Class-Weighted Classification: Trade-offs and Robust Approaches

Ziyu Xu, Chen Dan, Justin Khim, Pradeep Ravikumar

Abstract: We consider imbalanced classification, the problem in which a label may have low marginal probability relative to other labels, by weighting losses according to the correct class. First, we examine...