Performance evaluation of some clustering algorithms and validity indices

Maulik, Ujjwal; Bandyopadhyay, Sanghamitra

doi:10.1109/tpami.2002.1114856

Public

Performance evaluation of some clustering algorithms and validity indices

Published in IEEE Transactions on Pattern Analysis and Machine Intelligence • Dec 1, 2002

Authors:

Ujjwal Maulik

Sanghamitra Bandyopadhyay

Abstract

In this article, we evaluate the performance of three clustering algorithms, hard K-Means, single linkage, and a simulated annealing (SA) based technique, in conjunction with four cluster validity indices, namely Davies-Bouldin index, Dunn's index, Calinski-Harabasz index, and a recently developed i...

Subject

Cluster analysis

Single-linkage clustering

Partition (number theory)

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