802539199590683,
0.006971963215619326,
-0.0056129987351596355,
-0.04529549181461334,
0.012637670151889324,
-0.07302557677030563,
-0.022974271327257156,
0.0045302328653633595,
0.01593652367591858,
-0.004463632591068745,
-0.007213599514216185,
0.005251687485724688,
0.016361065208911896,
0.0217406265437603,
0.01863645389676094,
-0.03450416028499603,
0.013508934527635574,
-0.02630203403532505,
-0.04928724467754364,
-0.02151721715927124,
0.0036626423243433237,
0.020177697762846947,
0.010263428092002869,
-0.02992391213774681,
0.021470244973897934,
0.026710225269198418,
-0.05838323011994362,
-0.06254861503839493,
-0.006750827189534903,
-0.009330732747912407,
-0.03883088007569313,
0.02872076816856861,
0.003637425135821104,
0.010175085626542568,
0.01767502725124359,
0.02811325527727604,
0.007920942269265652,
0.005078068934381008,
-0.08234061300754547,
-0.027543149888515472,
-0.028193410485982895,
-0.011850034818053246,
0.05492565408349037,
0.013471913523972034,
0.04932912066578865,
0.015692494809627533,
0.061254408210515976,
0.03715033829212189,
-0.013672711327672005,
-0.019499540328979492,
-0.07265188544988632,
0.024593723937869072,
-0.009751109406352043,
-0.011618170887231827,
0.060711126774549484,
-0.009487766772508621,
-0.019819512963294983,
0.011009903624653816,
0.012874641455709934,
0.10292360931634903,
-0.030236339196562767,
-0.018976714462041855,
0.034878745675086975,
-0.054779067635536194,
-0.02685798518359661,
0.005756726488471031,
0.024667469784617424,
0.037951789796352386,
-0.03837794438004494,
0.05188579484820366,
-0.01452805008739233,
0.020005514845252037,
-0.01800057664513588,
-0.009420935064554214,
-0.007731467951089144,
0.011776477098464966,
0.02656424045562744,
0.0010787809733301401,
-0.006161713507026434,
0.02793292887508869,
0.08076657354831696,
0.04323311150074005,
0.019751470535993576,
-0.010075399652123451,
0.003627116559073329,
-0.05610141530632973,
0.05447437986731529,
-0.0479903407394886,
-0.017199499532580376,
-0.0031013020779937506,
0.030554650351405144,
0.0317024402320385,
0.013538574799895287,
-0.03357701003551483,
0.07114794105291367,
-0.00937400572001934,
-0.0037595422472804785,
0.029972286894917488,
-0.03021724335849285,
-0.028974268585443497,
0.00845909770578146,
-0.03017895482480526,
0.022521428763866425,
0.019266348332166672,
0.05430106446146965,
-0.08586026728153229,
0.01897338591516018,
0.011026903986930847,
-0.0209969412535429,
0.006051693577319384,
-0.015607235953211784,
0.018187476322054863,
0.018413258716464043,
-0.03604213893413544,
-0.035405196249485016,
0.04620690271258354,
-0.06355287879705429,
0.01155274547636509,
-0.06571385264396667,
-0.004475411958992481,
-0.025520334020256996,
-0.021235603839159012,
-0.060029562562704086,
0.021204126998782158,
-0.02227373793721199,
-0.052399892359972,
0.0312601737678051,
-0.019881166517734528,
-0.025169657543301582,
-0.026571188122034073,
0.004908300004899502,
-0.012098195031285286,
-0.02948562055826187,
-0.04283091053366661,
-0.0212247334420681,
-0.033160917460918427,
-0.030390724539756775,
-0.024867989122867584,
0.0596490278840065,
0.051420096307992935,
0.005950434133410454,
-0.02984810061752796,
0.027219092473387718,
-0.07630553841590881,
-0.031803056597709656,
-0.0030286782421171665,
-0.017442287877202034,
0.01331548672169447,
-0.014347746036946774,
-0.003338797949254513,
-0.0231124609708786,
0.009963233955204487,
0.016150247305631638,
-0.01322106458246708,
-0.019403738901019096,
-0.009854703210294247,
0.01821139268577099,
0.013654868118464947,
-0.026688409969210625,
0.03360504284501076,
0.013152857311069965,
0.016150951385498047,
0.035124629735946655,
0.02833184041082859,
0.059424400329589844,
-0.0027099105063825846,
0.07470950484275818,
-0.04302053526043892,
0.03891821205615997,
-0.013143351301550865,
-0.053655341267585754,
0.032354243099689484,
-0.026750069111585617,
-0.02879561483860016,
0.00915030762553215,
-0.0006293000187724829,
-0.05964266136288643,
0.010262472555041313,
0.04228415712714195,
-0.021092550829052925,
0.055127885192632675,
0.031769540160894394,
-0.021150024607777596,
-0.018620401620864868,
0.02926187962293625,
0.09018848091363907,
-0.06682252138853073,
0.04841562733054161,
0.07678181678056717,
-0.05388126149773598,
-0.04980587214231491,
0.005692040082067251,
0.02107832580804825,
-0.03143582493066788,
0.05444750934839249,
-0.017697539180517197,
-0.015173242427408695,
-0.025089217349886894,
-0.045024771243333817,
0.04637926444411278,
0.00006841607682872564,
0.022989973425865173,
0.012118279933929443,
-0.031773824244737625,
0.016365068033337593,
0.07315415889024734,
-0.00861841905862093,
0.016794059425592422,
-0.034245483577251434,
-0.01844562031328678,
0.028755925595760345,
0.041377343237400055,
-0.009347483515739441,
-0.01695644110441208,
-0.00128287507686764,
-0.08975408971309662,
-0.007791169919073582,
-0.03023921698331833,
-0.040406372398138046,
0.03247500956058502,
-0.006491790059953928,
-0.10417243838310242,
0.041642896831035614,
0.0009232197189703584,
0.05507274717092514,
-0.011487738229334354,
-0.03955855593085289,
-0.022746099159121513,
0.011171900667250156,
-0.009438871406018734,
-0.02754713036119938,
-0.04289866238832474,
-0.011189696379005909,
0.03546930104494095,
0.06048048287630081,
-0.04830469936132431,
0.0384841226041317,
-0.03068702481687069,
0.04542359709739685,
-0.01590002328157425,
-0.042974360287189484,
0.03550845384597778,
0.01334665808826685,
0.04126704856753349,
0.05537056922912598,
0.049622297286987305,
-0.00865217112004757,
-0.02087056264281273,
0.0008642603061161935,
-0.07242092490196228,
-0.07785211503505707,
-0.040795329958200455,
-0.052989352494478226,
-0.009394621476531029,
-0.02617984637618065,
-0.01175271812826395,
0.038085293024778366,
0.029405729845166206,
-0.017172779887914658,
0.04403132200241089,
0.02358664572238922,
-0.020688466727733612,
0.08215101063251495,
-0.0017009566072374582,
0.06092933192849159,
0.04613245651125908,
-0.060536790639162064,
-0.014357082545757294,
-0.03846587985754013,
-0.04468688368797302,
0.006685455329716206,
0.025349602103233337,
-0.05020222067832947,
0.02080756612122059,
-0.08683404326438904,
0.007094972766935825,
0.04695594683289528,
0.0383131243288517,
-0.02075188048183918,
0.0035258110146969557,
0.016651250422000885,
0.011568616144359112,
-0.04046463593840599,
0.059152666479349136,
0.022083191201090813,
-0.027598610147833824,
0.07046099752187729,
0.025428375229239464,
0.0030047285836189985,
-0.004311333876103163,
0.0028302983846515417,
-0.00021190290863160044,
-0.05533389002084732,
0.005874193739145994,
0.020370397716760635,
-0.05142439901828766,
0.035605140030384064,
-0.020188214257359505,
-0.027502592653036118,
0.05424093082547188,
0.06799355894327164,
-0.03606292977929115,
-0.07804373651742935,
0.01251179352402687,
-0.022171204909682274,
0.018582414835691452,
0.0015819643158465624,
0.008222747594118118,
-0.04075131192803383,
0.05033939704298973,
-0.023296738043427467,
-0.010467075742781162,
0.04392081871628761,
0.03886728733778,
0.01618831790983677,
0.016125233843922615,
0.036647070199251175,
0.017972515895962715,
0.015300924889743328,
-0.03975050896406174,
0.037091922014951706,
-0.014499383047223091,
-0.003007584949955344,
-0.01941671594977379,
-0.031243465840816498,
-0.0078093926422297955,
-0.04009154811501503,
-0.05213511362671852,
-0.0512932650744915,
-0.0029031895101070404,
0.04361290857195854,
-0.037441276013851166,
-0.06882760673761368,
-0.08265575021505356,
-0.02232815884053707,
-0.059374306350946426,
0.004046060144901276,
-0.017872372642159462,
-0.057086117565631866,
0.056031759828329086,
0.006222895346581936,
-0.01652366854250431,
-0.030400412157177925,
-0.01475184503942728,
0.0025163854006677866,
0.012860160320997238,
-0.00822893064469099,
-0.00743984617292881,
-0.0017116802046075463,
0.03407738357782364,
0.027913987636566162,
0.014528898522257805,
-0.05872361734509468,
-0.024814091622829437,
0.04668192192912102,
0.017896488308906555,
0.006712161470204592,
-0.014919856563210487,
0.023166580125689507,
-0.026510190218687057,
-0.07490556687116623,
-0.03981585428118706,
0.02506737783551216,
0.008619689382612705,
0.03193908557295799,
-0.07511267811059952,
0.02266458049416542,
-0.04515362158417702,
-0.02497527189552784,
0.002414348069578409,
-0.024604955688118935,
-0.0028783418238162994,
0.03993380442261696,
0.008903543464839458,
0.04313525930047035,
0.007635133806616068,
0.011708411388099194,
0.04970140755176544,
0.07389310747385025,
-0.04481106251478195,
0.003040238516405225,
0.025310512632131577,
-0.02321333810687065,
-0.0018521599704399705,
0.010805496014654636,
-0.020489225164055824,
-0.010055089369416237,
-0.03213841840624809,
-0.06910045444965363,
-0.06939546763896942,
0.01671849749982357,
0.019750485196709633,
0.0037940016482025385,
-0.009905185550451279,
-0.052103761583566666,
-0.005642210133373737,
0.06041460484266281,
0.005520682316273451,
-0.05932808667421341,
0.021067971363663673,
0.020168935880064964,
-0.00805262103676796,
0.04488592594861984,
0.011320379562675953,
0.013393579050898552,
0.010896464809775352,
0.03212006390094757,
-0.09530247747898102,
-0.04129195585846901,
-0.018423084169626236,
0.04791123420000076,
-0.04346539452672005,
0.0016218252712860703,
-0.01801581308245659,
0.0014164202148094773,
0.02113473415374756,
0.047616418451070786,
0.02705824375152588,
0.003288248088210821,
-0.009302549995481968,
0.05861048772931099,
0.04036182165145874,
0.011176908388733864,
-0.016719011589884758,
-0.05246517062187195,
0.03508566692471504,
-0.051032282412052155,
-0.03337275609374046,
0.05255156755447388,
0.008136547170579433,
0.036629773676395416,
-0.03209087997674942,
0.030045054852962494,
0.043063826858997345,
0.056063976138830185,
0.006347302813082933,
0.03300117701292038,
0.007827876135706902,
-0.07617300748825073,
0.028776584193110466,
-0.07179449498653412,
0.017788995057344437,
-0.054949890822172165,
0.02512495033442974,
-0.055166516453027725,
0.058548398315906525,
0.03919612616300583,
0.0006742508849129081,
-0.019732750952243805,
0.040887970477342606,
-0.05710471794009209,
0.0008957808604463935,
-0.11515434086322784,
0.026176638901233673,
-0.00985774490982294,
-0.024337708950042725,
-0.05394039303064346,
0.02661205269396305,
0.020345984026789665,
0.06319018453359604,
0.032324325293302536,
-0.0844423770904541,
0.056477416306734085,
0.038083575665950775,
0.03389373794198036,
0.09247178584337234,
0.05217733606696129,
-0.031118270009756088,
-0.027227584272623062,
-0.022318238392472267,
-0.025016585364937782,
0.04006439447402954,
0.033789947628974915,
0.0345953069627285,
0.002847290365025401,
-0.05872155725955963,
0.011796572245657444,
-0.0511847548186779,
0.020908676087856293,
-0.008491827175021172,
0.03618562966585159,
0.005588112398982048,
0.05936190485954285,
0.007886500097811222,
-0.0000745785073377192,
0.0037058040034025908,
-0.0829354003071785,
0.01592671498656273,
-0.012456663884222507,
0.02573302760720253,
0.04791282117366791,
-0.02533380687236786,
-0.027430012822151184,
0.012375138700008392,
0.015071225352585316,
0.0028295291122049093,
-0.033370740711688995,
-0.017068171873688698,
-0.025277044624090195,
0.024393822997808456,
-0.0025969347916543484,
-0.026332179084420204,
-0.013862919993698597,
0.01649523340165615,
-0.041256099939346313,
0.01881166733801365,
-0.049545977264642715,
-0.009784677065908909,
0.06876139342784882,
-0.005636188201606274,
-0.020373184233903885,
-0.025193259119987488,
0.08070589601993561,
-0.041776686906814575,
0.013293666765093803,
0.008373373188078403,
-0.021568534895777702,
-0.07037843018770218,
-0.07173699140548706,
-0.010653328150510788,
-0.010757047683000565,
-0.0013800193555653095,
0.053131986409425735,
-0.0032973166089504957,
0.04643096402287483,
-0.029936835169792175,
-0.05551351606845856,
-0.011875152587890625,
-0.02279619313776493,
0.023869970813393593,
-0.04403221979737282,
0.027973651885986328,
-0.02472667023539543,
-0.012530690059065819,
0.020897263661026955,
0.01546046044677496,
0.008068171329796314,
0.06128832697868347,
0.0014397540362551808,
-0.017853636294603348,
-0.061388950794935226,
0.004596961662173271,
0.018082762137055397,
-0.014091822318732738,
0.020111389458179474,
-0.009801477193832397,
-0.007234467659145594,
0.02941792458295822,
-0.04968396574258804,
0.03106044791638851,
0.05917930603027344,
0.014110204763710499,
0.0032059280201792717,
-0.012743399478495121,
0.0027571041136980057,
0.02343282848596573,
-0.06054941937327385,
-0.04887877032160759,
0.013616167940199375,
0.051034048199653625,
-0.014781349338591099,
0.015003402717411518,
-0.004537216387689114,
-0.026364319026470184,
-0.0502229668200016,
-0.05182097107172012,
0.053326964378356934,
-0.027954839169979095,
-0.021641965955495834,
-0.08040274679660797,
-0.055124424397945404,
0.03191251680254936,
0.03363097831606865,
-0.013222106732428074,
0.021954571828246117,
0.007821813225746155
] |
<p>I have collected data where respondents provide on of the following responses</p>
<pre><code>1. non interested to be involved
2. only get information on the topic but not participating
3. consulting on the topic
4. taking responsibility
</code></pre>
<p>for each each of the following four topics</p>
<pre><code>1. setting priorities
2. raising revenues
3. distributing funds
4. monitoring
</code></pre>
<p>I would like to test if the topic influences the preferred way for participation. </p>
<p><strong>Can you use Friedman's test to examine whether responses differ across topics?</strong></p>
|
g74012
|
[
-0.02337890863418579,
0.05884385108947754,
0.014789896085858345,
-0.010484030470252037,
0.06852664798498154,
0.022011663764715195,
0.04935354366898537,
-0.01579064130783081,
0.016018304973840714,
-0.04456710070371628,
0.0035902573727071285,
-0.04814817011356354,
-0.009120532311499119,
0.06809204071760178,
-0.0365930013358593,
-0.009198559448122978,
0.02342432737350464,
-0.03411171957850456,
-0.010288136079907417,
0.05209170654416084,
-0.019574960693717003,
0.02774330973625183,
0.06539662927389145,
-0.0374595932662487,
-0.06766457110643387,
-0.05242900177836418,
-0.028200291097164154,
0.018745174631476402,
-0.034565337002277374,
-0.001962582813575864,
-0.04581170156598091,
0.018449921160936356,
0.03705592826008797,
-0.04014814272522926,
-0.07141685485839844,
-0.03508700057864189,
0.055434416979551315,
0.05745929852128029,
-0.01567239686846733,
-0.039698436856269836,
-0.06259921193122864,
0.009714202955365181,
-0.006057343445718288,
0.024389032274484634,
0.0006252509192563593,
-0.040216974914073944,
0.012125946581363678,
-0.018772298470139503,
0.032407015562057495,
-0.05941088870167732,
0.01619422808289528,
0.023565538227558136,
0.014028376899659634,
0.00400709779933095,
0.023308690637350082,
-0.0029796070884913206,
-0.09413732588291168,
0.04130606725811958,
0.026587391272187233,
0.019391262903809547,
0.030500108376145363,
-0.00879871379584074,
0.0551084503531456,
-0.007091515231877565,
0.001376867527142167,
-0.0014250017702579498,
-0.0033225063234567642,
-0.006631714291870594,
-0.02145574241876602,
-0.0325610414147377,
-0.04386681690812111,
0.0028434062842279673,
0.02217133156955242,
-0.015963753685355186,
0.010043815709650517,
-0.025834377855062485,
-0.02878090739250183,
-0.03841214254498482,
0.03794970363378525,
0.00819985568523407,
0.005622305907309055,
-0.059521086513996124,
-0.005674396175891161,
0.04619941487908363,
0.04370129853487015,
-0.01020307932049036,
0.02510879375040531,
-0.07588062435388565,
0.04303044453263283,
0.029460391029715538,
0.03387047350406647,
0.025010114535689354,
0.036822609603405,
0.05319678783416748,
-0.0038417400792241096,
