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Cited by 482

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A Study of the Comparability of External Criteria for Hierarchical Cluster Analysis

Milligan, Glenn W., Cooper, Martha C.·1986·Multivariate Behavioral Research

Abstract

Five external criteria were used to evaluate the extent of recovery of the true structure in a hierarchical clustering solution. This was accomplished by comparing the partitions produced by the clustering algorithm with the partition that indicates the true cluster structure known to exist in the data. The five criteria examined were the Rand, the Morey and Agresti adjusted Rand, the Hubert and Arabie adjusted Rand, the Jaccard, and the Fowlkes and Mallows measures. The results of the study indicated that the Hubert and Arabie adjusted Rank index was best suited to the task of comparison across hierarchy levels. Deficiencies with the other measures are noted.

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Metadata

Authors
Milligan, G. W., & Cooper, M. C.
Venue
Multivariate Behavioral Research
Published
1986-10
Volume
21
Issue
4
Pages
441-458
ISSN
  • 0027-3171 (ISSN-L)
  • 1532-7906
OpenAlex
W2090634555
Cited by
482
References
1
FWCI
3.12
Type
journal article
Language
en
Open access
closed

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