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The planar<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si1.gif" display="inline" overflow="scroll"><mml:mi>k</mml:mi></mml:math>-means problem is NP-hard

Theoretical Computer SciencePublished 11 June 2010
Meena Mahajan, Prajakta Nimbhorkar, Kasturi Varadarajan
Citations281
SJR quartileQ2
SJR score0.49
SNIP0.94

Abstract

In the k-means problem, we are given a finite set S of points in ℜm, and integer k≥1, and we want to find k points (centers) so as to minimize the sum of the square of the Euclidean distance of each point in S to its nearest center. We show that this well-known problem is NP-hard even for instances in the plane, answering an open question posed by Dasgupta (2007) [7].

Keywords

Computer Science