Matthieu Doutreligne

Decision from Suboptimal Classifiers: Excess Risk Pre- and Post-Calibration

Probabilistic classifiers are central for making informed decisions under uncertainty. Based on the maximum expected utility principle, optimal decision rules can be derived using the posterior class probabilities and misclassification costs. Yet, in practice only learned approximations of the oracl…