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Timeseries-PILE / classification /UCR /DistalPhalanxOutlineAgeGroup /DistalPhalanxOutlineAgeGroup_TEST.ts
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#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 DistalPhalanxOutlineAgeGroup
@timeStamps false
@missing false
@univariate true
@equalLength true
@seriesLength 80
@classLabel true 1 2 3
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