On the Consistency of AUC Pairwise Optimization

Wei Gao, Zhi-Hua Zhou

AUC (area under ROC curve) is an important evaluation criterion, which has been popularly used in many learning tasks such as class-imbalance learning, cost-sensitive learning, lea…