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JOURNALS // Diskretnyi Analiz i Issledovanie Operatsii // Archive

Diskretn. Anal. Issled. Oper., 2016 Volume 23, Issue 2, Pages 21–40 (Mi da843)

This article is cited in 8 papers

Fully polynomial-time approximation scheme for a sequence $2$-clustering problem

A. V. Kel'manovab, S. A. Khamidullinb, V. I. Khandeevb

a Novosibirsk State University, 2 Pirogova St., 630090 Novosibirsk, Russia
b Sobolev Institute of Mathematics, 4 Koptyug Ave., 630090 Novosibirsk, Russia

Abstract: We consider a strongly NP-hard problem of partitioning a finite sequence of points in Euclidean space into two clusters minimizing the sum over both clusters of intra-cluster sum of squared distances from the clusters elements to their centers. The sizes of the clusters are fixed. The centroid of the first cluster is defined as the mean value of all vectors in the cluster, and the center of the second one is given in advance and is equal to 0. Additionally, the partition must satisfy the restriction that for all vectors in the first cluster the difference between the indices of two consequent points from this cluster is bounded from below and above by some given constants. We present a fully polynomial-time approximation scheme for the case of fixed space dimension. Bibliogr. 27.

Keywords: partitioning, sequence, Euclidean space, minimum sum-of-squared distances, NP-hardness, FPTAS.

UDC: 519.16+519.85

Received: 15.09.2015
Revised: 12.01.2016

DOI: 10.17377/daio.2016.23.511


 English version:
Journal of Applied and Industrial Mathematics, 2016, 10:2, 209–219

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© Steklov Math. Inst. of RAS, 2024