0.0403626523911953,
-0.024901257827878,
-0.0635213628411293,
0.028612278401851654,
0.0036566166672855616,
-0.04948527365922928,
-0.035769086331129074,
-0.0068939668126404285,
0.03738495707511902,
0.006405435036867857,
-0.009320107288658619,
0.03299805521965027,
-0.059200286865234375,
-0.03818049654364586,
-0.022387275472283363,
-0.03662954643368721,
-0.03492087125778198,
-0.037042587995529175,
-0.01941496878862381,
-0.04182653874158859,
0.00887746550142765,
0.05330708250403404,
-0.017270034179091454,
-0.04376833885908127,
0.0066362773068249226,
-0.04250767081975937,
-0.04472066089510918,
0.04085664823651314,
0.031031787395477295,
-0.07406006008386612,
0.013181701302528381,
-0.010083505883812904,
0.029399212449789047,
0.03827906399965286,
0.03422686457633972,
0.03254341706633568,
0.01612943224608898,
-0.020738612860441208,
-0.0016050320118665695,
-0.010694760829210281,
-0.0005263175116851926,
-0.06005696952342987,
0.01940944418311119,
0.0002827192365657538,
-0.01781095750629902,
0.01535437535494566,
-0.0026667872443795204,
-0.015693768858909607,
-0.01953001879155636,
0.030991099774837494,
-0.020960094407200813,
-0.001187711488455534,
0.024059800431132317,
0.04623051732778549,
-0.00954818818718195,
0.0043496666476130486,
0.01855253241956234,
-0.015231778845191002,
0.025750190019607544,
0.05667508766055107,
-0.040355946868658066,
-0.03236578777432442,
-0.039403285831213,
-0.008200355805456638,
0.02680189535021782,
-0.02086310274899006,
-0.0016510962741449475,
0.02237537130713463,
-0.014205114915966988,
0.023398978635668755,
0.06158140301704407,
0.006885050795972347,
0.03268100321292877,
0.07213946431875229,
0.002141880802810192,
0.0010062885703518987,
-0.04725709930062294,
-0.012701306492090225,
0.013677893206477165,
0.07764413952827454,
0.008121405728161335,
0.05095069110393524,
0.05566703900694847,
0.0713549330830574,
0.06240401044487953,
-0.005886645521968603,
0.04170837253332138,
-0.015337681397795677,
-0.02095159702003002,
-0.011022315360605717,
-0.016068018972873688,
0.023433620110154152,
0.022409668192267418,
-0.03230595961213112,
-0.020829925313591957,
-0.10412072390317917,
-0.005929890088737011,
-0.0426076240837574,
-0.03352874144911766,
0.0016926196403801441,
-0.06090891361236572,
-0.005005892366170883,
0.04972291737794876,
-0.047992728650569916,
0.012193124741315842,
0.026111291721463203,
0.020869143307209015,
-0.010786163620650768,
0.02480616234242916,
-0.0320575013756752,
0.03593915328383446,
-0.03555449843406677,
-0.03774666041135788,
0.014410600066184998,
-0.07841242849826813,
0.04382260888814926,
-0.015285607427358627,
-0.021215729415416718,
0.01594633422791958,
-0.011945958249270916,
0.051631055772304535,
-0.011642509140074253,
0.04366288334131241,
-0.00043670111335814,
0.0787702202796936,
-0.03327019512653351,
0.021152231842279434,
-0.027976106852293015,
-0.030649079009890556,
0.008100380189716816,
-0.02987252175807953,
0.015001918189227581,
-0.01781843602657318,
-0.0472627617418766,
0.027495067566633224,
-0.021764447912573814,
-0.07157595455646515,
-0.02470381371676922,
-0.002652267925441265,
-0.005560595076531172,
0.005551891401410103,
-0.012474275194108486,
-0.0060617090202867985,
0.04519772529602051,
0.000560764514375478,
-0.03516477346420288,
-0.031326089054346085,
0.022338446229696274,
0.08862658590078354,
0.08067763596773148,
-0.014555836096405983,
0.042137324810028076,
0.025769030675292015,
0.0036997522693127394,
-0.007310925051569939,
-0.014289566315710545,
0.02261452004313469,
0.004612437449395657,
0.0028778512496501207,
0.026917219161987305,
-0.0029874572064727545,
0.02391868270933628,
-0.02843797765672207,
0.025046616792678833,
0.03314453735947609,
0.0544486902654171,
-0.026915494352579117,
0.04806024953722954,
0.016299623996019363,
-0.05275003984570503,
0.0021618979517370462,
-0.03198345750570297,
-0.0352790430188179,
-0.004887170623987913,
0.005625000689178705,
0.00802652444690466,
0.021205663681030273,
-0.028242869302630424,
0.06634917110204697,
-0.019608184695243835,
0.004464858677238226,
0.00799872912466526,
-0.015043978579342365,
0.020217085257172585,
-0.001385470270179212,
0.032762691378593445,
-0.06374543905258179,
-0.014964570291340351,
0.07237386703491211,
0.012801993638277054,
0.03816477581858635,
0.017055939882993698,
0.05471346899867058,
-0.07301340997219086,
-0.006839691195636988,
0.05369783192873001,
-0.004638453479856253,
-0.015101714059710503,
0.022692140191793442,
0.03672927990555763,
0.004734226502478123,
0.01711527444422245,
-0.037377066910266876,
0.033669061958789825,
-0.00590917095541954,
-0.05863914266228676,
0.023588743060827255,
0.0010237251408398151,
0.024405255913734436,
0.03888977691531181,
-0.04104498773813248,
0.030972084030508995,
-0.030423583462834358,
0.005205592140555382,
0.044463519006967545,
0.003181214677169919,
0.034098390489816666,
-0.05036124214529991,
-0.04048841446638107,
-0.04192138463258743,
0.03446359559893608,
0.038625702261924744,
0.035063859075307846,
0.0050688330084085464,
0.013998218812048435,
0.01618965156376362,
0.06320656836032867,
-0.0032644704915583134,
0.023356439545750618,
-0.04737498611211777,
0.05913276970386505,
0.038229700177907944,
0.04620010405778885,
-0.005085680168122053,
-0.03379986062645912,
-0.008479763753712177,
-0.03386984020471573,
0.00373853649944067,
-0.0949723944067955,
0.032321345061063766,
-0.06262364983558655,
0.04049479216337204,
-0.0022392107639461756,
0.016687268391251564,
0.039466049522161484,
0.03805912658572197,
-0.05401381477713585,
0.014949868433177471,
-0.03633023798465729,
-0.09392993152141571,
-0.01804439350962639,
0.06239664554595947,
0.05591404438018799,
0.02950025349855423,
-0.003308437066152692,
0.02315026894211769,
0.010062960907816887,
-0.008078809827566147,
-0.01974773034453392,
0.0858486220240593,
-0.03210141509771347,
0.07284510135650635,
0.052217260003089905,
-0.06595342606306076,
0.029514210298657417,
0.0030590847600251436,
-0.03444895148277283,
-0.03779982775449753,
-0.003688592230901122,
0.003701870096847415,
0.05246865749359131,
0.03469780087471008,
0.002203620271757245,
-0.03739019110798836,
0.05591532960534096,
-0.007376894820481539,
0.025590144097805023,
0.017762254923582077,
0.0308470968157053,
0.03883841261267662,
-0.009004082530736923,
0.027649778872728348,
-0.01045034360140562,
0.04592205956578255,
-0.004262725356966257,
0.0055046989582479,
0.010181304067373276,
-0.04504452273249626,
-0.04493433237075806,
0.011389105580747128,
0.016654478386044502,
0.008567780256271362,
-0.002445463789626956,
-0.0024304287508130074,
0.031997621059417725,
-0.026054974645376205,
-0.008055203594267368,
-0.02779305726289749,
0.025163322687149048,
0.04412469640374184,
0.0022233370691537857,
-0.006017404142767191,
0.0171605683863163,
0.11666887998580933,
0.05565997213125229,
0.049320999532938004,
-0.011858399957418442,
0.005544312298297882,
0.011916525661945343,
0.012461015023291111,
-0.017887262627482414,
-0.013007760047912598,
-0.10509870201349258,
-0.07822057604789734,
-0.0027870810590684414,
0.0372009202837944,
-0.07220514863729477,
-0.09615609794855118,
0.010266189463436604,
0.004349990282207727,
-0.07821478694677353,
-0.010008729062974453,
0.026686161756515503,
-0.04273427277803421,
-0.012753763236105442,
0.03348078206181526,
0.010786253958940506,
-0.02114611119031906,
-0.01546401809900999,
0.03658808022737503,
-0.023041853681206703,
-0.00065367337083444,
-0.007898351177573204,
0.042665425688028336,
0.038104843348264694,
0.003717186162248254,
0.06882453709840775,
-0.013528475537896156,
-0.01509048417210579,
-0.02926146239042282,
-0.036446258425712585,
0.000055513697589049116,
-0.025968216359615326,
0.006033649668097496,
-0.01536676473915577,
-0.010367034003138542,
0.025636177510023117,
-0.09588325023651123,
-0.04927658289670944,
-0.02532767318189144,
0.0345553494989872,
-0.06134476885199547,
0.07924263179302216,
0.020948436111211777,
0.034932058304548264,
-0.049977920949459076,
0.023109758272767067,
0.004098058678209782,
-0.01360753271728754,
-0.0426216758787632,
-0.00417903158813715,
0.0466296523809433,
-0.00633044121786952,
-0.015335758216679096,
0.02261519245803356,
0.01954186148941517,
-0.05384889990091324,
0.029163584113121033,
-0.032736536115407944,
-0.012437610886991024,
0.0091529106721282,
0.02291211485862732,
0.002685890533030033,
0.013796251267194748,
-0.03402834013104439,
0.029248835518956184,
-0.01449599489569664,
0.05698397755622864,
-0.0028719885740429163,
-0.020556198433041573,
0.02257251739501953,
0.046067014336586,
-0.024824094027280807,
0.06292597949504852,
-0.02104666456580162,
-0.018547819927334785,
0.023739049211144447,
0.05685146525502205,
0.010599574074149132,
0.013792906887829304,
-0.016659969463944435,
0.015635184943675995,
-0.023938972502946854,
-0.0029691706877201796,
-0.05830491706728935,
0.004743665922433138,
-0.02042730338871479,
-0.00037830290966667235,
-0.04845447838306427,
-0.050253305584192276,
0.01955038495361805,
0.05079871043562889,
-0.03166842833161354,
0.049401137977838516,
-0.02286052331328392,
0.0003422533336561173,
0.00012280067312531173,
-0.015770375728607178,
-0.007268617395311594,
-0.015644704923033714,
-0.03239400312304497,
0.06279733777046204,
-0.045506127178668976,
0.008167235180735588,
0.04737169295549393,
-0.026920313015580177,
0.025339918211102486,
0.0041217561811208725,
-0.0101180300116539,
-0.05191965028643608,
0.02856404148042202,
0.013270697556436062,
-0.00898693036288023,
-0.05751146748661995,
0.020255347713828087,
-0.0031281840056180954,
0.002970669651404023,
-0.008634073659777641,
0.011638319119811058,
0.024926671758294106,
-0.023576263338327408,
0.0007801215397194028,
-0.011663712561130524,
0.09568554162979126,
-0.06772124767303467,
-0.03197117894887924,
0.07020755857229233,
0.04155409708619118,
0.05046721547842026,
0.023683708161115646,
-0.04585352540016174,
0.007500411942601204,
-0.012094980105757713,
0.0168545451015234,
-0.07410893589258194,
-0.005684547126293182,
0.025608239695429802,
0.07462585717439651,
-0.009359055198729038,
0.0008936507510952652,
-0.04329848289489746,
0.048241376876831055,
-0.032970130443573,
-0.03207838535308838,
-0.02028992772102356,
-0.0012319039087742567,
-0.015619922429323196,
-0.01109868474304676,
-0.001469898852519691,
-0.041335757821798325,
0.0080273961648345,
-0.006651649717241526,
0.012381089851260185,
0.04312095791101456,
-0.04152403399348259,
0.009838994592428207,
-0.021652694791555405,
0.014252903871238232,
0.07002042233943939,
0.016083234921097755,
-0.0030644007492810488,
-0.03470133617520332,
-0.05353127792477608,
-0.02831401489675045,
0.03641078993678093,
-0.049993257969617844,
-0.005639536306262016,
0.008847731165587902,
-0.020563697442412376,
0.019211284816265106,
0.021656915545463562,
-0.08061584085226059,
0.0034777384717017412,
-0.008217633701860905,
0.026381053030490875,
0.024474577978253365,
-0.00418125931173563,
-0.01961003802716732,
0.021387791261076927,
0.06110001727938652,
0.026841409504413605,
0.028433868661522865,
0.04833189398050308,
-0.09065920114517212,
0.018795447424054146,
-0.05131635069847107,
-0.027989540249109268,
0.01313372328877449,
-0.002379937097430229,
-0.008918525651097298,
0.024862082675099373,
-0.0006029375945217907,
0.03380284085869789,
0.028464961796998978,
0.019729822874069214,
-0.04024888947606087,
-0.022757597267627716,
0.07118240743875504,
-0.03562160208821297,
-0.01742289774119854,
0.054732803255319595,
0.054079096764326096,
0.04341728985309601,
-0.04164117947220802,
-0.0296770129352808,
-0.04801216721534729,
0.03479655459523201,
0.09064628183841705,
-0.017670001834630966,
0.0029071723110973835,
-0.027202416211366653,
-0.03195835277438164,
-0.06160598248243332,
0.042031094431877136,
-0.003486255882307887,
0.003193553304299712,
0.033568136394023895,
0.04642258584499359,
-0.029567280784249306,
0.034018635749816895,
0.04165847599506378,
-0.06785818189382553,
-0.013340144418179989,
-0.0015380526892840862,
0.07089463621377945,
0.02963373437523842,
0.06639879941940308,
0.02337604947388172,
-0.01103122252970934,
-0.06431296467781067,
0.033205416053533554,
0.01325973030179739,
0.009617671370506287,
-0.06573224812746048,
-0.0486847423017025,
0.013438651338219643,
-0.03717098385095596,
0.02526741661131382,
0.018875397741794586,
0.05196061357855797,
-0.001992331352084875,
0.03239578753709793,
0.02872038260102272,
0.04411749169230461,
0.005484745837748051,
0.006205752957612276,
0.018040232360363007,
-0.011715667322278023,
-0.09366665780544281,
0.016363607719540596,
0.03766793757677078,
0.051592424511909485,
-0.016079818829894066,
0.02046089805662632,
-0.042025040835142136,
-0.04194353148341179,
-0.0409664548933506,
-0.05637818202376366,
0.06912146508693695,
-0.03627258539199829,
0.05833139270544052,
0.0009775517974048853,
0.013269306160509586,
-0.03444228321313858,
0.015413455665111542,
0.007635973393917084,
0.0031714849174022675,
-0.03507133945822716,
-0.0029168890323489904,
0.001383837079629302,
-0.034142181277275085,
0.00977549608796835,
-0.0056304410099983215,
-0.016383111476898193,
0.03903057798743248,
0.004982843063771725,
-0.029588608071208,
-0.022149084135890007,
-0.0894453376531601,
-0.045458678156137466,
-0.026078781113028526,
-0.03967592120170593,
-0.06665360182523727,
-0.003399124601855874,
-0.012364125810563564,
-0.06292267888784409,
0.00043825386092066765,
-0.0005801725201308727,
0.0021333612967282534,
-0.02467818558216095,
-0.019143816083669662,
-0.017473338171839714,
0.004165716469287872,
-0.013463875278830528,
0.02849738299846649,
-0.01931600272655487,
0.06074819713830948,
0.04514927789568901,
-0.04251934960484505,
0.03810333088040352,
-0.04845600575208664,
-0.015578349120914936,
-0.030987439677119255,
-0.08091863244771957,
-0.04400128498673439,
-0.0034667279105633497,
0.016135571524500847,
-0.03393099829554558,
0.008263416588306427,
-0.013836185447871685,
-0.027864087373018265,
-0.014239663258194923,
-0.04096435382962227,
-0.026143619790673256,
-0.010251530446112156,
0.04116195812821388,
-0.013097365386784077,
-0.054878730326890945,
0.04717268422245979,
-0.02781175635755062,
-0.08214735984802246,
-0.022045381367206573,
-0.004087245091795921,
-0.017826560884714127,
0.02944161370396614,
-0.05053837597370148,
0.004025723785161972,
-0.014296687208116055,
0.06513442099094391,
0.031102824956178665,
-0.029202133417129517,
0.0059075187891721725,
0.009469680488109589,
0.0017019171500578523,
0.01909746788442135,
0.017628220841288567,
0.017749778926372528,
0.006186948157846928,
0.0961371436715126,
-0.046186238527297974,
0.0024275039322674274,
-0.01380528137087822,
-0.01662781834602356,
0.040273282676935196,
-0.005481693893671036,
-0.023408425971865654,
-0.012697613798081875,
-0.05648147687315941,
0.007623727433383465,
-0.01065694261342287,
0.04087723046541214,
-0.04786975681781769,
0.015325467102229595,
0.006424292456358671,
0.02646174468100071,
-0.014531648717820644,
-0.02136923000216484,
-0.03035322204232216,
-0.0033429099712520838,
0.02328462339937687,
-0.06732670962810516,
0.017924072220921516,
0.032519612461328506
] |
<p>I have a dataset in which I measure the response variable of a number of individual animals. I used this response variable as the dependent variable in a linear mixed model, for which I have 5 explanatory variables. Two of these explanatory variables are nested if they are entered in the same model, as they refer to the individual animal, and the research site they are situated on. So it would be site(individual). If I do not nest them but enter them separately, the program runs into calculation errors, and throws one of the two variables out. I use SPSS.
