A Large Deviation Bound for the Area Under the ROC Curve

Agarwal, Shivani, Graepel, Thore, Herbrich, Ralf, Roth, Dan

Neural Information Processing Systems 

The area under the ROC curve (AUC) has been advocated as an evaluation criterion for the bipartite ranking problem.

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