The Power of Subsampling in Submodular Maximization

Christopher Harshaw, Ehsan Kazemi, Moran Feldman, Amin Karbasi

Abstract: We propose subsampling as a unified algorithmic technique for submodular maximization in centralized and online settings. The idea is simple: independently sample elements from the ground set and u...