Concentration Inequalities for Two-Sample Rank Processes with Application to Bipartite Ranking

Stéphan Clémençon, Myrto Limnios, Nicolas Vayatis

The ROC curve is the gold standard for measuring the performance of a test/scoring statistic regarding its capacity to discriminate between two statistical populations in a wide va…