Baojian Zhou

Does It Pay to Optimize AUC?

2023 · Proceedings of the AAAI Conference on Artificial Intelligence

The Area Under the ROC Curve (AUC) is an important model metric for evaluating binary classifiers, and many algorithms have been proposed to optimize AUC approximately. It raises the question of whether the generally insignificant …