I then created a whole number of different models, with all the different combinations of explanatory variables, and ranked them according to their AIC. I then found out that a number of models had exactly the same AIC. These were the models which, all else being equal, contained either just individual as an explanatory variable, or site(individual). If the model, all else being equal, only contained site, the AIC was different.</p>
<p>Now my questions are: a) do these results make sense? I cannot think of what I am doing wrong, but I am a bit worried about the exact same value for the AIC..
b) can I compare models this way - comparing nested variables with un-nested ones?</p>
|
g74013
|
[
0.019840344786643982,
-0.057058338075876236,
0.004555783234536648,
-0.052613817155361176,
0.04036710038781166,
-0.026979567483067513,
-0.0015159487957134843,
-0.010185194201767445,
-0.04101051017642021,
-0.040878914296627045,
-0.020958315581083298,
0.011590628884732723,
0.060790251940488815,
0.039085447788238525,
-0.05156615749001503,
0.025797756388783455,
0.0412609726190567,
-0.05302873253822327,
0.05547236278653145,
0.018556207418441772,
0.00754460459575057,
0.012600298970937729,
0.02804131805896759,
0.033004287630319595,
0.00487965764477849,
-0.033470649272203445,
-0.011478040367364883,
0.004835984669625759,
-0.12558260560035706,
0.06938361376523972,
-0.010850764811038971,
0.019955908879637718,
0.05114005506038666,
-0.023802464827895164,
-0.07433101534843445,
0.03380237892270088,
0.04064838960766792,
0.013258347287774086,
0.0034747652243822813,
0.03701538220047951,
0.026486173272132874,
0.034480541944503784,
0.028851473703980446,
-0.0009743576520122588,
-0.05010545253753662,
-0.06581389904022217,
0.0059201642870903015,
-0.010455302894115448,
0.030327262356877327,
0.01699073612689972,
0.025663234293460846,
0.003913145046681166,
0.024614300578832626,
0.0024152565747499466,
0.014242894016206264,
-0.027583999559283257,
-0.022542156279087067,
0.03552453592419624,
-0.018483662977814674,
0.04672950133681297,
0.07910946011543274,
0.027384541928768158,
-0.015332835726439953,
-0.022497842088341713,
-0.0025940618943423033,
0.024940935894846916,
-0.0020686339121311903,
-0.032943304628133774,
-0.024269340559840202,
0.008068776689469814,
-0.056454360485076904,
-0.061241939663887024,
0.05764352157711983,
-0.03469960764050484,
-0.0646580159664154,
0.00022792727395426482,
-0.0023949253372848034,
-0.0023700150195509195,
0.03272458538413048,
-0.0017652006354182959,
0.008730380795896053,
0.042952656745910645,
-0.013903436250984669,
0.041044559329748154,
0.07168464362621307,
-0.016269557178020477,
-0.018348893150687218,
-0.029844233766198158,
-0.005719497334212065,
0.028756920248270035,
-0.024446934461593628,
-0.005732647143304348,
0.03992515429854393,
0.030156800523400307,
-0.06330287456512451,
0.015572094358503819,
-0.07962919771671295,
0.043106529861688614,
0.003507808083668351,
0.00011647188512142748,
-0.029527410864830017,
0.026181021705269814,
-0.008772321976721287,
-0.008852621540427208,
-0.03207525983452797,
-0.02577047049999237,
0.0721757635474205,
0.0037032789550721645,
-0.04815371707081795,
-0.04671584069728851,
-0.04048379138112068,
-0.020598504692316055,
-0.06162407249212265,
0.01184289250522852,
-0.09755949676036835,
-0.017374973744153976,
0.04480232670903206,
-0.014588110148906708,
-0.06831289082765579,
-0.03299393877387047,
0.06246127188205719,
-0.001194436801597476,
0.07396635413169861,
-0.015739332884550095,
-0.029318276792764664,
-0.021532682701945305,
-0.015613897703588009,
0.07824242115020752,
-0.022159434854984283,
0.0032710102386772633,
-0.034398067742586136,
0.007020395714789629,
-0.026297027245163918,
0.0347524955868721,
0.04103635996580124,
-0.06871942430734634,
-0.008511732332408428,
-0.020352333784103394,
-0.01514455582946539,
-0.019230931997299194,
-0.06603444367647171,
0.05966281145811081,
-0.05117683857679367,
0.030479876324534416,
-0.03303574398159981,
0.009065681137144566,
0.022653819993138313,
-0.013420144096016884,
-0.05618910863995552,
-0.021975712850689888,
0.06090583652257919,
0.06161797046661377,
-0.0699017196893692,
-0.0013985027326270938,
-0.08130218833684921,
-0.013332986272871494,
-0.002250261604785919,
0.03539615496993065,
-0.002804957330226898,
-0.008260133676230907,
0.005591184366494417,
-0.052406180649995804,
0.03380221873521805,
-0.004056757781654596,
0.013449171558022499,
0.07130251824855804,
0.0071245520375669,
-0.04119754210114479,
0.007112409453839064,
-0.031087474897503853,
0.02941550500690937,
-0.004410375840961933,
0.0009518733131699264,
-0.023309804499149323,
0.05604001134634018,
0.025787536054849625,
0.04690184071660042,
-0.02825954370200634,
0.006836998276412487,
-0.02162531577050686,
0.028044303879141808,
-0.014728620648384094,
-0.008550639264285564,
0.024847883731126785,
0.00623689079657197,
-0.07478901743888855,
0.011831696145236492,
0.0012575987493619323,
-0.06358245760202408,
-0.01611543446779251,
-0.054000355303287506,
0.01188590470701456,
-0.001966615207493305,
0.02183527499437332,
0.02118380181491375,
-0.039158474653959274,
0.006083227228373289,
-0.03391949459910393,
-0.012653963640332222,
-0.010946949012577534,
0.049129828810691833,
0.06474050134420395,
-0.031692471355199814,
0.009554779157042503,
-0.042689915746450424,
0.07736752927303314,
-0.07055322080850601,
-0.01740804687142372,
-0.027334779500961304,
0.024621257558465004,
0.016969097778201103,
-0.023118112236261368,
-0.02281896024942398,
0.011243343353271484,
0.03407888114452362,
-0.013716476038098335,
0.05747003108263016,
-0.003294259076938033,
-0.042152974754571915,
0.010397529229521751,
-0.04410010203719139,
-0.012398635037243366,
0.017261259257793427,
0.014449185691773891,
0.04841545596718788,
0.008229225873947144,
0.011796703562140465,
0.021225737407803535,
0.034780554473400116,
-0.03629682958126068,
0.005729299504309893,
-0.04741501808166504,
0.035470765084028244,
-0.05386657267808914,
0.04106810316443443,
-0.008905625902116299,
0.0052384608425199986,
0.013507751747965813,
-0.019749445840716362,
-0.01875069923698902,
0.018819477409124374,
0.009157657623291016,
-0.03460583835840225,
0.062411628663539886,
0.06561420112848282,
-0.01178799383342266,
0.050426185131073,
0.0112159987911582,
-0.03193102404475212,
0.045136258006095886,
-0.06554072350263596,
0.07238489389419556,
0.018769772723317146,
-0.03516676649451256,
0.015874553471803665,
-0.004469307605177164,
0.08236637711524963,
-0.007737401872873306,
0.0454891137778759,
0.002998790703713894,
-0.01606057398021221,
-0.04510718211531639,
-0.046315908432006836,
0.020235715433955193,
0.028984136879444122,
0.006910647265613079,
0.06966348737478256,
-0.06492333859205246,
-0.03446309268474579,
-0.003481562016531825,
0.0007153933402150869,
-0.0030178087763488293,
0.058135125786066055,
0.022378480061888695,
0.0009361630072817206,
0.056091297417879105,
-0.0508187897503376,
0.011754744686186314,
0.05250120162963867,
-0.037131309509277344,
0.02357928641140461,
-0.010520770214498043,
-0.032429784536361694,
-0.01997738890349865,
0.04897899180650711,
-0.03670448809862137,
0.08870209753513336,
-0.028390303254127502,
-0.0016438988968729973,
-0.039031948894262314,
-0.037279196083545685,
0.01896044611930847,
0.012173010036349297,
0.04422720894217491,
-0.02121085114777088,
0.0020252561662346125,
-0.03134995698928833,
-0.028834285214543343,
0.0435427688062191,
0.07139080762863159,
-0.023997340351343155,
0.04776297137141228,
0.014244171790778637,
0.002411437686532736,
0.013969361782073975,
-0.022354770451784134,
0.00042862395639531314,
0.015897048637270927,
-0.02730594575405121,
-0.050098173320293427,
-0.013424789533019066,
-0.011338409967720509,
0.012293664738535881,
-0.061228927224874496,
-0.02465761825442314,
0.01826825924217701,
-0.0062408773228526115,
0.01027272641658783,
-0.02078663557767868,
-0.018777500838041306,
-0.05134393647313118,
-0.0017523178830742836,
0.0021077836863696575,
0.026257650926709175,
0.025446847081184387,
0.06935637444257736,
-0.02743525803089142,
0.054106201976537704,
-0.10282142460346222,
-0.013655622489750385,
0.017872462049126625,
0.0008922606357373297,
0.02413610927760601,
0.005416788160800934,
0.013652651570737362,
-0.024957900866866112,
-0.06449219584465027,
-0.0015863798325881362,
0.006926442496478558,
0.06238377466797829,
-0.029737798497080803,
0.04486344754695892,
0.014635199680924416,
-0.03127167001366615,
-0.011945481412112713,
0.009658907540142536,
0.0318031869828701,
-0.030690381303429604,
-0.04031490534543991,
-0.021509964019060135,
-0.019307859241962433,
0.02188684046268463,
0.03540241718292236,
-0.000012656206308747642,
-0.007967975921928883,
-0.016127130016684532,
0.02276953123509884,
0.018453482538461685,
0.026981143280863762,
0.06537235528230667,
0.08031746745109558,
-0.04518618807196617,
-0.023585183545947075,
-0.050331734120845795,
-0.015195345506072044,
-0.0028676288202404976,
0.05295414477586746,
0.043439850211143494,
0.04556368663907051,
-0.03290972113609314,
-0.02135539799928665,
-0.0093528488650918,
0.04726175591349602,
-0.06895972043275833,
0.014559360221028328,
-0.04664711654186249,
0.0443684458732605,
0.08555050194263458,
-0.0186903215944767,
0.043061934411525726,
0.042655594646930695,
0.03845527395606041,
-0.017023993656039238,
-0.01705523021519184,
0.009071317501366138,
-0.0510370172560215,
0.019535990431904793,
0.03994039446115494,
0.010216246359050274,
0.01059801410883665,
0.006376505829393864,
-0.02439531870186329,
-0.0733456015586853,
0.01666734740138054,
0.07683895528316498,
0.03650014474987984,
-0.01650150492787361,
-0.01709878444671631,
0.053928442299366,
0.028917614370584488,
-0.06722573190927505,
-0.029990775510668755,
-0.005172555800527334,
-0.014501580037176609,
-0.0524122454226017,
-0.005748971831053495,
-0.03601694852113724,
-0.001873099827207625,
-0.09156908094882965,
0.005711096804589033,
-0.057859696447849274,
0.02721884287893772,
0.050595808774232864,
-0.03649403527379036,
-0.006632866337895393,
0.06281323730945587,
-0.005260035395622253,
-0.029651008546352386,
0.017528695985674858,
0.008449859917163849,
-0.006493032909929752,
0.03828670084476471,
-0.02812049724161625,
-0.03056393563747406,
0.038889799267053604,
-0.030429987236857414,
-0.022081147879362106,
0.05521194264292717,
0.047593627125024796,
0.0037597808986902237,
0.0009475731058046222,
0.03872070461511612,
-0.027642544358968735,
0.06596558541059494,
0.005668346770107746,
0.021042030304670334,
0.019494159147143364,
0.03143511340022087,
0.04074881225824356,
-0.017949393019080162,
0.0025604884140193462,
0.05752634257078171,
-0.018299544230103493,
0.012647120282053947,
0.03027724288403988,
-0.012005525641143322,
-0.014857443980872631,
-0.037632718682289124,
-0.045292746275663376,
0.0106878113001585,
-0.002855435013771057,
0.06379307806491852,
0.01387451495975256,
-0.020350640639662743,
0.04084152355790138,
0.022236434742808342,
0.0518391914665699,
0.011378774419426918,
-0.011425560340285301,
0.00796623807400465,
0.006417843513190746,
-0.026560954749584198,
-0.004660590551793575,
-0.017874207347631454,
0.016954336315393448,
-0.019153371453285217,
-0.06478876620531082,
-0.02845519594848156,
-0.018146032467484474,
-0.041167352348566055,
0.01644146628677845,
-0.027432842180132866,
-0.011260947212576866,
0.006298832595348358,
0.016225917264819145,
0.005392532330006361,
0.009222209453582764,
-0.006753833964467049,
-0.013928939588367939,
-0.028596773743629456,
-0.021877126768231392,
-0.04031602665781975,
0.004948512185364962,
0.05315912514925003,
0.037473633885383606,
0.00582585483789444,
-0.0193936824798584,
-0.07093531638383865,
0.036446548998355865,
-0.024787181988358498,
0.0204735416918993,
-0.0177171528339386,
0.040793102234601974,
0.006973989773541689,
0.0037128550466150045,
0.0010649857576936483,
-0.043998751789331436,
-0.045207079499959946,
0.03471828252077103,
-0.020667647942900658,
-0.014776519499719143,
0.05699876323342323,
0.006505828816443682,
0.035271137952804565,
-0.008845440112054348,
0.05291967839002609,
0.0645463764667511,
-0.00044839130714535713,
0.03488294407725334,
-0.00324159674346447,
0.020413214340806007,
0.014974032528698444,
0.004437040071934462,
0.06191268190741539,
0.004645435605198145,
-0.030328406020998955,
-0.010467518121004105,
0.01128955464810133,
-0.000473526306450367,
-0.08629270642995834,
0.05419683828949928,
0.003835447132587433,
0.007540014572441578,
0.021005049347877502,
-0.012855114415287971,
-0.03414026275277138,
-0.019264722242951393,
-0.07329331338405609,
-0.019673172384500504,
-0.01388299185782671,
-0.013857834041118622,
0.07606787234544754,
-0.029733752831816673,
0.0028605894185602665,
0.06865467876195908,
0.016029737889766693,
-0.08486924320459366,
-0.04182545840740204,
0.012889963574707508,
-0.00336801097728312,
-0.023983025923371315,
0.02276454120874405,
0.06335126608610153,
-0.015257509425282478,
-0.05321080610156059,
-0.0027889993507415056,
-0.03222666308283806,
-0.03808091580867767,
0.056133244186639786,
-0.012936814688146114,
-0.02944541908800602,
0.0538635216653347,
0.030337395146489143,
0.036756254732608795,
0.018246348947286606,
-0.018857575953006744,
-0.009252458810806274,
0.012732784263789654,
0.029877062886953354,
-0.021920455619692802,
-0.03129357099533081,
-0.04252643510699272,
0.015312950126826763,
0.042065300047397614,
0.0116643738001585,
0.03211117535829544,
-0.10157233476638794,
-0.0070617664605379105,
-0.049368929117918015,
-0.04426119849085808,
0.03628632426261902,
-0.04861529916524887,
0.015813440084457397,
0.0050527723506093025,
0.02796831913292408,
0.038521260023117065,
-0.005692732520401478,
0.013389413245022297,
0.054541438817977905,
0.021266361698508263,
-0.02573198452591896,
-0.05406138673424721,
0.006764314137399197,
0.043108996003866196,
0.02481750026345253,
-0.003785418113693595,
-0.011352096684277058,
-0.01166157890111208,
-0.0008911199402064085,
0.0025173344183713198,
-0.02664542756974697,
-0.009780660271644592,
0.007912456057965755,
0.03565593808889389,
0.02736666426062584,
-0.010477347299456596,
0.06317830830812454,
0.03151075169444084,
-0.013851012103259563,
-0.03276118263602257,
0.02950735203921795,
-0.02284790202975273,
0.06304600089788437,
-0.04885030537843704,
0.006221418734639883,
0.039345577359199524,
-0.04655357822775841,
-0.02774246782064438,
-0.0298045352101326,
-0.0193763580173254,
-0.05143072083592415,
0.049898549914360046,
-0.008638187311589718,
0.06035902351140976,
-0.00021282120724208653,
-0.0377119705080986,
-0.006847428623586893,
-0.06328103691339493,
-0.011682452633976936,
-0.03433955833315849,
0.0007645839941687882,
-0.04017021507024765,
0.011238851584494114,
-0.006619653198868036,
0.04460780322551727,
0.010662458837032318,
-0.05259115993976593,
0.020307984203100204,
0.02837066538631916,
0.041772473603487015,
-0.02041943185031414,
0.018369270488619804,
0.0005204154294915497,
-0.05197346210479736,
-0.020666982978582382,
0.05187824368476868,
-0.03700146824121475,
0.0874541625380516,
0.013192572630941868,
0.03552085533738136,
0.011549835093319416,
0.04110071063041687,
-0.01874258928000927,
0.05905245989561081,
0.013044068589806557,
0.05122361332178116,
0.01149728987365961,
-0.0012748748995363712,
-0.045545224100351334,
0.01028762198984623,
0.017216049134731293,
0.039071034640073776,
-0.09240356832742691,
0.0029924833215773106,
0.008682550862431526,
-0.036579765379428864,
-0.025964170694351196,
0.020697101950645447,
0.05245336517691612,
0.058830004185438156,
-0.02384764514863491,
-0.042177464812994,
-0.0513460598886013,
0.051217444241046906,
-0.007128269877284765,
0.057277802377939224,
-0.0415717214345932,
-0.018567947670817375,
0.03493000939488411,
-0.006911910139024258,
-0.0013689121697098017,
-0.0735684186220169,
-0.028016667813062668,
-0.011971715837717056,
0.0000686653220327571,
-0.013722024857997894,
0.015045281499624252,
-0.013667437247931957,
0.0021765721030533314,
-0.01923910528421402,
0.030533652752637863,
-0.008763437159359455,
0.01132907997816801,
0.023059552535414696,
0.014552408829331398,
0.01015626359730959,
0.005784019827842712,
-0.05000908300280571,
0.015718676149845123,
-0.014389712363481522,
-0.036973677575588226,
-0.04238426312804222,
0.05900074169039726,
0.03152923285961151,
-0.053846463561058044,
0.005146064795553684,
0.03566058352589607,
0.04092914238572121,
0.04756571725010872,
-0.016269562765955925,
0.06164628639817238,
0.03381213918328285,
0.003341163508594036,
0.04173931106925011,
0.030041035264730453,
0.03284841030836105,
0.0014028915902599692,
0.001502184895798564,
-0.0006315448554232717,
-0.051832299679517746,
-0.015330110676586628,
0.04407211020588875,
0.00023580943525303155,
0.03790982812643051,
0.006472451146692038,
-0.04992273822426796,
-0.007676488254219294,
-0.03260824829339981,
-0.008431486785411835,
-0.06508400291204453,
-0.030160531401634216,
-0.030546676367521286,
-0.001570885768160224,
0.013185358606278896,
-0.02067152038216591,
-0.07399705052375793,
-0.020456690341234207,
0.003703838214278221,
0.05915932357311249,
0.039174649864435196,
-0.022020671516656876,
-0.06441882997751236,
-0.07419978082180023,
0.025191448628902435,
0.06084679439663887,
0.008565736003220081,
0.019608089700341225,
0.006395191419869661,
-0.08700987696647644,
-0.008161868900060654,
-0.03785727918148041,
-0.021285496652126312,
0.012685071676969528,
0.02939361147582531,
-0.029484080150723457,
-0.003168247640132904,
-0.03759761154651642,
0.05233301222324371,
-0.01662794128060341,
-0.01992594636976719,
-0.035620663315057755,
0.01872234232723713,
-0.03963444381952286,
0.03238697350025177,
0.03202128782868385,
0.027661578729748726,
-0.023131659254431725,
0.005708750803023577,
-0.039499349892139435,
-0.014704464934766293,
-0.05348676070570946,
0.014617754146456718,
-0.06966403871774673,
0.01910092495381832,
-0.011281303130090237,
-0.036599766463041306,
0.011378285475075245,
0.017716223374009132
] |
<p>I am a PhD student with some difficulties about what test to choose to verify an experiment. Hope you can give me some help!</p>
<p>My experiment:
I am counting the number of a subset of cells in Drosophila overtime.
