Shape Invariant Cluster Validity Indices 1st Edition by Greet Frederix, Eric Pauwels 9783540240549

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ISBN 13: 9783540240549

Author: Greet Frederix; Eric J. Pauwels

This paper discusses two cluster validity indices that quantify the quality of a putative clustering in terms of label-homogeneity and connectivity. Because the indices are defined in terms of local data-density, they do not favour spherical or ellipsoidal clusters as other validity indices tend to do. A statistics-based decision framework is outlined that uses these indices to decide on the correct number of clusters.

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