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Decision Tree Information gain The information gain is the loss of entropy (increase in information) that is caused by splitting with respect to attribute A Gain(A) = Info(D) â InfoA(D) (11) We pick A such that this gain is maximised. Karsten Borgwardt: Data Mining in Bioinformatics, Page 21