k-means Requires Exponentially Many Iterations Even in the Plane

Author:

Vattani Andrea

Publisher

Springer Science and Business Media LLC

Subject

Computational Theory and Mathematics,Discrete Mathematics and Combinatorics,Geometry and Topology,Theoretical Computer Science

Reference17 articles.

1. Agarwal, P.K., Mustafa, N.H.: k-means projective clustering. In: Proceedings of the 23rd Symposium on Principles of Database Systems, pp. 155–165 (2004)

2. Arthur, D., Vassilvitskii, S.: How slow is the k-means method. In: Proceedings of the 22nd Annual Symposium on Computational Geometry, pp. 144–153 (2006)

3. Arthur, D., Vassilvitskii, S.: Worst-case and smoothed analysis of the ICP algorithm, with an application to the k-means method. SIAM J. Comput. 39(2), 766–782 (2009)

4. Arthur, D., Manthey, B., Röglin, H.: k-means has polynomial smoothed complexity. In: Proceedings of the 50th Annual IEEE Symposium on Foundations of Computer Science (2009)

5. Berkhin, P.: Survey of clustering data mining techniques. Technical report, Accrue Software, San Jose, CA, USA (2002)

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