Probabilistic Submodular Maximization in Sub-Linear Time

Serban Stan, Morteza Zadimoghaddam, Andreas Krause, Amin Karbasi

Abstract: In this paper, we consider optimizing submodular functions that are drawn from some unknown distribution. This setting arises, e.g., in recommender systems, where the utility of a subset of items m...