In recent years great strides have been made in improving the accuracy of recommender systems from the point-of-view of their ability to predict users’ ratings for unrated content given a database of past ratings. In a context where the system should ultimately recommend a list of items to the end-user, such accurate rating predictions can be seen as just one possible input into the decision sy...