I have a mutant and a wild type control. I dissect the flies at different time points: just eclosed, 1 day after eclosion, 3 dae, 6 dae, 9 dae, 12 dae and 15 dae. For each time-point I have a n number of around 50 for sample. The sample number has a range of 0-9, depending on the day and if mutant or wildtype.</p>
<p>The problem:
What happen with these cells is that in the wild type population the number of cells does not decrease overtime, while in the mutants it does. Moreover the wild type population has an average of around 6 (in all the dissection days), while the mutant starts with 4 and goes down to 2. If they were the same amount initially I could have used an anova test with a posthoc test (like tukey) to show the difference between wild type and control for each day, but in this scenario an anova would tell me only that all the wild type are different from the same dae dissected mutant (even at eclosion!) because of the basic difference they have, or that for example mutant dae15 is different from mutant dae0,1,3. Moreover, what I would like to test against is not that the wild type is different from the mutant at a particular timepoint, but that the mutant numbers decrease in a different way compared to the control numbers.</p>
<p>Possible solutions:
One possibility would be to do an anova on a normalized sample: I could divide every number (and I mean the single numbers of the count, not the average) I get for the average of the eclosion day, and do an anova on that ratio (so I would have like normalised the two populations to the eclosion day and it would not matter anymore that their raw numbers are different), but something tells me I would mess up all the statistics: I am not sure if this approach is statistically correct.</p>
<p>Another possibility I was thinking is to use some kind of correlation or regression analysis, but in the example I found I never found this approach on my kind of experiment, so i am not sure how to work this out. In the various handbook it always show this kind of approach to smaller experiments, like comparing blood pressure and coffee assumption, and with much less numbers, so I am not sure what I would end up with blotting 600 different points together.</p>
<p>Another possibility would be to compare the slope of the two different lines, but I am not sure how I could do this considering all the different counts and not only the final average.</p>
<p>Someone suggested to to a Keplen Maier test, but I cannot see how to apply this kind of tests (logrank) considering all the count that compose one timepoint and not only the final average.</p>
<p>How I am going to do this if I do not find better solution is: just do an anova (yes, one single set of counts is normally distributed) on the raw numbers and show that while Wt Day0 and Day15 are not statistically different, while the Day0 and Day15 from the mutant are statistically different (or even the Day0 from Day12 etc). Maybe this would be enough and I am just over-thinking the problem, but somehow it does not seem to fully describe what I am analysing.</p>
<p>If you have any idea how this problem could be solved, I would be grateful!</p>
|
g36634
|
[
-0.0034266719594597816,
-0.06931526213884354,
0.007248394191265106,
0.007151947356760502,
0.00513460161164403,
-0.026526322588324547,
0.045087993144989014,
0.020097140222787857,
-0.002010118681937456,
-0.0325874388217926,
0.000823834678158164,
-0.0010183106642216444,
0.030492134392261505,
0.049952831119298935,
-0.01700812578201294,
-0.0021184219513088465,
0.018703114241361618,
-0.05391024425625801,
0.057861823588609695,
0.03810563683509827,
0.056249093264341354,
0.06151368096470833,
0.026728101074695587,
-0.007069287821650505,
-0.02150673419237137,
-0.005613118410110474,
-0.06169983744621277,
0.08111797273159027,
-0.05727972462773323,
0.04450022801756859,
-0.015956733375787735,
0.0009565060609020293,
0.04651108756661415,
-0.007551826536655426,
-0.025509968400001526,
0.006374492775648832,
0.02031935378909111,
0.026302283629775047,
-0.002862452995032072,
0.011670710518956184,
-0.014370875433087349,
0.01400226540863514,
0.05199306085705757,
-0.007760028820484877,
-0.0013473108410835266,
-0.014216943643987179,
-0.033660586923360825,
-0.005455667618662119,
-0.01348236482590437,
-0.024097401648759842,
0.01496909186244011,
0.05387473478913307,
0.00001853914545790758,
0.00002067584682663437,
0.029872842133045197,
0.05178814008831978,
-0.05967935174703598,
0.0010502374498173594,
0.021712545305490494,
0.035494934767484665,
-0.0006743654957972467,
0.02052544429898262,
-0.020939026027917862,
-0.045173294842243195,
0.02446574904024601,
0.011915857903659344,
0.02797616645693779,
-0.04241658374667168,
0.008253809995949268,
-0.0323776938021183,
-0.02997293509542942,
-0.06378275901079178,
-0.00011989822814939544,
0.008812179788947105,
-0.061471544206142426,
0.0029175749514251947,
0.03456563875079155,
-0.02792893350124359,
-0.0007558603538200259,
0.01489611342549324,
-0.04250282049179077,
0.06390444934368134,
0.053536463528871536,
0.04959563538432121,
0.07711052149534225,
-0.014263280667364597,
0.023061195388436317,
-0.08759232610464096,
0.05357266962528229,
0.05878012254834175,
0.050466012209653854,
0.051940303295850754,
0.09860280901193619,
0.012592487968504429,
-0.05422935634851456,
0.029832899570465088,
-0.016806522384285927,
0.05826645717024803,
-0.004153361078351736,
0.0005504068685695529,
0.025696570053696632,
0.02100434899330139,
0.007136452943086624,
-0.01169300265610218,
-0.09091972559690475,
-0.06059582158923149,
0.017939524725079536,
-0.0007601070101372898,
-0.017326798290014267,
-0.016521474346518517,
-0.04185023158788681,
-0.04692761227488518,
-0.11722389608621597,
-0.01586904749274254,
0.025916989892721176,
-0.024610383436083794,
-0.005956714507192373,
0.021100735291838646,
-0.041925251483917236,
-0.00827369187027216,
0.04769610986113548,
0.005406724754720926,
-0.023165060207247734,
0.0452728234231472,
0.031258512288331985,
0.0062785339541733265,
-0.018445104360580444,
0.04294879734516144,
0.04753050208091736,
0.07548689097166061,
-0.0203489288687706,
0.018729066476225853,
-0.018587911501526833,
0.07728800177574158,
-0.03582984209060669,
0.030130660161376,
0.011050853878259659,
0.05834581330418587,
-0.029766982421278954,
-0.014115575700998306,
-0.005343543365597725,
-0.019555017352104187,
0.006606629583984613,
-0.02415873482823372,
-0.057829443365335464,
0.034158896654844284,
0.028815483674407005,
-0.05815909430384636,
-0.005827154964208603,
0.04259389638900757,
-0.010749753564596176,
0.04373682662844658,
-0.0019143779063597322,
0.0010179352248087525,
-0.038193248212337494,
0.0015110245440155268,
-0.032121844589710236,
0.04119936376810074,
-0.040791161358356476,
0.05959675833582878,
-0.022538702934980392,
-0.06574985384941101,
-0.024991342797875404,
-0.03077923320233822,
0.0020248922519385815,
0.012333785183727741,
-0.0033595585264265537,
-0.035393744707107544,
-0.022565176710486412,
-0.01152233500033617,
-0.03535601869225502,
-0.007015925832092762,
0.05793760344386101,
0.004802523646503687,
0.03228283300995827,
0.04517108201980591,
0.008266984485089779,
-0.03820660337805748,
0.0064131817780435085,
0.027402671054005623,
0.05331062525510788,
0.07319265604019165,
0.010702407918870449,
0.0010259568225592375,
0.03640802949666977,
-0.02548895962536335,
0.023454442620277405,
-0.0334261991083622,
-0.05323825031518936,
-0.036145031452178955,
0.020214688032865524,
-0.07071804255247116,
-0.026830408722162247,
-0.06334450095891953,
-0.029057463631033897,
-0.025168178603053093,
0.01396759320050478,
-0.0309322327375412,
-0.04721177741885185,
-0.030596712604165077,
0.01089609693735838,
0.002215770073235035,
-0.03630892559885979,
0.05026361346244812,
0.012278551235795021,
-0.06809578090906143,
0.03427721932530403,
-0.004657870624214411,
-0.002094082999974489,
0.013863889500498772,
0.018941400572657585,
0.005296923220157623,
-0.012130454182624817,
0.0795794427394867,
-0.017961177974939346,
0.0014203094178810716,
0.04821719974279404,
-0.008955523371696472,
-0.005631200037896633,
0.011877380311489105,
-0.019431350752711296,
-0.026916379109025,
-0.021434161812067032,
-0.0007071112049743533,
0.05651810020208359,
0.02578902617096901,
0.015165125019848347,
-0.04900873824954033,
0.004119319375604391,
-0.028928903862833977,
-0.035037096589803696,
0.02026619389653206,
-0.027129236608743668,
-0.06468003988265991,
-0.027888234704732895,
-0.015827808529138565,
-0.005121988710016012,
0.04595791548490524,
-0.05077702924609184,
-0.005404877942055464,
0.01861349120736122,
0.02716720663011074,
0.009480612352490425,
0.0207142923027277,
-0.0065596504136919975,
-0.013565793633460999,
0.0017955403309315443,
-0.023217348381876945,
0.019862404093146324,
0.03489837422966957,
-0.06061917543411255,
0.029852963984012604,
0.033356718719005585,
0.029801268130540848,
0.02382887899875641,
-0.0257960744202137,
-0.024843141436576843,
0.011252137832343578,
-0.008665277622640133,
0.0061284624971449375,
0.013334152288734913,
0.06341095268726349,
0.008783867582678795,
0.039028000086545944,
-0.01395984273403883,
-0.021801544353365898,
-0.051097698509693146,
-0.03970664367079735,
-0.04116158187389374,
0.005506773944944143,
-0.02348504029214382,
-0.0011515453225001693,
-0.009599128738045692,
0.07181296497583389,
-0.018100811168551445,
0.03326364606618881,
-0.017159225419163704,
-0.03364807367324829,
0.07145760208368301,
-0.021778060123324394,
0.027696551755070686,
-0.030520683154463768,
-0.021577028557658195,
0.027365460991859436,
0.025376195088028908,
-0.01706869900226593,
0.08235381543636322,
-0.06901784241199493,
-0.07490391284227371,
-0.004650212824344635,
-0.0025300385896116495,
0.008382048457860947,
0.04681035503745079,
-0.0001943288225447759,
0.012928205542266369,
-0.00006751742330379784,
0.04268545284867287,
-0.06111616641283035,
0.03591547906398773,
0.01493622176349163,
-0.011000627651810646,
-0.014659211970865726,
0.01382947713136673,
0.03478614613413811,
0.1039833277463913,
0.009798811748623848,
-0.013477331958711147,
-0.013564428314566612,
0.01292042713612318,
0.042274169623851776,
0.032342761754989624,
-0.023999983444809914,
0.019290858879685402,
-0.04898476600646973,
0.009480686858296394,
-0.02171565406024456,
-0.007338094525039196,
0.008839089423418045,
0.053584832698106766,
-0.04324178770184517,
0.03479011729359627,
-0.0298155564814806,
0.02050882577896118,
0.0454547181725502,
-0.011862951330840588,
-0.0017060947138816118,
-0.023491572588682175,
0.04332279786467552,
-0.09659048914909363,
0.03879774361848831,
0.03929703310132027,
0.09876225888729095,
-0.025536177679896355,
-0.007851612754166126,
0.019705582410097122,
-0.0013791653327643871,
-0.02095063030719757,
-0.02732023224234581,
0.016761166974902153,
0.03488483279943466,
-0.030760716646909714,
-0.03672889992594719,
-0.01741284504532814,
-0.017157195135951042,
0.00795760378241539,
0.0007762065506540239,
0.05596365034580231,
0.033163562417030334,
0.0031337866093963385,
0.0026544975116848946,
0.013820289634168148,
-0.05035402625799179,
0.01473446935415268,
-0.016837162896990776,
0.057813841849565506,
-0.04036712646484375,
0.03671499341726303,
-0.024710649624466896,
-0.014184622094035149,
-0.013080785050988197,
0.03447040170431137,
-0.02220173180103302,
0.007846290245652199,
-0.04623251035809517,
0.051044270396232605,
-0.030929481610655785,
0.060189224779605865,
0.10159294307231903,
0.048080138862133026,
-0.041741885244846344,
-0.01130787841975689,
0.034310199320316315,
-0.005123699549585581,
-0.0736081525683403,
0.03468082472681999,
0.020755747333168983,
0.03047673963010311,
0.05878198519349098,
0.0013489645207300782,
0.05379975214600563,
0.0643453598022461,
-0.018521154299378395,
-0.013717814348638058,
-0.06601831316947937,
0.019404001533985138,
0.008134296163916588,
-0.005955080036073923,
-0.034194014966487885,
0.0016120824730023742,
0.01506909541785717,
-0.029429694637656212,
-0.028715705499053,
-0.050362784415483475,
0.007202566135674715,
0.025404511019587517,
-0.01913362368941307,
-0.0058820173144340515,
0.028397606685757637,
0.001963464543223381,
0.027473192662000656,
-0.01228699553757906,
-0.0400349497795105,
0.033838171511888504,
0.005460938438773155,
0.018945012241601944,
-0.020240450277924538,
0.02948710508644581,
0.0378454215824604,
-0.06383819133043289,
-0.009710426442325115,
0.0013158757938072085,
0.00032067607389763,
-0.03451698273420334,
-0.05589510500431061,
-0.04338201507925987,
-0.007355195004492998,
0.08136549592018127,
-0.010606869123876095,
-0.02514556050300598,
0.03369047865271568,
-0.013786430470645428,
0.04806127771735191,
-0.012019865214824677,
-0.06859999150037766,
-0.0198943093419075,
-0.0007500237552449107,
-0.0328839085996151,
-0.00839913822710514,
0.044634319841861725,
-0.023439325392246246,
0.005647954996675253,
-0.013345235027372837,
-0.0333501435816288,
-0.00912401732057333,
0.02030126377940178,
0.008108563721179962,
0.003437501611188054,
0.04319510608911514,
0.008720267564058304,
-0.0021614856086671352,
0.007662338204681873,
-0.017717547714710236,
-0.018033239990472794,
0.026262693107128143,
0.01408124715089798,
0.055652789771556854,
-0.01921827904880047,
-0.011903087608516216,
0.018279073759913445,
0.0773882120847702,
-0.030138952657580376,
0.05744605138897896,
0.00011912333138752729,
0.006065719295293093,
0.000981733901426196,
-0.011002114973962307,
0.004077525809407234,
-0.013573741540312767,
-0.0036421960685402155,
0.00640174699947238,
-0.023455319926142693,
-0.03183969482779503,
-0.0045355320908129215,
-0.059860460460186005,
0.044033169746398926,
-0.0033001769334077835,
-0.06513985991477966,
-0.014673026278614998,
-0.013463584706187248,
-0.06627007573843002,
-0.03176325187087059,
-0.08469361066818237,
-0.003432973986491561,
0.0006986462976783514,
-0.028553850948810577,
-0.00015448630438186228,
0.035404883325099945,
-0.01328775193542242,
0.002791868755593896,
-0.0107187544927001,
0.031311891973018646,
-0.08882559835910797,
0.04250870272517204,
-0.01930500939488411,
0.05015949904918671,
-0.050325825810432434,
-0.027172762900590897,
