PAC-Bayesian AUC classification and scoring

James Ridgway, Pierre Alquier, Nicolas Chopin +1

We develop a scoring and classification procedure based on the PAC-Bayesian approach and the AUC (Area Under Curve) criterion. We focus initially on the class of linear score funct…