]> BibSonomy publications for /bibtex/105d873514339648dae0b6009fe1e0133 http://www.bibsonomy.org/burst/bibtex/105d873514339648dae0b6009fe1e0133 BibSonomy BuRST Feed for /bibtex/105d873514339648dae0b6009fe1e0133 2008-10-12T07:51:06+02:00 A geometric approach to cluster validity for normal mixtures SpringerLink - Journal Articlehttp://www.bibsonomy.org/bibtex/26c2a17868951a4a270f42332355d132b/hotho hotho 2007-12-20T20:42:44+01:00 cluster evaluation index
A geometric approach to cluster validity for normal mixtures
J. C. Bezdek and W. Q. Li and Y. Attikiouzel and M. Windham Soft Computing - A Fusion of Foundations, Methodologies and Applications 1 166--179 (1997)
to cluster evaluation index by hotho on 2007-12-20 20:42:44 ]]> Soft Computing - A Fusion of Foundations, Methodologies and Applications#dec#4166--179A geometric approach to cluster validity for normal mixtures11997cluster evaluation index 2007-12-20 20:42:44.0We study indices for choosing the correct number of components in a mixture of normal distributions. Previous studies have been confined to indices based wholly on probabilistic models. Viewing mixture decomposition as probabilistic clustering (where the emphasis is on partitioning for geometric substructure) as opposed to parametric estimation enables us to introduce both fuzzy and crisp measures of cluster validity for this problem. We presume the underlying samples to be unlabeled, and use the expectation-maximization (EM) algorithm to find clusters in the data. We test 16 probabilistic, 3 fuzzy and 4 crisp indices on 12 data sets that are samples from bivariate normal mixtures having either 3 or 6 components. Over three run averages based on different initializations of EM, 10 of the 23 indices tested for choosing the right number of mixture components were correct in at least 9 of the 12 trials. Among these were the fuzzy index of Xie-Beni, the crisp Davies-Bouldin index, and two crisp indices that are recent generalizations of Dunn's index. ER - A geometric approach to cluster validity for normal mixtures. dblphttp://www.bibsonomy.org/bibtex/279a5c5badd2f3989772bea2d0a207b96/dblp dblp 2007-03-01T00:00:00+01:00 dblp
A geometric approach to cluster validity for normal mixtures.
James C. Bezdek and Wanqing Li and Yianni Attikiouzel and Michael P. Windham Soft Comput. 1 166-179 (1997)
to dblp by dblp on 2007-03-01 00:00:00 ]]> Soft Comput.4166-179A geometric approach to cluster validity for normal mixtures.11997dblp 2007-03-01 00:00:00.0