AUC Optimisation and Collaborative Filtering

Charanpal Dhanjal, Romaric Gaudel, Stephan Clemencon

In recommendation systems, one is interested in the ranking of the predicted items as opposed to other losses such as the mean squared error. Although a variety of ways to evaluate…