XMeans: Cluster data using the X-means algorithm.

URL:http://weka.sourceforge.net/doc.packages/XMeans
Author:Gabi Schmidberger, Malcom Ware and Mark Hall
Maintainer:Weka team <wekalist{[at]}list.scms.waikato.ac.nz>

Cluster data using the X-means algorithm.

X-Means is K-Means extended by an Improve-Structure part. In this part of the algorithm, the centers are attempted to be split. The decision between the children of each center and the center itself is done by comparing the BIC-values of the two structures.

For more information see:

Dan Pelleg, Andrew W. Moore: X-means: Extending K-means with Efficient Estimation of the Number of Clusters. In: Seventeenth International Conference on Machine Learning, 727-734, 2000.

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