Classifier Calibration with ROC-Regularized Isotonic Regression

Eugene Berta, Francis Bach, Michael Jordan

Calibration of machine learning classifiers is necessary to obtain reliable and interpretable predictions, bridging the gap between model confidence and actual probabilities. One p…