Probably certifiably correct k-means clustering

26 Sep 2015Takayuki IguchiDustin G. MixonJesse PetersonSoledad Villar

Recently, Bandeira [arXiv:1509.00824] introduced a new type of algorithm (the so-called probably certifiably correct algorithm) that combines fast solvers with the optimality certificates provided by convex relaxations. In this paper, we devise such an algorithm for the problem of k-means clustering... (read more)

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