Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification

Courtney Franzen, Farhad Pourkamali-Anaraki

Neural network classifiers trained with cross-entropy loss achieve strong predictive accuracy but lack the capability to provide inherent predictive uncertainty estimates, thus req…