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Exact pseudopolynomial algorithms for a balanced 2-clustering problem. / Kel’manov, A. V.; Motkova, A. V.
в: Journal of Applied and Industrial Mathematics, Том 10, № 3, 01.07.2016, стр. 349-355.Результаты исследований: Научные публикации в периодических изданиях › статья › Рецензирование
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TY - JOUR
T1 - Exact pseudopolynomial algorithms for a balanced 2-clustering problem
AU - Kel’manov, A. V.
AU - Motkova, A. V.
PY - 2016/7/1
Y1 - 2016/7/1
N2 - We consider the strongly NP-hard problem of partitioning a set of Euclidean points into two clusters so as to minimize the sum (over both clusters) of the weighted sum of the squared intracluster distances from the elements of the clusters to their centers. The weights of sums are the sizes of the clusters. The center of one cluster is given as input, while the center of the other cluster is unknown and determined as the average value over all points in the cluster (as the geometric center). Two variants of the problems are analyzed in which the cluster sizes are either given or unknown. We present and prove some exact pseudopolynomial algorithms in the case of integer components of the input points and fixed space dimension.
AB - We consider the strongly NP-hard problem of partitioning a set of Euclidean points into two clusters so as to minimize the sum (over both clusters) of the weighted sum of the squared intracluster distances from the elements of the clusters to their centers. The weights of sums are the sizes of the clusters. The center of one cluster is given as input, while the center of the other cluster is unknown and determined as the average value over all points in the cluster (as the geometric center). Two variants of the problems are analyzed in which the cluster sizes are either given or unknown. We present and prove some exact pseudopolynomial algorithms in the case of integer components of the input points and fixed space dimension.
KW - balanced clustering
KW - Euclidean space
KW - exact pseudopolynomial algorithm
KW - fixed space dimension
KW - integer inputs
KW - NP-hardness
UR - http://www.scopus.com/inward/record.url?scp=84983502949&partnerID=8YFLogxK
U2 - 10.1134/S1990478916030054
DO - 10.1134/S1990478916030054
M3 - Article
AN - SCOPUS:84983502949
VL - 10
SP - 349
EP - 355
JO - Journal of Applied and Industrial Mathematics
JF - Journal of Applied and Industrial Mathematics
SN - 1990-4789
IS - 3
ER -
ID: 25548217