Improved analysis of D2-sampling based PTAS for k-means and other Clustering problems

preprint2014arXivOpen access

Abstract

We give an improved analysis of the simple D2D^2-sampling based PTAS for the kk-means clustering problem given by Jaiswal, Kumar, and Sen (Algorithmica, 2013). The improvement on the running time is from O(nd⋅2O~(k2/ε))O\left(nd \cdot 2^{\tilde{O}(k^2/ε)}\right) to O(nd⋅2O~(k/ε))O\left(nd \cdot 2^{\tilde{O}(k/ε)}\right).

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