-0.04284042492508888,
0.04913679510354996,
-0.024861309677362442,
0.022557273507118225,
0.015645550563931465,
0.032744113355875015,
0.0013943235389888287,
0.013127337209880352,
-0.07222596555948257,
0.003902870463207364,
-0.03865659236907959,
-0.004845432937145233,
-0.09426671266555786,
0.0235967505723238,
0.03071906976401806,
-0.004327129106968641,
0.017357174307107925,
-0.0013057868927717209,
-0.008041447959840298,
0.02258676290512085,
-0.030716363340616226,
-0.05508248880505562,
0.04459318146109581,
-0.11694931983947754,
-0.006523093208670616,
0.09830426424741745,
0.0364769846200943,
-0.030908165499567986,
0.020260874181985855,
-0.041453924030065536,
-0.009512162767350674,
-0.027067890390753746,
-0.09328573942184448,
0.07687362283468246,
0.012638543732464314,
0.02215738780796528,
0.044151708483695984,
0.012040549889206886,
-0.05772092565894127,
-0.04802122339606285,
-0.025001129135489464,
0.02190137468278408,
-0.06586072593927383,
-0.035060375928878784,
0.011049794964492321,
-0.05945463851094246,
0.010234767571091652,
-0.03813399001955986,
-0.007297858130186796,
-0.033899739384651184,
0.035662490874528885,
0.004182875156402588,
-0.030504008755087852,
-0.012229575775563717,
0.03372536227107048,
0.06381899863481522,
-0.020457152277231216,
-0.03922015056014061,
-0.021079253405332565,
-0.06297741830348969,
-0.02102193981409073,
0.015327486209571362,
-0.028381338343024254,
-0.04831211641430855,
0.015056670643389225,
-0.033083416521549225,
0.02944883704185486,
-0.009115842171013355,
-0.011758842505514622,
0.027419565245509148,
-0.025186367332935333,
0.002646074630320072,
0.060178257524967194,
-0.03807207942008972,
-0.027613522484898567,
0.0014927048468962312,
0.04259384796023369,
0.042811568826436996,
-0.01389626320451498,
-0.04463758319616318,
-0.005942247342318296,
-0.04066634923219681,
-0.028665844351053238,
-0.0002597245038487017,
-0.014163090847432613,
-0.0011402089148759842,
0.023610997945070267,
0.013871016912162304,
0.026782630011439323,
-0.012795024551451206,
0.050977032631635666,
0.0015167722012847662,
0.002134774113073945,
-0.0036129739601165056,
0.008916669525206089,
-0.02046053856611252,
-0.010594060644507408,
-0.0026785091031342745,
0.02359435334801674,
0.03945561498403549,
0.0004521560622379184,
-0.015263617038726807,
-0.008782346732914448,
-0.016224045306444168,
0.0015681388322263956,
-0.023114053532481194,
0.0095128258690238,
-0.019184449687600136,
-0.041551411151885986,
0.0011570308124646544,
-0.06742370873689651,
0.008051438257098198,
0.029816878959536552,
-0.004412858746945858,
-0.02489675022661686,
0.08919007331132889,
-0.041395097970962524,
-0.013802948407828808,
-0.014838002622127533,
-0.04122879356145859,
-0.012522264383733273,
0.0002829607983585447,
-0.02253255434334278,
-0.0224995706230402,
0.015269570052623749,
0.05543950945138931,
0.01621970348060131,
-0.01659051887691021,
-0.0021190657280385494,
-0.06137644127011299,
-0.03641010820865631,
0.013354714028537273,
0.04725402221083641,
0.04111263528466225,
-0.048179998993873596,
-0.0009372311178594828,
-0.03184305503964424,
0.04811945930123329,
0.090079665184021,
-0.0016256304224953055,
-0.054268620908260345,
0.047346290200948715,
0.03339677304029465,
-0.04852200672030449,
0.01504991203546524,
-0.05717271566390991,
0.0343281589448452,
-0.058582764118909836,
0.048237886279821396,
-0.06366954743862152,
0.10743094235658646,
0.010873585008084774,
0.043642960488796234,
0.00004348010406829417,
0.0152774378657341,
-0.030568096786737442,
0.03690475597977638,
-0.004702096804976463,
-0.0035196077078580856,
0.037276461720466614,
0.010932428762316704,
-0.03496965765953064,
0.036682866513729095,
0.05167876183986664,
-0.021026700735092163,
0.012136746197938919,
-0.04425898566842079,
0.031402766704559326,
0.07796050608158112,
0.06549760699272156,
0.002666076412424445,
0.02367567829787731,
-0.02457273006439209,
-0.015724295750260353,
-0.01684933342039585,
-0.009919079020619392,
0.047137025743722916,
-0.0052805631421506405,
0.04015576094388962,
-0.01217904407531023,
-0.025983059778809547,
-0.018033206462860107,
-0.023055484518408775,
-0.005860797129571438,
0.03648395836353302,
-0.026862550526857376,
0.07882622629404068,
0.03129791095852852,
-0.015535465441644192,
0.03727167472243309,
0.02113775722682476,
-0.04566364735364914,
-0.011112488806247711,
-0.017329784110188484,
-0.00857469905167818,
0.039694685488939285,
0.019289687275886536,
-0.01883416809141636,
0.03568698838353157,
-0.05252506583929062,
-0.03642405942082405,
0.029177701100707054,
-0.0066193812526762486,
-0.029463887214660645,
-0.005051491782069206,
0.047660961747169495,
-0.011393344029784203,
-0.02943546138703823,
0.04296134039759636,
0.016597524285316467,
-0.01629120670258999,
-0.004940466023981571,
0.008689145557582378,
0.08728401362895966,
0.011118749156594276,
-0.014105013571679592,
0.00965536292642355,
-0.0394112691283226,
-0.00859528686851263,
-0.002578380750492215,
-0.028101271018385887,
0.014789940789341927,
-0.03761202469468117,
0.015333347022533417,
-0.0041573066264390945,
0.027912897989153862,
0.02161167748272419,
-0.017769841477274895,
-0.006045432761311531,
-0.020834295079112053,
-0.06757939606904984,
0.011296669952571392,
0.006718903314322233,
-0.07620880752801895,
-0.05108650401234627,
-0.0216006301343441,
-0.04462287202477455,
0.014210796914994717,
-0.03063715063035488,
-0.020719928666949272,
0.0661126971244812,
0.011952346190810204,
-0.0018303892575204372,
-0.043890003114938736,
-0.06883672624826431,
-0.03726756200194359,
0.00977357104420662,
0.040383003652095795,
0.00036155583802610636,
0.04937179386615753,
0.04722250998020172,
-0.040215034037828445,
-0.04288884997367859,
-0.06322769820690155,
0.04906115308403969,
0.028076400980353355,
0.024655846878886223,
0.0082427728921175,
-0.011912397108972073,
-0.004186371807008982,
0.041979044675827026,
0.03954821079969406,
-0.02107127010822296,
-0.08525239676237106,
-0.017516376450657845,
-0.022593578323721886,
0.029831301420927048,
0.009850312024354935,
0.022530967369675636,
0.06266822665929794,
-0.021461661905050278,
-0.0143626369535923,
0.031150050461292267,
-0.0007903296500444412,
-0.034866027534008026,
-0.04933784157037735,
0.06927985697984695,
-0.033599354326725006,
-0.02565593458712101,
0.02717711590230465,
0.0023819811176508665
] |
<p>I have a questionnaire where some of the questions concern ranges, the answer alternatives are:</p>
<ul>
<li>0</li>
<li>1 - 15</li>
<li>16 - 30</li>
<li>31 - 45</li>
<li>46 - 60</li>
<li>60+</li>
</ul>
<p>(the numbers are minutes per week, not that it matters)</p>
<p>If I would like to present the result as an average number, how would I do this? </p>
<p>My thinking right now is just to take the average in the range (1 - 15 => 7), times how often it was selected. Then sum it for all alternatives and divide by the total number of answers. Not sure how to handle the 60+ value yet though. </p>
<p>But it seems to simplistic and since it looks like a problem that must occur quite often, there might be some better method. </p>
<p><strong>Edit:</strong> A little background: The survey is regarding sources of inefficiencies in the workplace, like issues with slow servers, slow computers, using the wrong programs, etc. There are questions for several areas, and for each area the user will answer an estimate of how much time is lost, in minutes per week, in that particular area.
I was looking for an average since I thought it would be an effective way to present the results; "On average, a developer loses X minutes per week due to an inefficient workplace. This means we could save Y money if we....".
There is no need for it to be precise, it will just be used as an indicator and give some incentive for change. </p>
|
g74014
|
[
-0.03458617627620697,
0.026990165933966637,
-0.017548341304063797,
-0.053255777806043625,
-0.026442376896739006,
-0.07106365263462067,
0.0358150377869606,
-0.03450369834899902,
0.03898030146956444,
0.009044171310961246,
0.02665720321238041,
-0.006462099030613899,
0.051352497190237045,
0.10300849378108978,
-0.043270692229270935,
-0.002853043144568801,
0.019367562606930733,
-0.09818470478057861,
0.040336206555366516,
0.03155529499053955,
0.02900858223438263,
0.018793227151036263,
0.021466130390763283,
-0.0382939875125885,
-0.060573361814022064,
0.00212956964969635,
0.007554160431027412,
0.06406376510858536,
-0.03496811166405678,
0.00736177247017622,
-0.050326962023973465,
-0.017444195225834846,
0.017218155786395073,
0.006214589811861515,
-0.053039874881505966,
0.006085268687456846,
0.035467419773340225,
0.04207621514797211,
0.0010804906487464905,
0.03597293049097061,
-0.004373734816908836,
-0.04731651768088341,
0.046587858349084854,
0.04949034005403519,
0.018696768209338188,
-0.04633824899792671,
-0.022375430911779404,
-0.0017595780082046986,
0.025140533223748207,
-0.03141401335597038,
-0.03078359179198742,
-0.06956423819065094,
0.010362262837588787,
0.05792202427983284,
-0.0117631321772933,
0.020093649625778198,
-0.06406055390834808,
-0.038435108959674835,
0.0648745596408844,
-0.00012654383317567408,
0.039774246513843536,
-0.042966268956661224,
0.00022635703498963267,
-0.014233025722205639,
-0.008696121163666248,
0.033038731664419174,
0.01636211946606636,
0.018769200891256332,
0.007242554798722267,
-0.012825241312384605,
-0.036992933601140976,
0.004735144320875406,
0.03194816783070564,
-0.043309587985277176,
-0.06950845569372177,
0.017887897789478302,
-0.0130123570561409,
0.023202573880553246,
0.0696897804737091,
0.06573231518268585,
-0.0705031082034111,
-0.009432177059352398,
0.028462503105401993,
0.011593839153647423,
0.034893691539764404,
-0.0282124076038599,
0.029544495046138763,
-0.06277168542146683,
0.010758601129055023,
0.06732110679149628,
0.0019642456900328398,
0.002256065374240279,
0.050286512821912766,
-0.0019173389300704002,
-0.09400757402181625,
-0.03269241750240326,
0.026566769927740097,
0.00863620825111866,
0.023727092891931534,
0.03616596758365631,
0.005517898593097925,
-0.00022206762514542788,
-0.06865254044532776,
-0.04700157791376114,
-0.03224295750260353,
0.012245671823620796,
0.043971627950668335,
-0.02215537056326866,
-0.003262936370447278,
-0.008682312443852425,
0.0033483041916042566,
-0.041058290749788284,
-0.05533243343234062,
-0.021207591518759727,
0.02416873537003994,
-0.006221344228833914,
0.04525194689631462,
-0.03136010840535164,
-0.016425713896751404,
0.040779612958431244,
0.010913067497313023,
0.017171690240502357,
0.007526462431997061,
-0.006556936074048281,
0.05504302307963371,
-0.008666468784213066,
-0.02505190670490265,
0.03762651979923248,
0.0173052791506052,
-0.0012069788062945008,
-0.00387835712172091,
-0.019402431324124336,
-0.001591467414982617,
0.035634078085422516,
-0.01862676441669464,
0.016505153849720955,
0.013731674291193485,
0.07056987285614014,
-0.01703272946178913,
0.0002459479437675327,
-0.016655581071972847,
0.0130162313580513,
0.009813281707465649,
0.017738299444317818,
-0.03194344416260719,
0.030377723276615143,
-0.03391435369849205,
0.006906699854880571,
0.03451472148299217,
-0.005798874422907829,
0.018175935372710228,
0.04068993404507637,
0.0273197703063488,
-0.020240429788827896,
0.012520034797489643,
-0.05170256271958351,
-0.06473324447870255,
0.050422873347997665,
-0.02987615577876568,
0.005237220786511898,
0.02649710327386856,
-0.028961587697267532,
-0.03724558278918266,
0.009108598344027996,
0.03410498425364494,
0.028971822932362556,
0.011858193203806877,
-0.011561090126633644,
-0.009362627752125263,
-0.02910110168159008,
0.03935527056455612,
0.001738149207085371,
0.0011625769548118114,
-0.003437909996137023,
0.051988501101732254,
-0.008576150983572006,
0.10633890330791473,
-0.020307475700974464,
0.012237847782671452,
0.01163202989846468,
0.029597455635666847,
-0.008455206640064716,
0.03364792838692665,
-0.047716718167066574,
-0.003590251784771681,
-0.0688941478729248,
-0.01924072951078415,
-0.013308188877999783,
0.01439937949180603,
0.00891054142266512,
-0.003205312415957451,
-0.05174453556537628,
0.040764812380075455,
0.02131904661655426,
-0.055992837995290756,
-0.014691735617816448,
0.09520558267831802,
-0.022645169869065285,
-0.02698843739926815,
-0.013947824947535992,
0.01354074478149414,
0.0046721757389605045,
-0.03168031573295593,
0.03419298678636551,
-0.016499388962984085,
0.009284918196499348,
0.009397502988576889,
0.033923372626304626,
-0.04143825173377991,
-0.020117169246077538,
0.024560188874602318,
0.011951122432947159,
0.01318138837814331,
0.06679083406925201,
-0.007914913818240166,
0.06255849450826645,
0.0010315984254702926,
0.021365933120250702,
-0.005752223078161478,
0.07210904359817505,
-0.027336489409208298,
-0.06185751035809517,
0.01047022920101881,
0.018716096878051758,
0.02924645133316517,
-0.021989064291119576,
-0.006573971826583147,
0.019625790417194366,
0.006470311898738146,
0.048682086169719696,
-0.005805512424558401,
-0.05062590539455414,
-0.01948103867471218,
-0.06663148105144501,
0.03146815299987793,
0.011015055701136589,
-0.003972084727138281,
0.009880357421934605,
0.02286636270582676,
0.02309749834239483,
0.0675322413444519,
-0.033880848437547684,
0.03212304040789604,
0.04406347870826721,
-0.03862287476658821,
-0.0030512437224388123,
-0.013782777823507786,
-0.009692497551441193,
0.026164935901761055,
0.014035717584192753,
-0.007813471369445324,
-0.013727358542382717,
-0.006637968588620424,
-0.014569433405995369,
0.024134574458003044,
-0.037708066403865814,
0.03345167264342308,
-0.0269489549100399,
0.038811683654785156,
0.004852592945098877,
-0.03557121008634567,
0.015761395916342735,
0.038797859102487564,
-0.01176751684397459,
-0.011764519847929478,
-0.04875475913286209,
0.020527511835098267,
-0.027318589389324188,
-0.04354645311832428,
-0.012587247416377068,
-0.043148256838321686,
-0.0345403216779232,
-0.007160477340221405,
0.12840750813484192,
-0.021969983354210854,
-0.045877788215875626,
0.005110928323119879,
-0.020916473120450974,
0.04977904260158539,
0.027224039658904076,
0.05422003194689751,
-0.03713729605078697,
-0.03797168657183647,
0.08038035035133362,
0.029763473197817802,
0.028321636840701103,
