Optimal Decision-Theoretic Classification Using Non-Decomposable Performance Metrics

Nagarajan Natarajan, Oluwasanmi Koyejo, Pradeep Ravikumar +1

We provide a general theoretical analysis of expected out-of-sample utility, also referred to as decision-theoretic classification, for non-decomposable binary classification metri…