| #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 DistalPhalanxTW | |
| @timeStamps false | |
| @missing false | |
| @univariate true | |
| @equalLength true | |
| @seriesLength 80 | |
| @classLabel true 3 4 5 6 7 8 | |
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