0.039912544190883636,
0.0006172360735945404,
-0.02356249839067459,
-0.004259864334017038,
-0.02169366180896759,
-0.004598178435117006,
0.01330583542585373,
0.0095440112054348,
-0.013558457605540752,
-0.014129080809652805,
0.052449893206357956,
-0.02071996033191681,
0.05079606920480728,
-0.04458056762814522,
-0.027387702837586403,
0.011534279212355614,
-0.01837463490664959,
0.014303208328783512,
-0.014007285237312317,
-0.011106489226222038,
0.006553042214363813,
0.0064125871285796165,
-0.004387897904962301,
0.04613612964749336,
0.046186964958906174,
-0.041589055210351944,
0.02445903792977333,
-0.021507252007722855,
-0.02034602127969265,
-0.00018564357014838606,
0.011817699298262596,
0.006815779488533735,
0.02191820926964283,
0.005335806868970394,
0.04003749042749405,
-0.017942683771252632,
0.0234578475356102,
0.012450501322746277,
-0.08698060363531113,
0.011386127211153507,
-0.016363227739930153,
0.050533320754766464,
-0.06433350592851639,
0.048210859298706055,
-0.023423919454216957,
0.03601641580462456,
-0.009107665158808231,
-0.08004061132669449,
0.02131854183971882,
-0.018028676509857178,
0.011254149489104748,
-0.06754359602928162,
0.030039751902222633,
0.023132288828492165,
-0.043637242168188095,
-0.007881867699325085,
-0.049127914011478424,
-0.0030223375651985407,
-0.010392026975750923,
-0.01428920216858387,
0.01893514394760132,
0.005871371831744909,
-0.0041487677954137325,
0.034333739429712296,
-0.001752271899022162,
0.0015580718172714114,
-0.0560932531952858,
-0.030433721840381622,
0.02390696108341217,
0.005785841960459948,
-0.031071338802576065,
0.038936957716941833,
0.015282263979315758,
0.002943962812423706,
0.0332886204123497,
-0.033738959580659866,
-0.025949770584702492,
0.0013666487066075206,
-0.013476492837071419,
0.03954632952809334,
0.05875452235341072,
0.07633471488952637,
-0.018366072326898575,
0.025582121685147285,
0.019032275304198265,
0.024806305766105652,
0.01989762671291828,
-0.060564715415239334,
-0.023495635017752647,
-0.015342245809733868,
0.01750905066728592,
0.024669677019119263,
0.07192327082157135,
0.04541762173175812,
0.015121693722903728,
0.027676092460751534,
-0.05678565800189972,
-0.09581741690635681,
0.01665901392698288,
-0.056779615581035614,
0.031359657645225525,
-0.042267899960279465,
-0.004243307281285524,
-0.023561272770166397,
-0.07464656978845596,
-0.04685444012284279,
-0.030542325228452682,
0.05436927452683449,
-0.03805740922689438,
0.0199651550501585,
-0.013328098691999912,
0.03239881619811058,
0.031707972288131714,
0.04655589163303375,
0.04227115213871002,
-0.001152230310253799,
0.021201612427830696,
0.05272141844034195,
0.029891354963183403,
-0.04774272069334984,
0.002114744856953621,
-0.05456571280956268,
-0.021877825260162354,
0.00960630178451538,
-0.03852539509534836,
-0.000059183592384215444,
-0.0445057675242424,
-0.01070022489875555,
-0.005769381765276194,
-0.039229508489370346,
0.06695592403411865,
0.011484404094517231,
-0.045498382300138474,
0.026253731921315193,
-0.015460441820323467,
0.057821840047836304,
-0.06891462206840515,
-0.0030727358534932137,
0.01886140927672386,
0.0026168597396463156,
-0.004421505145728588,
0.019763244315981865,
0.04722484573721886,
0.005403198767453432,
0.03548643738031387,
0.05416660010814667,
-0.005306288134306669,
0.026371128857135773,
-0.01898333430290222,
-0.04482753202319145,
0.02328767254948616,
0.00028037678566761315,
-0.009845379739999771,
-0.04907626658678055,
-0.10598290711641312,
-0.05257490649819374,
0.0384691022336483,
0.0033969273790717125,
-0.058302003890275955,
0.014898205175995827,
-0.06778684258460999,
-0.051735151559114456,
0.006632926873862743,
-0.03032344952225685,
0.021727142855525017,
0.04405352100729942,
0.01146530732512474,
-0.046270374208688736,
-0.02129998244345188,
0.016757020726799965,
0.06701503694057465,
0.006175273563712835,
0.011867350898683071,
0.059908103197813034,
-0.01875453256070614,
-0.05161719024181366,
0.001407555304467678,
-0.047555673867464066,
-0.01701352559030056,
0.0070958505384624004,
-0.004430817440152168,
0.04556477069854736,
0.002029731636866927,
-0.08732495456933975,
-0.008748777210712433,
-0.051154449582099915,
0.027755407616496086,
-0.036905981600284576,
-0.04128147289156914,
-0.020346321165561676,
-0.0029947571456432343,
0.003999302163720131,
0.006587450858205557,
0.05312308296561241,
-0.06423797458410263,
-0.0050105866976082325,
0.04093866050243378,
0.0068322038277983665,
-0.02539960667490959,
-0.01449511293321848,
-0.009053429588675499,
-0.04052608087658882,
0.019595885649323463,
-0.042894747108221054,
0.019376270473003387,
0.02273605391383171,
-0.0029226867482066154,
-0.012354428879916668,
0.03902708739042282,
0.04051840677857399,
-0.013948493637144566,
0.02083715982735157,
-0.005279289558529854,
-0.026380009949207306,
-0.04394415766000748,
0.08808337152004242,
-0.053367312997579575,
-0.016193559393286705,
0.010609975084662437,
-0.03546028211712837,
-0.033334050327539444,
0.03261195123195648,
0.04174764081835747,
0.055767543613910675,
0.06118850037455559,
0.05583108961582184,
0.0314999520778656,
-0.00846923142671585,
-0.057275813072919846,
-0.0020235429983586073,
0.030937159433960915,
-0.0009319768869318068,
-0.033924367278814316,
0.05259275063872337,
0.05770327150821686,
0.031148502603173256,
-0.0036030111368745565,
0.02278788574039936,
-0.04548834636807442,
-0.07188715785741806,
-0.03447457030415535,
-0.02975040301680565,
0.0142613360658288,
-0.07668748497962952,
0.05115259066224098,
0.03552708774805069,
-0.08498243987560272,
-0.04618816450238228,
-0.03568457067012787,
0.037033677101135254,
0.011314484290778637,
-0.03785262629389763,
0.04361404478549957,
-0.023473553359508514,
-0.04211057722568512,
-0.0012205395614728332,
0.0425260104238987,
-0.011351533234119415,
0.049189742654561996,
-0.03630221262574196,
-0.011990047059953213,
-0.045812223106622696,
0.02825811132788658,
0.01187377143651247,
0.05022949352860451,
0.06523492187261581,
0.05087690055370331,
-0.00011167556658620015,
0.014702538959681988,
-0.00544594693928957,
0.0364774651825428,
-0.02885579504072666,
0.03084542602300644,
0.004441012628376484,
0.007072589825838804,
-0.06768383085727692,
0.0046720607206225395,
0.021303027868270874,
-0.010755326598882675,
-0.008588133379817009,
-0.003031396074220538,
-0.0505870096385479,
-0.02788134291768074,
0.025471027940511703,
0.011881900019943714,
-0.05192413926124573,
0.045677028596401215,
-0.04097117483615875,
-0.003550552763044834,
0.019824447110295296,
-0.01306944340467453,
-0.01026602927595377,
0.01996534690260887,
0.0011288406094536185,
-0.02413388527929783,
-0.01709064282476902,
-0.009471039287745953,
-0.03552328795194626,
-0.037108078598976135,
0.06419716775417328,
0.01946861483156681,
0.046880535781383514,
-0.06784962862730026,
-0.05433252453804016,
-0.022366691380739212,
-0.005624090787023306,
-0.019559118896722794,
-0.002283066976815462,
0.03764265403151512,
0.0498846061527729,
0.00810034479945898,
-0.035128265619277954,
0.003014648798853159,
0.02580391615629196,
-0.011464698240160942,
0.008484331890940666,
0.04438306763768196,
-0.010938049294054508,
-0.0052459812723100185,
0.012029221281409264,
-0.014908486045897007,
0.0031494852155447006,
0.013217372819781303,
-0.05954735726118088,
-0.023137327283620834,
0.04362572357058525,
0.0008227709913626313,
0.08832529187202454,
-0.009555886499583721,
0.045215342193841934,
-0.012791040353477001,
-0.008011667989194393,
0.0003443423192948103,
0.02682732604444027,
-0.047394346445798874,
-0.0031081652268767357,
0.058309901505708694,
0.007566273212432861,
-0.004029892850667238,
0.05679537355899811,
-0.029903888702392578,
0.008111693896353245,
-0.021323999390006065,
0.025225047022104263,
0.04563463479280472,
-0.0024957244750112295,
-0.003943729680031538,
0.024598808959126472,
-0.07185634225606918,
0.05223266780376434,
-0.061918556690216064,
0.012593581341207027,
0.007670965511351824,
0.022588031366467476,
0.011887460015714169,
-0.05053221806883812,
-0.021494479849934578,
0.03632848337292671,
-0.05215929076075554,
-0.028086591511964798,
0.018464520573616028,
0.0029121546540409327,
0.01920611411333084,
0.0309620164334774,
0.018881957978010178,
0.02319738268852234,
-0.07106522470712662,
-0.05302202329039574,
0.06211200729012489,
0.06626162678003311,
0.0315968319773674,
0.011946287006139755,
0.013283506035804749,
-0.028294146060943604,
-0.01102589350193739,
-0.03999747708439827,
-0.01390155591070652,
0.020149054005742073,
-0.032119106501340866,
0.0713682696223259,
-0.042389754205942154,
-0.0320286899805069,
-0.0013916537864133716,
-0.09541357308626175,
0.0015044291503727436,
-0.001850053435191512,
-0.0187615305185318,
-0.03077400103211403,
0.022059226408600807,
0.07895124703645706,
-0.018448764458298683,
-0.04860365018248558,
-0.04413798823952675,
0.028099775314331055,
-0.010738108307123184,
-0.01852469891309738,
0.020981932058930397,
-0.05880856513977051,
-0.01502956636250019,
0.04756300523877144,
-0.01124181691557169,
0.02050861343741417,
0.06934718042612076,
-0.040706194937229156,
-0.02702786773443222,
0.04597786068916321,
0.035855114459991455,
-0.02444913238286972,
0.007884607650339603,
-0.014062399975955486,
-0.025567060336470604,
-0.009643277153372765,
0.042505569756031036,
0.02171343006193638,
0.007834837771952152,
0.05482177063822746,
-0.003473428077995777,
-0.003211356233805418,
-0.027215488255023956,
0.02882346324622631,
0.002984014805406332,
-0.05208594352006912,
-0.010987796820700169,
-0.04238860309123993,
0.03457566350698471,
0.061743199825286865,
0.014336749911308289,
-0.042882390320301056,
-0.0075326403602957726,
0.014762090519070625,
0.023288698866963387,
-0.05216154828667641,
-0.01651550829410553,
-0.011357082054018974,
-0.028593188151717186,
0.01696210354566574,
0.029550772160291672,
-0.024077527225017548,
0.02414052188396454,
-0.009395171888172626,
0.027032015845179558,
-0.010233040899038315,
-0.0401899479329586,
0.0392601452767849,
-0.015303085558116436,
-0.033757295459508896,
-0.043884553015232086,
0.07721108198165894,
0.0019406672799959779,
-0.008816258050501347,
0.031030625104904175,
0.06844671070575714,
-0.06034078076481819,
0.050975896418094635,
-0.008424907922744751,
0.03105761669576168,
-0.05538507178425789,
0.06752146780490875,
0.030628496780991554,
0.0008196292328648269,
-0.021449079737067223,
-0.011908384971320629,
0.020918846130371094,
-0.07788638025522232,
-0.059114910662174225,
0.02835468389093876,
-0.02483750879764557,
0.062344107776880264,
0.02369791641831398,
-0.013095990754663944,
0.04103555157780647,
-0.006846003234386444,
-0.056961651891469955,
-0.005799395963549614,
-0.05472428351640701,
-0.042604733258485794,
-0.09282141178846359,
0.001394006540067494,
0.024689825251698494,
-0.02274378389120102,
-0.020259905606508255,
-0.03705853596329689
] |
<p>What are the best (recommended) pre-processing steps before performing k-means?</p>
|
g74015
|
[
-0.00432919105514884,
0.01552082970738411,
0.0066518718376755714,
-0.011713954620063305,
-0.016218408942222595,
-0.03255773335695267,
-0.035581935197114944,
0.010488459840416908,
0.006514825392514467,
-0.0013192076003178954,
0.007157196290791035,
-0.0076842219568789005,
0.054023005068302155,
0.03419777378439903,
0.003625888843089342,
-0.0271897055208683,
0.0391111858189106,
-0.017065027728676796,
0.02908513695001602,
0.045715659856796265,
-0.04709703475236893,
0.042629677802324295,
-0.0113622872158885,
0.013084005564451218,
-0.06279292702674866,
-0.06625164300203323,
-0.06185350567102432,
0.02197757177054882,
-0.0011223270557820797,
-0.005688315723091364,
0.06284155696630478,
-0.010461893863976002,
-0.026684483513236046,
-0.04478757828474045,
-0.04466503858566284,
-0.044353120028972626,
0.06612414121627808,
-0.015490970574319363,
-0.03567943349480629,
-0.05767260491847992,
0.04213523492217064,
0.02043178491294384,
0.012137536890804768,
0.01847049966454506,
0.02067231945693493,
-0.004066707566380501,
0.06859203428030014,
0.008067930117249489,
0.01951676420867443,
0.019425388425588608,
0.006770441774278879,
0.058590419590473175,
0.021418100222945213,
0.029604867100715637,
0.048854343593120575,
0.035150881856679916,
0.001308813109062612,
0.02136489562690258,
0.049317367374897,
0.0038181617856025696,
0.06336700916290283,
-0.03192676231265068,
-0.07671841979026794,
-0.008388492278754711,
-0.015046579763293266,
0.012061599642038345,
-0.051066409796476364,
0.05262838304042816,
0.0018925843760371208,
0.032947175204753876,
0.006524635944515467,
0.02676919847726822,
-0.020698942244052887,
0.06359133124351501,
-0.05702606588602066,
-0.04853026196360588,
-0.02716219611465931,
0.035442154854536057,
0.03943488746881485,
0.015919454395771027,
0.04983770102262497,
-0.025445589795708656,
0.10847393423318863,
-0.0906820148229599,
-0.09112998843193054,
-0.000780079688411206,
-0.01840696670114994,
-0.054691098630428314,
0.050547704100608826,
0.01721564494073391,
-0.032023925334215164,
-0.07044202834367752,
0.01458712574094534,
0.030283352360129356,
-0.0072968690656125546,
0.05402804911136627,
-0.08192477375268936,
0.06186860799789429,
0.0244404636323452,
-0.044424377381801605,
-0.017402609810233116,
-0.01969301886856556,
-0.0494842566549778,
-0.08063498884439468,
-0.09585721045732498,
-0.022049784660339355,
0.03770986571907997,
-0.013847019523382187,
0.023895053192973137,
-0.014813198707997799,
-0.1183844581246376,
0.001834141556173563,
-0.011030123569071293,
0.016953593119978905,
-0.040268510580062866,
0.04315764456987381,
0.029405105859041214,
0.06374365091323853,
0.019119111821055412,
0.010127286426723003,
0.00956147164106369,
0.007727894000709057,
0.035183168947696686,
0.006935253739356995,
-0.07342691719532013,
-0.02808677963912487,
-0.01921391859650612,
-0.018411479890346527,
0.04399510845541954,
0.011950588785111904,
-0.01718730479478836,
0.0063651856034994125,
-0.026591408997774124,
0.0857243463397026,
-0.0012249501887708902,
0.02906535007059574,
-0.016765154898166656,
0.0004548906581476331,
-0.014556766487658024,
-0.038560811430215836,
-0.02709072455763817,
-0.012546186335384846,
-0.014571530744433403,
-0.03726087138056755,
-0.009456313215196133,
-0.038023941218853,
-0.046565763652324677,
