A Better k-means++ Algorithm via Local Search

Silvio Lattanzi, Christian Sohler

Abstract: In this paper, we develop a new variant of k-means++ seeding that in expectation achieves a constant approximation guarantee. We obtain this result by a simple combination of k-means++ sampling wit...