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SR(M);p.a<p.d.a.length;){o=al(QR(p),38);if(N>o.b.a.length)break;else ++m}mU(m,M.a.length);dU(M.a,m,A)}}I=new CR;for(w=new SR(M);w.a<w.d.a.length;){v=al(QR(w),38);q=true;g=al(wR(v.b,0),48);for(p=new SR(I);p.a<p.d.a.length;){o=al(QR(p),38);for(G=new SR(o.b);G.a<G.d.a.length;){F=al(QR(G),48);if(g.b==F.b&&g.d==F.d&&g.e==F.e){q=false;break}}if(!q)break}q&&(I.a[I.a.length]=v,true)}return I}\n",
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Float values are accepted and have to be written using the dot '.'.<br>A form with two fields is available to compute the edit distance according the weights in the table.<br>Beware that the strings to compare must contain only characters among 01234567 (the freeman codes) because the algorithm has been optimized with this knowledge.\"));c=new pF;(fA(),c.L).className=TX;c.g[UX]='1';c.L.style[nV]=VX;c.L.style[mV]=WX;k=new kJ;jJ(k,(_F(),WF));k.L.style[nV]=VX;k.L.style[mV]='481px';hJ(k,new mE('<h3>Modifiy the weights of the freeman codes for the edit distance<\\/h3>'));d=new FF;d.L.className=gY;d.g[UX]='1';gF(d,0,0,'<b>Substitution<\\/b>');gF(d,0,1,'<b>0<\\/b>');gF(d,0,2,'<b>1<\\/b>');gF(d,0,3,'<b>2<\\/b>');gF(d,0,4,'<b>3<\\/b>');gF(d,0,5,'<b>4<\\/b>');gF(d,0,6,'<b>5<\\/b>');gF(d,0,7,'<b>6<\\/b>');gF(d,0,8,'<b>7<\\/b>');gF(d,1,0,'<b>0<\\/b>');gF(d,2,0,'<b>1<\\/b>');gF(d,3,0,'<b>2<\\/b>');gF(d,4,0,'<b>3<\\/b>');gF(d,5,0,'<b>4<\\/b>');gF(d,6,0,'<b>5<\\/b>');gF(d,7,0,'<b>6<\\/b>');gF(d,8,0,'<b>7<\\/b>');gF(d,9,0,'<b>Insertion<\\/b>');gF(d,10,0,'<b>Deletion<\\/b>');for(g=1;g<11;g++)for(j=1;j<9;j++)iF(d,g,j,new aN(g,j));for(h=1;h<9;h++)SF(d.f,h,hY);hJ(k,d);wF(al(c.e,33),0,0,3);iF(c,0,0,k);b=new kJ;jJ(b,WF);b.L.style[nV]=VX;b.L.style[mV]='218px';hJ(b,new mE('<h3>Compute the edit distance according to the given weights<\\/h3>'));l=new WI;l.L.style[nV]='90%';hJ(b,l);m=new WI;m.L.style[nV]='90%';hJ(b,m);e=new mE(SX);f=new mE(SX);a=new wC('Compute');uc(a,new $M(l,m,e,f),($h(),$h(),Zh));hJ(b,a);hJ(b,e);hJ(b,f);iF(c,3,0,b);hJ(this,c)}\nfunction hN(a){var b,c,d,e,f,g,h,j,k,l,m,n,o,p;kJ.call(this);hJ(this,new LL('This part of the appliaction allows to evaluate the recognition algorithm on the current database of examples. There is two ways available to evaluate:<ul><li>the <b>cross-valiation<\\/b>: the current database of examples is splitted in the given number of folds. Then the recognition algorithm is applied to label the examples of each fold using the other examples as training examples.<\\/li><li>the <b>test<\\/b>: the user selects a file on his computer containing a database of examples (the file format must be the same as the exported database files). Each example in this file are then labeled using the current database as training examples.<\\/li><\\/ul>For both methods, the user must select the number of nearest neighbors used in the kNN algorithm. The results are displayed in a confusion matrix indicating for each true class of examples the number of predicted classes along with the recognition accuracy.'));j=new pF;(fA(),j.L).className=TX;j.g[UX]='1';j.L.style[nV]=VX;j.L.style[mV]=WX;d=new kJ;jJ(d,(_F(),WF));d.L.className=gY;d.L.style[nV]=VX;d.L.style[mV]='525px';e=new mE('<h3>Confusion matrix<\\/h3>');hJ(d,e);iF(j,1,0,d);o=new kJ;jJ(o,WF);o.L.style[nV]=VX;o.L.style[mV]=_X;p=new iG;p.L.style[nV]=VX;gG(p,WF);c=new iG;hG(c,(dG(),bG));fG(c,new mE('Number of nearest