predictive performance of classification learning algorithms. In recent years, the area under
the ROC (Receiver Operating Characteristics) curve, or simply AUC, has been proposed as
an alternative single-number measure for evaluating learning algorithms. In this paper, we
prove that AUC is a better measure than accuracy. More specifically, we present rigourous
definitions on consistency and discriminancy in comparing two evaluation measures for …