-0.042750608175992966,
0.022373748943209648,
-0.028103260323405266,
-0.006496074143797159,
0.005163854453712702,
0.0421634167432785,
-0.013280829414725304,
0.005630264990031719,
-0.03309974819421768,
0.006781627889722586,
0.0057339975610375404,
0.04905219376087189,
-0.016775405034422874,
0.030847838148474693,
-0.022376039996743202,
0.030005142092704773,
0.024097120389342308,
0.011657850816845894,
-0.04867476969957352,
-0.028150362893939018,
-0.010191157460212708,
0.005863681901246309,
0.0104424012824893,
-0.018609127029776573,
-0.007805471774190664,
0.013918428681790829,
0.0032829560805112123,
-0.06340675055980682,
0.05998333916068077,
0.03304450586438179,
-0.05314681679010391,
0.03601733222603798,
0.04577602073550224,
-0.01628429815173149,
0.010644718073308468,
0.012223748490214348,
0.030161533504724503,
0.022425753995776176,
-0.055342044681310654,
-0.014590839855372906,
0.081515833735466,
0.007648754864931107,
-0.003155348589643836,
-0.03738345205783844,
0.0012543981429189444,
0.009154540486633778,
0.01104243379086256,
-0.024423873052001,
0.027415450662374496,
0.002197416266426444,
-0.03352634608745575,
-0.03284537419676781,
-0.08124929666519165,
0.030979527160525322,
0.014344210736453533,
-0.03246522694826126,
0.06794151663780212,
-0.04363936930894852,
0.07266702502965927,
0.025290489196777344,
0.045437633991241455,
0.03455109894275665,
-0.03515251725912094,
0.025891905650496483,
0.017680492252111435,
0.05454879626631737,
0.001005077501758933,
-0.01698472909629345,
0.04831794276833534,
-0.024760430678725243,
0.009412751533091068,
0.06988708674907684,
0.01648613065481186,
-0.07994523644447327,
-0.05829186365008354,
0.018559010699391365,
0.03971913456916809,
-0.0032124014105647802,
0.05087002366781235,
0.03848640248179436,
-0.02849172241985798,
-0.025141969323158264,
0.007733670994639397,
-0.042607929557561874,
-0.004456305876374245,
-0.017725149169564247,
-0.026049720123410225,
0.01922394149005413,
0.02309802733361721,
0.034093890339136124,
-0.01146830152720213,
0.0034344657324254513,
0.06088218092918396,
0.03822633996605873,
0.026548443362116814,
0.034478724002838135,
0.04274555295705795,
-0.03634818270802498,
0.0026297438889741898,
0.07917240262031555,
-0.013452938757836819,
-0.02833552472293377,
-0.0018143359338864684,
0.0020786309614777565,
0.0164613239467144,
0.017927683889865875,
-0.08743926137685776,
0.020081382244825363,
-0.011540727689862251,
0.017439410090446472,
0.03232745826244354,
0.02352496050298214,
0.055372707545757294,
0.026340892538428307,
0.008731953799724579,
-0.02265913225710392,
-0.011344886384904385,
0.0013131649466231465,
-0.017693262547254562,
-0.026513082906603813,
0.014655238948762417,
0.08473184704780579,
0.003924163524061441,
0.019520172849297523,
0.01110662892460823,
0.011147626675665379,
0.04722781851887703,
0.019760744646191597,
0.04590544477105141,
-0.022027667611837387,
-0.04051312804222107,
0.035832662135362625,
0.03216532990336418,
0.009879006072878838,
-0.07632368803024292,
0.07564190030097961,
0.011884170584380627,
0.00896755326539278,
0.017538592219352722,
0.035729411989450455,
0.01492350734770298,
-0.03900966793298721,
0.003966690972447395,
-0.0034666380379348993,
0.012093284167349339,
-0.011533417738974094,
0.004896215163171291,
-0.029866455122828484,
-0.007960962131619453,
0.06435231864452362,
-0.01577572710812092,
0.07456808537244797,
0.028097650036215782,
0.005442497320473194,
-0.02920607663691044,
-0.040237441658973694,
-0.058196745812892914,
0.024277660995721817,
0.014387163333594799,
0.001269483589567244,
0.015843110159039497,
-0.022575892508029938,
-0.05922774598002434,
-0.07461097091436386,
-0.061945218592882156,
-0.04262230917811394,
0.0079026585444808,
0.0028642613906413317,
-0.02323196828365326,
-0.022292643785476685,
0.0021834371145814657,
0.034897010773420334,
0.05688497796654701,
0.016146505251526833,
0.0476822592318058,
-0.019274841994047165,
-0.0070454892702400684,
-0.01923407055437565,
0.062303103506565094,
0.05348530784249306,
0.00039568584179505706,
-0.031904786825180054,
0.04486936330795288,
0.012543131597340107,
0.03671018034219742,
0.022535212337970734,
-0.011955222114920616,
-0.0012424396118149161,
-0.01167669240385294,
-0.038115691393613815,
-0.060493551194667816,
-0.10660411417484283,
0.0407969206571579,
0.0330783948302269,
0.00040799827547743917,
0.020160473883152008,
0.013060512021183968,
0.0158383846282959,
-0.02203356847167015,
0.0011292130220681429,
0.022550655528903008,
-0.00256721512414515,
-0.014346307143568993,
-0.037103600800037384,
0.016256365925073624,
-0.01433063019067049,
-0.0342913419008255,
0.02775389701128006,
0.06146760657429695,
0.04650415480136871,
0.04105091840028763,
-0.02960534207522869,
-0.04520620405673981,
0.003884672885760665,
0.030868493020534515,
-0.007951497100293636,
0.05379762127995491,
-0.016619164496660233,
-0.016055569052696228,
0.01644737645983696,
0.022037429735064507,
0.038907185196876526,
0.02916523814201355,
0.010988165624439716,
0.016799213364720345,
0.005972206126898527,
-0.08363627642393112,
-0.014226828701794147,
0.026462195441126823,
0.03141208738088608,
0.008387495763599873,
0.0496712327003479,
0.014682239852845669,
0.014596736989915371,
0.005504086147993803,
-0.003287932137027383,
-0.029567314311861992,
-0.006661607883870602,
-0.021844318136572838,
-0.03342181444168091,
-0.0029345531947910786,
0.028582824394106865,
0.031107598915696144,
-0.009216544218361378,
-0.011265245266258717,
-0.03760698437690735,
-0.00009529839735478163,
0.02332114242017269,
-0.0285673588514328,
0.03832386061549187,
-0.00782107189297676,
-0.00737208453938365,
0.022583648562431335,
0.01716071553528309,
0.046179141849279404,
0.05735113471746445,
0.02343035861849785,
-0.018602188676595688,
-0.010826976969838142,
-0.0024408940225839615,
-0.028566716238856316,
-0.0011087897000834346,
0.018017372116446495,
0.02003110572695732,
0.01057577133178711,
-0.013246625661849976,
-0.00952304806560278,
0.0254506878554821,
-0.06868474930524826,
-0.01719045825302601,
0.0006140556652098894,
0.017392005771398544,
-0.025339040905237198,
0.0200842022895813,
0.016081660985946655,
-0.009065695106983185,
-0.03683854267001152,
-0.05524498596787453,
0.016177836805582047,
-0.03274717926979065,
-0.04322591796517372,
-0.002188313053920865,
0.07705812901258469,
0.020444046705961227,
-0.0165293887257576,
0.018071046099066734,
-0.02493606135249138,
-0.006153892260044813,
-0.014063444919884205,
0.0212225504219532,
0.008700461126863956,
-0.05669940635561943,
-0.041982464492321014,
-0.0334603376686573,
-0.0018572474364191294,
-0.05440237745642662,
0.00026493152836337686,
-0.02525719627737999,
0.0324987918138504,
-0.0061826747842133045,
0.003169081173837185,
0.016662608832120895,
0.025580350309610367,
-0.008910629898309708,
0.09850143641233444,
-0.012666597962379456,
-0.012456757016479969,
0.021248912438750267,
0.0012147660600021482,
-0.03764556348323822,
0.024187810719013214,
-0.018756523728370667,
-0.0034214549232274294,
0.038935188204050064,
0.04451160877943039,
-0.034100454300642014,
-0.0033495784737169743,
0.03403414040803909,
0.012061387300491333,
-0.06591156870126724,
0.017405394464731216,
-0.0057281204499304295,
0.007714518811553717,
-0.022252997383475304,
-0.07301469892263412,
0.03332199156284332,
-0.007087460719048977,
0.05071772262454033,
0.09864989668130875,
-0.06718073040246964,
-0.004177862778306007,
0.0029041168745607138,
0.04728785902261734,
0.006528265308588743,
0.009137356653809547,
0.0027973931282758713,
0.0010657948441803455,
-0.007336433511227369,
0.03542318195104599,
-0.00610147463157773,
-0.03684476763010025,
-0.034648146480321884,
0.057134903967380524,
0.00298376870341599,
0.04632328450679779,
0.03468965366482735,
-0.029595380648970604,
-0.00593058904632926,
0.02307891845703125,
0.013738521374762058,
0.02931857481598854,
0.021006466820836067,
0.015763042494654655,
-0.05576314032077789,
-0.048989150673151016,
0.016159221529960632,
-0.0259842649102211,
0.010374752804636955,
-0.05127369984984398,
0.035896241664886475,
-0.06080120801925659,
0.015963932499289513,
0.006884098518639803,
0.019349567592144012,
0.019159913063049316,
0.007037048228085041,
0.04832064360380173,
-0.033781908452510834,
0.01231960579752922,
0.034613072872161865,
0.04885838180780411,
-0.05106068029999733,
-0.020243503153324127,
0.028794191777706146,
-0.024690501391887665,
-0.023490164428949356,
0.0770673081278801,
-0.020056597888469696,
-0.0495079942047596,
0.012409108690917492,
-0.040338583290576935,
0.01753842458128929,
-0.07015109807252884,
-0.011768913827836514,
0.020338306203484535,
-0.01712772063910961,
0.03392494097352028,
0.021135183051228523,
-0.08956397324800491,
0.021068722009658813,
0.021878041326999664,
0.003060954390093684,
-0.03478517383337021,
-0.032732948660850525,
0.03739235922694206,
0.01599755696952343,
-0.038184236735105515,
-0.06765743345022202,
-0.008870566263794899,
0.10035695880651474,
0.04844231903553009,
-0.01746571622788906,
-0.12770414352416992,
-0.08170944452285767,
-0.044785335659980774,
0.023509327322244644,
-0.061174407601356506,
0.015251224860548973,
0.004923729691654444,
0.022725408896803856,
-0.01679936982691288,
0.03140873834490776,
-0.004226635210216045,
-0.05515563115477562,
-0.04605812951922417,
0.046290308237075806,
-0.013974001631140709,
0.050107065588235855,
-0.023811550810933113,
-0.04829913377761841,
-0.01252850890159607,
0.03516606613993645,
0.002382015809416771,
-0.08035315573215485,
-0.09304118901491165,
-0.025604721158742905,
-0.02331179566681385,
0.0004431288398336619,
0.036213938146829605,
0.015133185312151909,
0.03476859629154205,
0.07681936025619507,
-0.006051133386790752,
-0.01746251806616783,
0.011706629768013954,
0.019094310700893402,
0.014501958154141903,
-0.04358777403831482,
0.04839397966861725,
-0.0317358523607254,
0.025038784369826317,
0.03701280429959297,
-0.022810544818639755,
-0.04055018350481987,
0.006630169693380594,
-0.014599663205444813,
-0.0385902039706707,
0.042995698750019073,
0.033619899302721024,
0.016549749299883842,
0.053518146276474,
-0.005700927693396807,
-0.005257689859718084,
-0.03518058359622955,
-0.03625718876719475,
0.031300488859415054,
-0.10082978010177612,
-0.04691781848669052,
0.022796306759119034,
0.0015953055117279291,
0.030141526833176613,
-0.011883665807545185,
0.02067640610039234,
-0.014656241051852703,
-0.04482800140976906,
0.01238672062754631,
-0.01715625450015068,
0.011163322255015373,
-0.06728719174861908,
-0.020806359127163887,
-0.012441858649253845,
0.054451391100883484,
-0.0355047807097435,
0.03790789097547531,
-0.007540341466665268,
0.04338768124580383,
0.014971879310905933,
-0.03541181981563568,
0.0027259408961981535,
0.02818732149899006,
-0.011876639910042286,
0.018180763348937035,
-0.02048507146537304,
-0.033132653683423996,
0.02255420759320259,
0.024187877774238586,
-0.02190924994647503,
-0.020837517455220222,
0.023789389058947563,
0.0019327545305714011,
0.03353019803762436,
-0.01164404209703207,
0.0317414328455925,
0.012333083897829056,
0.0380488857626915,
-0.055592991411685944,
-0.016372133046388626,
0.03273458033800125,
0.039708249270915985,
0.0038219906855374575,
-0.010307718999683857,
-0.02263721078634262,
-0.05082544684410095,
-0.03787855803966522,
-0.016323940828442574,
0.0003882220480591059,
-0.06830894947052002,
-0.009983481839299202,
-0.01800283044576645,
0.06786076724529266,
0.02779090590775013,
0.08268014341592789,
0.0030020345002412796,
-0.0003506793873384595,
-0.05775341019034386,
-0.03897601366043091,
-0.004558281973004341,
-0.011078125797212124,
0.08809752762317657,
-0.014660285785794258,
0.015843873843550682,
-0.02244732156395912,
0.012313717976212502,
-0.0013137771748006344,
0.015216835774481297,
0.05572861433029175,
0.005811476148664951,
0.020800882950425148,
-0.008698329329490662,
-0.007286373060196638,
-0.028206337243318558,
-0.07703744620084763,
0.016704414039850235,
-0.05539985001087189,
-0.006303371861577034,
-0.021748531609773636,
-0.032283950597047806,
0.0067019471898674965,
-0.020420262590050697,
-0.05058729648590088,
0.02250160463154316,
-0.024776743724942207,
-0.017582230269908905,
-0.04479305446147919,
-0.014572914689779282,
-0.014779087156057358,
-0.00572162726894021,
0.07056234776973724,
-0.025786738842725754,
0.012163938954472542,
-0.056395407766103745,
0.023565664887428284,
0.035986948758363724,
0.01594647951424122,
0.03136041387915611,
-0.03027186542749405,
0.0766662061214447,
0.013437004759907722,
-0.0028309638146311045,
-0.00644157687202096,
-0.009386861696839333,
-0.011730494908988476,
-0.0197230763733387,
-0.0028207371942698956,
-0.04676668718457222,
-0.04306982085108757,
0.04056888073682785,
-0.024312466382980347,
-0.02566717192530632,
-0.06967481970787048,
-0.025103023275732994,
0.001694142003543675,
0.010284453630447388,
0.02815263532102108,
0.04944311082363129,
0.015803663060069084,
0.013915260322391987,
0.019437039270997047,
-0.0179507527500391,
0.0058116004802286625,
0.08097123354673386,
-0.04825669899582863,
-0.010013037361204624,
-0.021076854318380356,
-0.06064727157354355,
-0.08685692399740219,
0.03142726421356201,
0.013077267445623875,
0.011598692275583744,
-0.03772137686610222,
-0.0004981061210855842,
0.025116125121712685,
0.043828751891851425,
-0.026215579360723495,
0.04128837212920189,
-0.06151765584945679,
0.022474685683846474,
0.0022316675167530775,
-0.033935561776161194,
0.07656131684780121,
0.0008785823592916131,
0.0005865722196176648,
-0.021594330668449402,
-0.0151833426207304,
0.03628307580947876,
0.014514978043735027,
0.01346870232373476,
-0.03504924476146698,
0.008894385769963264,
-0.02764316461980343,
-0.03772485628724098,
0.029619600623846054,
-0.02353864535689354,
-0.024316957220435143,
-0.003986909054219723,
-0.02388842962682247,
0.043376240879297256,
-0.0068104746751487255,
-0.0073775602504611015,
-0.004851151257753372,
-0.004103605169802904
] |
<p>I am so puzzled by this problem. </p>
<p>Given two variables $X_1$ and $X_2$, such that $X_i \sim \mathrm{Gam}(a_i, b)$, find the joint distribution of $X_1$ and $X_2$. </p>
<p>I understand how to proceed if variables are independent, but the general case is a bit unclear.
