Fig. 6

LDA classification accuracy. Classification accuracy of the LDA classifier during sequential forward feature selection for a the sheep and b rhinoceros datasets. Since only three behaviours were classified for the rhinoceros dataset, the classifier was more prone to over-fitting the development set, which results in lower performance on the independent test set when the number of features exceeds 15