neighbors k: '));m=new WI;m.L.style[nV]='30px';m.L[wX]='3';fG(c,m);f=new kJ;jJ(f,WF);hJ(f,new mE('<h3>Perform a cross-validation<\\/h3>'));g=new iG;hG(g,bG);n=new WI;n.L.style[nV]='30px';n.L[wX]='5';b=new wC('Launch a cross-validation with this number of folds:');uc(b,new iN(n,m,d,e,a),($h(),$h(),Zh));fG(g,b);fG(g,n);hJ(f,g);fG(p,f);l=new kJ;jJ(l,WF);hJ(l,new mE('<h3>Use a test file<\\/h3>'));k=new QU;k.L.multiple=false;h=new wC('Load a file containing a database and classify its examples');uc(h,new kN(k),(null,Zh));uc(k,new mN(k,h,m,d,e,a),(Th(),Th(),Sh));hJ(l,k);pc(k.L,false);hJ(l,h);fG(p,l);hJ(o,p);hJ(o,c);iF(j,0,0,o);hJ(this,j)}\nfunction mO(a){var b,c,d,e,f,g,h,j,k,l,m,n,o,p,q,r,s,t,u,v,w;kJ.call(this);hJ(this,new LL('This part of the application allows to draw an example with the mouse in the drawing area. After having drawn the example, several actions can be done in any order:<ul><li>Button <b>Compute the representation<\\/b>: show the encoded representation of the drawn example. This encoding is used to compute how close two examples are from each other.<\\/li><li>Button <b>Apply kNN with k = <\\/b>: apply the k Nearest Neighbor algorithm with the given k, the drawn example, and the current database of examples. As results are displayed the k nearest examples from the database (with regard to the weighted edit distance), the computation time and the majority class assigned to the drawn example.<\\/li><li>Button <b>Add to the class<\\/b>: add the drawn example in the database as member of the selected class in the drop box next to the button.<\\/li><\\/ul>'));j=new pF;(fA(),j.L).className=TX;j.g[UX]='1';j.L.style[nV]=VX;j.L.style[mV]=WX;g=new bO;g.L.style[nV]=jX;vF(al(j.e,33),0,0,1);wF(al(j.e,33),0,0,2);iF(j,0,0,g);s=new kJ;jJ(s,(_F(),WF));s.L.style[nV]=XX;s.L.style[mV]=YX;hJ(s,new mE('<h3>See the encoded representation of the example<\\/h3>'));u=new iG;f=Zc();f.L.style[nV]=ZX;f.L.width=200;f.L.style[mV]=ZX;f.L.height=200;f.L.className=$X;fG(u,f);k=new kJ;l=new mE(SX);hJ(k,l);v=new VI;v.L.style[nV]=ZX;v.L.style[mV]=_X;v.L[aY]=true;ec(v,jc(v.L)+'-'+bY,true);hJ(k,v);fG(u,k);hJ(s,u);t=new wC('Compute the representation');uc(t,new nO(g,l,v,f),($h(),$h(),Zh));hJ(s,t);vF(al(j.e,33),0,2,2);wF(al(j.e,33),0,2,2);iF(j,0,2,s);c=new kJ;jJ(c,WF);c.L.style[nV]='250px';c.L.style[mV]=_X;m=new mE('<h3>Add to the database<\\/h3>');hJ(c,m);q=new iG;hG(q,(dG(),bG));h=new EG;h.L.className='dropbox';h.L.multiple=false;for(p=0;p<10;p++)yG(h,dl(OX.charCodeAt(p))+'');n=new mE(SX);b=new wC('Add to the class');uc(b,new pO(h,g,a,b,n),(null,Zh));fG(q,b);fG(q,h);hJ(c,q);hJ(c,n);iF(j,0,1,c);d=new kJ;jJ(d,WF);d.L.style[nV]='250px';d.L.style[mV]=_X;o=new mE('<h3>Find nearest examples<\\/h3>');hJ(d,o);r=new iG;hG(r,bG);w=new WI;w.L.style[nV]='30px';w.L[wX]='3';e=new wC('Apply kNN with k = ');uc(e,new tO(this,w,t,g,a,h),(null,Zh));fG(r,e);fG(r,w);hJ(d,r);iF(j,1,0,d);this.a=new kJ;jJ(this.a,WF);cc(this.a,VX,YX);hJ(this.a,new mE(oY));vF(al(j.e,33),2,0,4);wF(al(j.e,33),2,0,2);iF(j,2,0,this.a);hJ(this,j)}\nfunction fz(b,c){var d,e,f,g,h,j,k,l,m,n,o,p,q,r,s,t,u,v,w,A,B,C,D,F,G,H,I,J,K,L,M,N,O,P,Q,R,S,T,U,V,W,X;b.h=null;if(b.b){return false}b.b=true;if(!b.g){b.b=false;b.i=0;return false}++b.i;if(b.i>10){b.b=false;b.i=0;throw xt(new gP('A possible infinite loop has been detected in a Cell Widget. This usually happens when your SelectionModel triggers a SelectionChangeEvent when SelectionModel.isSelection() is called, which causes the table to redraw continuously.'))