diff --git "a/MiddlePhalanxOutlineAgeGroup/MiddlePhalanxOutlineAgeGroup_TRAIN.ts" "b/MiddlePhalanxOutlineAgeGroup/MiddlePhalanxOutlineAgeGroup_TRAIN.ts" new file mode 100644--- /dev/null +++ "b/MiddlePhalanxOutlineAgeGroup/MiddlePhalanxOutlineAgeGroup_TRAIN.ts" @@ -0,0 +1,437 @@ +#This series of 11 classification problems were created as part of +#Luke Davis's PhD titled "Predictive Modelling of Bone Ageing". They +#are all derived from the same images, extracted from Cao et al. +#"Digital hand atlas and web-based bone age assessment: system +#design and implementation". They are designed to test the efficacy +#of hand and bone outline detection and whether these outlines could +#be helpful in bone age prediction. Algorithms to automatically +#extract the hand outlines and then the outlines of three bones of +#the middle finger (proximal, middle and distal phalanges) were +#applied to over 1300 images, and three human evaluators labelled +#the output of the image outlining as correct or incorrect. This +#generated three classification problems: +#DistalPhalanxOutlineCorrect; MiddlePhalanxOutlineCorrect; and +#ProximalPhalanxOutlineCorrect. The next stage of the project was to +#use the outlines to predict information about the subjects age. The +#three problems DistalPhalanxOutlineAgeGroup, +#MiddlePhalanxOutlineAgeGroup and ProximalPhalanxOutlineAgeGroup +#involve using the outline of one of the phalanges to predict +#whether the subject is one of three age groups: 0-6 years old, 7-12 +#years old and 13-19 years old. Note that these problems are aligned +#by subject, and hence can be treated as a multi dimensional TSC +#problem. Problem Phalanges contains the concatenation of all three +#problems. Bone age estimation is usually performed by an expert +#with an algorithm called Tanner-Whitehouse. This involves scoring +#each bone into one of seven categories based on the stage of +#development. The final three bone image classification problems, +#DistalPhalanxTW, MiddlePhalanxTW and ProximalPhalanxTW, involve +#predicting the Tanner-Whitehouse score (as labelled by a human +#expert) from the outline. +@problemName MiddlePhalanxOutlineAgeGroup +@timeStamps false +@missing false +@univariate true +@equalLength true +@seriesLength 80 +@classLabel true 1 2 3 +@data 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