Directly and Efficiently Optimizing Prediction Error and AUC of Linear Classifiers

Hiva Ghanbari, Katya Scheinberg

The predictive quality of machine learning models is typically measured in terms of their (approximate) expected prediction error or the so-called Area Under the Curve (AUC) for a…