}A=b.l;o=b.g;b.l=b.g;b.g=null;!c&&(c=[]);G=o.h;F=o.g;D=G+F;S=o.k.a.length;o.e=rP(0,sP(o.e,S-1));if((Lz(),Jz)==b.f){o.e=0;o.f=null}else if(o.a){o.f=S>0?yz(o,o.e):null}else if(o.f!=null){e=Yy(b,o,o.f,o.e);if(e>=0){o.e=e;o.f=S>0?yz(o,o.e):null}else{o.e=0;o.f=null}}try{if(Iz==b.f&&!!b.k&&o.n){B=A.m;s=!b.d||B==null?B:B;p=S>0?yz(o,o.e):null;m=!b.d||p==null?p:p;if(m!=null){C=B!=null&&sL(b.k,B);q=p!=null&&sL(b.k,p);if($(m,s)){q||(o.m=null)}else{C&&uL(b.k,B,false);o.m=p;p!=null&&!q&&uL(b.k,p,true)}}}}catch(a){a=wt(a);if(fl(a,17)){f=a;b.b=false;b.i=0;throw xt(f)}else throw xt(a)}j=o.a||A.e!=o.e||A.f==null&&o.f!=null;r=new bT;try{for(g=G;g<G+S;g++){T=wR(o.k,g-G);h=T!=null&&!!b.k&&sL(b.k,T);V=_S(A.l,nP(g));if(h){$S(o.l,nP(g));$S(r,nP(g));V||(c[c.length]=g,undefined)}else V&&(c[c.length]=g,undefined)}}catch(a){a=wt(a);if(fl(a,17)){f=a;b.b=false;b.i=0;throw xt(f)}else throw xt(a)}P=false;for(R=new SR(o.d);R.a<R.d.a.length;){Q=al(QR(R),29);U=Q.b;k=Q.a;k==0&&(P=true);for(g=U;g<U+k;g++){c[c.length]=g}}if(c.length>0&&j){Bd(c,A.e);Bd(c,o.e)}if(b.g){b.b=false;b.g.m=o.m;RP(b.g.l,r);j&&(b.g.a=true);o.b&&(b.g.b=true);Bd(c,A.e);Bd(c,o.e);if(fz(b,c)){return true}}l=Uy(c,G,D);J=l.a.length>0?(jU(0,l.a.length),al(l.a[0],29)):null;K=l.a.length>1?(jU(1,l.a.length),al(l.a[1],29)):null;N=0;for(I=new SR(l);I.a<I.d.a.length;){H=al(QR(I),29);N+=H.a}u=A.h;t=A.g;v=A.k.a.length;L=false;G!=u?(L=true):S<v?(L=true):!K&&!!J&&J.b==G&&(N>=v||N>t)?(L=true):N>=5&&N>0.3*v?(L=true):P&&v==0&&(L=true);W=(!b.g?b.l:b.g).k.a.length;X=(!b.g?b.l:b.g).j?sP((!b.g?b.l:b.g).g,(!b.g?b.l:b.g).i-(!b.g?b.l:b.g).h):(!b.g?b.l:b.g).g;W>=X?dx(b.m,(Xz(),Uz)):W==0?dx(b.m,(Xz(),Vz)):dx(b.m,(Xz(),Wz));try{if(L){new Ju;_w(b.m,o.k,b.k,o.b);bx(b.m)}else if(J){d=J.b;M=d-G;new Ju;O=new WQ(o.k,M,M+J.a);ax(b.m,O,M,b.k,o.b);if(K){d=K.b;M=d-G;new Ju;O=new WQ(o.k,M,M+K.a);ax(b.m,O,M,b.k,o.b)}bx(b.m)}else if(j){w=A.e;w>=0&&w<S&&cx(b.m,w,false,false);n=o.e;n>=0&&n<S&&cx(b.m,n,true,o.b)}}catch(a){a=wt(a);if(fl(a,73)){f=a;throw xt(new sd(f))}else throw xt(a)}finally{b.b=false}fz(b,null);return true}\nfunction zM(a){var b,c,d,e,f,g,h,j,k,l,m,n,o,p,q,r,s;kJ.call(this);hJ(this,new LL(\"This part of the application allows to browse the database of examples.<br>Selecting a class display the list of its examples. They have a colored border indicating their provenance (<span class='blue'>blue<\\/span>: default; <span class='green'>green<\\/span>: drawn by user).<br>Selecting an example brings:<ul><li>the encoded representation of the example<\\/li><li>a button <b>Remove example<\\/b> to remove the example from the current database<\\/li><\\/ul>Several options are available to modify the database:<ul><li>button <b>Download database<\\/b>: save the current database inside a text file (on the user's computer) for an eventual upcoming loading<\\/li><li>button <b>Load a database ...<\\/b>: wipe and replace the current database by the one in a file chosen by the user (on the user's computer)<\\/li><li>button <b>Reset the database<\\/b>: wipe and replace the current database by the default one (coming from the file DefaultDatabase.js)<\\/li><li>button <b>Use CNN algorithm<\\/b>: the Condensed Nearest Neighbor procedure remove from the classes their examples judged useless<\\/li><\\/ul>\"));j=new 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