Thanks for your help! </p>
|
g48297
|
[
0.024824660271406174,
-0.007227342575788498,
-0.021890465170145035,
-0.0013756646076217294,
-0.048326991498470306,
0.02355305664241314,
-0.006467579398304224,
-0.018560443073511124,
-0.021426837891340256,
0.02060708962380886,
-0.008701725862920284,
0.0685773715376854,
-0.04104559123516083,
-0.04098700359463692,
-0.023993151262402534,
0.0025865572970360518,
0.007594484835863113,
0.06611078232526779,
-0.005340111907571554,
0.02065884880721569,
-0.008193342946469784,
-0.05014004558324814,
0.05941985547542572,
0.06955336779356003,
0.08209666609764099,
-0.041471805423498154,
-0.014027216471731663,
0.003169131698086858,
-0.01044321060180664,
0.01938004605472088,
-0.031630370765924454,
0.009312820620834827,
0.09051065891981125,
-0.07327528297901154,
-0.024273766204714775,
0.025430884212255478,
0.08043058961629868,
-0.017234785482287407,
0.0008367053815163672,
0.0006582626956515014,
-0.021904444321990013,
0.03421316668391228,
0.05822809413075447,
0.03904533013701439,
0.002548506250604987,
0.0653465986251831,
-0.0018123375484719872,
-0.0018845838494598866,
0.0032429355196654797,
-0.06894822418689728,
0.04449604079127312,
0.05923226848244667,
0.031172994524240494,
-0.04348185285925865,
-0.008122129365801811,
0.04352661222219467,
-0.017619125545024872,
0.014889061450958252,
0.019749365746974945,
0.01541122142225504,
0.04389986768364906,
-0.021876327693462372,
-0.05978193134069443,
0.0016899495385587215,
0.0006960202008485794,
0.035916540771722794,
0.015616911463439465,
-0.039051737636327744,
-0.010613707825541496,
0.0069005186669528484,
-0.017451301217079163,
0.023154253140091896,
0.06176026165485382,
-0.015606272965669632,
-0.05782623589038849,
-0.07721585035324097,
0.04711643233895302,
0.04543917626142502,
-0.03541237860918045,
0.008173302747309208,
0.016939591616392136,
0.017876578494906425,
0.0682055875658989,
-0.0349288284778595,
0.00766725093126297,
-0.0400426909327507,
0.03432526811957359,
0.011702964082360268,
-0.005631723441183567,
0.03859627991914749,
0.048049017786979675,
0.020781975239515305,
0.005415185820311308,
0.08869856595993042,
-0.0047454130835831165,
-0.01824435405433178,
-0.06959961354732513,
0.08461278676986694,
0.03211997449398041,
-0.03273283690214157,
0.03545302152633667,
0.03039010614156723,
-0.01113209780305624,
-0.02424016408622265,
-0.020914267748594284,
-0.022454630583524704,
0.05534285306930542,
0.002467676531523466,
-0.007941417396068573,
0.02115245722234249,
-0.01588420569896698,
-0.007320706732571125,
-0.013048237189650536,
-0.056687984615564346,
0.04655468836426735,
-0.03315461799502373,
-0.016664866358041763,
-0.019315499812364578,
0.001070754835382104,
0.03316281735897064,
-0.04445923864841461,
-0.031327296048402786,
0.014567905105650425,
0.0383441261947155,
0.006773585919290781,
-0.011880122125148773,
-0.0036454391665756702,
0.052928365767002106,
-0.017109038308262825,
0.009423372335731983,
0.0011784984963014722,
-0.02773265913128853,
0.06238311156630516,
0.02943241409957409,
0.018206147477030754,
0.014704005792737007,
-0.04201703518629074,
0.04203058034181595,
0.012966625392436981,
0.05176033824682236,
-0.000035119111998938024,
0.008272143080830574,
0.007497207727283239,
-0.028329920023679733,
0.013891835696995258,
0.06649317592382431,
0.054052483290433884,
-0.07989675551652908,
-0.04757526144385338,
-0.00491606630384922,
0.030174022540450096,
0.0404820553958416,
-0.012742742896080017,
-0.03907468169927597,
0.003643699921667576,
0.03182157874107361,
-0.011050278320908546,
-0.028123322874307632,
0.009516378864645958,
-0.07615647464990616,
0.04318695515394211,
-0.038654278963804245,
-0.029792696237564087,
0.02813827246427536,
-0.015736225992441177,
0.032746028155088425,
-0.011650077067315578,
-0.02305993251502514,
0.019872713834047318,
-0.048879560083150864,
0.0023096806835383177,
-0.0021445835009217262,
-0.05599045753479004,
0.01611911877989769,
0.07329252362251282,
0.007303101941943169,
-0.03392075002193451,
-0.05187613144516945,
0.03198077157139778,
0.05375150218605995,
-0.0161014162003994,
-0.07171258330345154,
-0.02341628074645996,
-0.04117164388298988,
-0.0019154532346874475,
-0.06479689478874207,
0.0271841399371624,
0.0245873611420393,
-0.040176521986722946,
-0.01035955548286438,
-0.007728568743914366,
0.048922426998615265,
0.036036502569913864,
-0.0005314450245350599,
-0.014163589105010033,
0.01255449652671814,
0.05283137410879135,
0.004176250658929348,
0.02052328549325466,
0.05539536103606224,
-0.008621296845376492,
0.02740158699452877,
0.03391732648015022,
0.05870877578854561,
0.001827700762078166,
0.0012599630281329155,
0.06733154505491257,
-0.017148664221167564,
0.05571805313229561,
-0.041098788380622864,
-0.0722956582903862,
-0.0188900139182806,
-0.025369180366396904,
0.007403002120554447,
0.010893488302826881,
-0.08711500465869904,
-0.0011269071837887168,
-0.018966156989336014,
-0.03882669284939766,
-0.03843684121966362,
-0.032263658940792084,
-0.001649027573876083,
0.057789210230112076,
-0.003930042497813702,
0.010067970491945744,
0.07194200903177261,
-0.0051763239316642284,
0.02390470542013645,
-0.024892039597034454,
0.016722073778510094,
-0.03256547451019287,
-0.017823699861764908,
0.023382725194096565,
-0.04241006076335907,
-0.019332677125930786,
0.060037266463041306,
-0.04327163100242615,
0.04632829874753952,
-0.025461329147219658,
0.03347032889723778,
-0.044589344412088394,
-0.06966153532266617,
0.08463785797357559,
0.020108474418520927,
0.003388715907931328,
0.07734459638595581,
0.024757470935583115,
0.015016051009297371,
-0.029568547382950783,
0.011986338533461094,
-0.03156060352921486,
0.0013655017828568816,
-0.04454918950796127,
-0.011132974177598953,
-0.014040464535355568,
-0.049582961946725845,
0.05097018927335739,
-0.008575061336159706,
-0.012281551025807858,
-0.04600849375128746,
-0.00574178621172905,
-0.11499488353729248,
0.021966373547911644,
0.056531716138124466,
0.0018133356934413314,
-0.014255888760089874,
0.05163423717021942,
-0.06950200349092484,
-0.01682579331099987,
-0.0030885811429470778,
0.021072084084153175,
0.06717055290937424,
-0.026306506246328354,
0.03140120208263397,
0.031163634732365608,
-0.01895720884203911,
-0.00655909301713109,
-0.019482562318444252,
-0.026580335572361946,
-0.0007483100634999573,
-0.002448658226057887,
-0.0758846178650856,
-0.039244234561920166,
-0.03577813133597374,
0.04785361513495445,
-0.0518440343439579,
0.00556579977273941,
-0.007296318653970957,
0.02646108716726303,
-0.036170125007629395,
0.04456441104412079,
0.04711112007498741,
0.04145854339003563,
0.009040229953825474,
0.024548908695578575,
-0.007836571894586086,
-0.03877273201942444,
-0.00983649305999279,
-0.03920683637261391,
-0.031231695786118507,
-0.029886767268180847,
-0.014153975993394852,
-0.03142765164375305,
0.006680086720734835,
0.02545352280139923,
-0.016740726307034492,
-0.03737729787826538,
0.001865756930783391,
-0.02680652216076851,
-0.026627400889992714,
0.01814359612762928,
-0.0037646645214408636,
0.02306218445301056,
-0.04300286993384361,
-0.027338635176420212,
0.02264539711177349,
-0.001345670549198985,
-0.06409412622451782,
-0.0032012243755161762,
-0.0306441280990839,
-0.036676302552223206,
-0.017323840409517288,
-0.009283993393182755,
0.02995525300502777,
0.02397743985056877,
-0.017180463299155235,
-0.03145688772201538,
0.006824704818427563,
-0.02034669928252697,
-0.012479955330491066,
-0.04456867277622223,
0.06562105566263199,
0.024912061169743538,
-0.015292954631149769,
0.055005840957164764,
-0.06449095904827118,
0.017084427177906036,
0.00911429151892662,
0.04734552279114723,
-0.007470373064279556,
0.025423893705010414,
-0.020315442234277725,
-0.026737043634057045,
-0.0014681117609143257,
-0.06861083209514618,
0.01614570803940296,
0.010574549436569214,
0.08416055887937546,
0.029286658391356468,
0.04657359793782234,
-0.025996599346399307,
-0.024492787197232246,
0.04576084762811661,
-0.05002020299434662,
-0.034691426903009415,
-0.010699992068111897,
0.009374064393341541,
-0.0379888080060482,
-0.005615274887531996,
-0.030171290040016174,
0.01743936911225319,
-0.05105920135974884,
-0.025208717212080956,
0.008973856456577778,
0.028517896309494972,
-0.07711905986070633,
0.06651853770017624,
-0.015060557052493095,
0.03054904006421566,
0.013947279192507267,
0.02209124155342579,
0.046310488134622574,
0.031251415610313416,
0.01491781510412693,
0.01319749653339386,
-0.039866309612989426,
0.010377969592809677,
-0.009261838160455227,
0.011432047933340073,
-0.01609867811203003,
0.016325293108820915,
0.01433691568672657,
-0.012088892981410027,
0.05796300247311592,
0.04088743403553963,
-0.027697699144482613,
0.04877735301852226,
0.0015092763351276517,
0.06818637996912003,
-0.08213955163955688,
0.009134169667959213,
-0.005992710590362549,
-0.05976824462413788,
0.07931041717529297,
-0.0349261574447155,
0.02588571421802044,
-0.021942617371678352,
0.04721631482243538,
-0.03632380813360214,
-0.004596041049808264,
-0.036937415599823,
-0.020018212497234344,
-0.019561661407351494,
0.013403128832578659,
0.007729114964604378,
0.03728724271059036,
-0.007755650207400322,
-0.03680593520402908,
0.015113957226276398,
0.03465735912322998,
-0.017340214923024178,
-0.00820547342300415,
-0.00014441942039411515,
-0.03357546404004097,
0.042178574949502945,
-0.015717685222625732,
0.029032478109002113,
0.04552353173494339,
0.015428216196596622,
-0.03839626908302307,
0.0056089856661856174,
0.012369277887046337,
0.027607804164290428,
-0.029029499739408493,
-0.009567811153829098,
0.00043885494233109057,
0.03740972280502319,
0.02168016880750656,
0.05000964179635048,
-0.048352714627981186,
-0.04893837496638298,
0.02683514542877674,
0.029853252694010735,
-0.018010511994361877,
-0.0390985868871212,
0.01819855347275734,
0.00034764502197504044,
-0.023931166157126427,
0.011575741693377495,
-0.01798315905034542,
0.052887577563524246,
-0.014951678924262524,
-0.047471631318330765,
0.03266068920493126,
0.07826235145330429,
0.015502305701375008,
-0.02554960362613201,
-0.003747533541172743,
0.05392264947295189,
-0.03242034465074539,
-0.0005029390449635684,
0.013948597945272923,
0.018104104325175285,
-0.06377726048231125,
0.0461503267288208,
0.00037803573650307953,
-0.003789829323068261,
0.08266335725784302,
0.028991492465138435,
0.03830870985984802,
0.01346021331846714,
-0.020255761221051216,
0.014743913896381855,
0.01512279361486435,
-0.004049042705446482,
-0.03357534110546112,
-0.04097231104969978,
0.0003670222358778119,
-0.014846435748040676,
0.010206970386207104,
-0.009709016419947147,
0.023381870239973068,
0.03450336679816246,
-0.01860147900879383,
-0.02662806399166584,
0.012898454442620277,
-0.049698371440172195,
0.003962656948715448,
0.03675774484872818,
0.01960567571222782,
-0.05776914209127426,
0.009739465080201626,
-0.0169842429459095,
-0.0035539306700229645,
0.04907277598977089,
-0.020618846639990807,
0.022861486300826073,
-0.07602255046367645,
0.0484662726521492,
-0.05845775455236435,
0.03510812297463417,
0.017869213595986366,
0.0342571847140789,
0.024808041751384735,
-0.02614392526447773,
-0.0870201364159584,
0.02168085426092148,
-0.04294435307383537,
-0.005431125406175852,
-0.012497849762439728,
-0.02662854827940464,
-0.020390434190630913,
0.03448573127388954,
0.032085031270980835,
-0.006616684608161449,
0.05274511128664017,
0.04232914000749588,
-0.027032149955630302,
-0.0035590811166912317,
0.038155507296323776,
0.025438794866204262,
-0.031036512926220894,
-0.00021469886996783316,
-0.0012391979107633233,
0.0026439495850354433,
-0.013117119669914246,
0.02167818881571293,
-0.0008328015101142228,
-0.014485612511634827,
-0.01905529759824276,
0.09051860868930817,
-0.019659290090203285,
-0.01063578948378563,
0.009427634067833424,
-0.015287525951862335,
-0.0524275004863739,
-0.10545459389686584,
-0.03413327783346176,
-0.00781598873436451,
0.004954429343342781,
-0.047533001750707626,
-0.02743774838745594,
-0.02743971161544323,
-0.029800474643707275,
-0.011029618792235851,
-0.02095090039074421,
-0.024926230311393738,
-0.02734147198498249,
-0.03498173505067825,
0.011515005491673946,
-0.0012641835492104292,
0.0025027585215866566,
-0.0011196271516382694,
-0.024485619738698006,
-0.054196715354919434,
-0.022557595744729042,
-0.020403720438480377,
-0.02293454110622406,
0.054240647703409195,
-0.029228264465928078,
0.021655211225152016,
-0.035008884966373444,
-0.005927366204559803,
-0.0037411372177302837,
-0.0258424561470747,
0.0009775154758244753,
-0.06225571408867836,
0.029040848836302757,
0.04987239092588425,
0.055918265134096146,
-0.003259457880631089,
-0.014336167834699154,
-0.0021336909849196672,
-0.055002469569444656,
0.017712146043777466,
0.00829348899424076,
-0.014932768419384956,
0.002968172077089548,
0.001516283373348415,
0.11505702883005142,
-0.002340820850804448,
-0.03147967532277107,
0.05054917559027672,
0.017688807100057602,
0.03704587370157242,
0.029708396643400192,
-0.03965139389038086,
0.010624129325151443,
0.023739896714687347,
-0.002932325005531311,
-0.033251918852329254,
0.018282724544405937,
0.029174283146858215,
-0.016487162560224533,
-0.04404911771416664,
0.05091121420264244,
-0.00764978164806962,
-0.026304783299565315,
0.028013333678245544,
0.024372048676013947,
0.01776118576526642,
-0.04934390261769295,
-0.011979861184954643,
0.005671993363648653,
-0.05618392303586006,
-0.03975832834839821,
-0.012808868661522865,
0.0509905144572258,
-0.011027633212506771,
-0.02856796234846115,
0.031002558767795563,
-0.04400274157524109,
0.04743796959519386,
-0.01943368837237358,
-0.0017778240144252777,
-0.00814278144389391,
0.002344815293326974,
0.030718736350536346,
-0.007324949838221073,
-0.041657377034425735,
-0.013863597996532917,
0.03993038460612297,
-0.008427677676081657,
0.02753012254834175,
0.03913421183824539,
0.004073389805853367,
-0.015007378533482552,
0.007264630403369665,
-0.019633609801530838,
-0.014768986962735653,
0.03622587025165558,
0.008830703794956207,
-0.02081695757806301,
-0.03332359343767166,
0.038323890417814255,
0.025351200252771378,
-0.024565935134887695,
0.0004622639389708638,
0.039284054189920425,
-0.014607260003685951,
0.004555529449135065,
0.019999366253614426,
-0.001887016580440104,
0.010666435584425926,
-0.0026782697532325983,
0.021511584520339966,
-0.05825568363070488,
0.04046589881181717,
0.012978711165487766,
0.008679819293320179,
-0.028161225840449333,
0.00931787583976984,
-0.04118102043867111,
0.012930765748023987,
0.02614087238907814,
-0.003848302410915494,
0.053990669548511505,
-0.023292776197195053,
-0.02760520577430725,
0.046342071145772934,
-0.033353060483932495,
0.03551754727959633,
0.018711229786276817,
-0.06548706442117691,
-0.05999324098229408,
0.012091746553778648,
0.07432939112186432,
-0.02330159768462181,
0.043984901160001755,
0.010087719187140465,
-0.05351825803518295,
0.05855617672204971,
-0.05380197614431381,
-0.017412342131137848,
-0.0015030880458652973,
0.060034699738025665,
-0.011594169773161411,
0.01215050183236599,
0.00007366939826169983,
-0.006882989779114723,
-0.04904221370816231,
-0.03572438657283783,
-0.009716063737869263,
0.028951535001397133,
0.010206346400082111,
-0.014754319563508034,
0.00229358347132802,
-0.005944345146417618,
-0.04074209928512573,
-0.04567912220954895,
-0.0035479471553117037,
0.013567040674388409,
-0.0479777529835701,
0.07699231058359146,
-0.029660992324352264,
0.05570337548851967,
0.0405331514775753,
-0.056104183197021484,
-0.003989779390394688,
0.013975529000163078,
-0.07498236000537872,
-0.06828931719064713,
0.05677926912903786,
-0.015802035108208656,
0.007654384709894657,
0.04165089502930641,
0.0032422388903796673,
0.053741343319416046,
-0.01971299760043621,
0.05816483497619629,
0.036150772124528885,
0.027149615809321404,
-0.01965039223432541,
0.008537056855857372,
-0.01939806528389454,
-0.07103650271892548,
0.05010935664176941,
-0.009600894525647163,
-0.004522736184298992,
-0.1118621975183487,
-0.0489824041724205,
-0.0012912951642647386,
0.002953974064439535,
0.010340824723243713,
0.01994703896343708,
-0.06106005981564522,
-0.10565267503261566,
0.07277855277061462,
0.03766714781522751,
-0.00017490795289631933,
0.002954919124022126,
-0.043395303189754486,
-0.0245345626026392,
-0.028807345777750015,
-0.034879881888628006,
-0.03307315334677696,
0.05088857561349869,
-0.009684915654361248,
0.02298508584499359,
0.055933188647031784,
-0.0275527723133564,
-0.020094333216547966,
-0.023725369945168495,
0.035868607461452484,
0.04232185706496239,
-0.03757413849234581,
-0.004109384026378393,
-0.02893390692770481,
0.021202126517891884,
0.04613657295703888,
-0.0360298827290535,
-0.010668848641216755,
0.06926275789737701,
-0.005245949141681194,
-0.05482121929526329,
0.006547780707478523,
0.003766697831451893,
0.06770485639572144,
0.0319107323884964,
-0.039426811039447784,
-0.020189858973026276,
-0.037268515676259995,
-0.028299475088715553,
0.07393606007099152,
0.03272545710206032,
0.0012765278806909919,
-0.018415197730064392,
0.0417177751660347,
-0.011687371879816055,
-0.019703449681401253,
-0.03481856733560562,
-0.03477107360959053,
-0.1041329875588417,
0.06692415475845337,
0.03517722710967064,
-0.016663411632180214,
0.02343452349305153,
0.025590134784579277
] |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.