Properties of the Hubert-Arabie adjusted Rand index

Psychological Methods
Douglas Steinley

Abstract

This article provides an investigation of cluster validation indices that relates 4 of the indices to the L. Hubert and P. Arabie (1985) adjusted Rand index--the cluster validation measure of choice (G. W. Milligan & M. C. Cooper, 1986). It is shown how these other indices can be "roughly" transformed into the same scale as the adjusted Rand index. Furthermore, in-depth explanations are given of why classification rates should not be used in cluster validation research. The article concludes by summarizing several properties of the adjusted Rand index across many conditions and provides a method for testing the significance of observed adjusted Rand indices.

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Citations

May 24, 2011·Social Psychiatry and Psychiatric Epidemiology·Jeremy CoidSimone Ullrich
Sep 1, 2008·Psychometrika·Matthijs J Warrens
Jun 21, 2006·Psychological Methods·Douglas Steinley
Sep 7, 2006·Psychological Methods·Michael J Brusco, Douglas Steinley
Feb 16, 2011·Journal of Abnormal Psychology·Kenneth J SherDouglas Steinley
Apr 30, 2008·Journal of Personality Assessment·Robert E McGrath
Jan 1, 2007·Multivariate Behavioral Research·Douglas Steinley, Roderick P McDonald
Oct 1, 2010·Structural Equation Modeling : a Multidisciplinary Journal·Gitta Lubke, Stephen Tueller
Jun 29, 2010·Structural Equation Modeling : a Multidisciplinary Journal·Stephen Tueller, Gitta Lubke
Feb 13, 2013·BMC Bioinformatics·Paulo J G LisboaSimon J Chambers
Apr 14, 2006·BMC Bioinformatics·Tricia A Thornton-WellsJonathan L Haines
Dec 15, 2012·PloS One·Victor Chukwudi OsamorSeydou Doumbia
May 15, 2013·PloS One·Kim De RooverEva Ceulemans
Jan 1, 2008·Multivariate Behavioral Research·Michael J BruscoGavin L Fox
Jan 1, 2008·Multivariate Behavioral Research·Douglas Steinley, Michael J Brusco
Apr 16, 2010·Law and Human Behavior·Andreas MokrosJoachim Nitschke
Jan 2, 2016·Behavior Research Methods·Emilie ShiremanMichael J Brusco
Nov 19, 2005·The British Journal of Mathematical and Statistical Psychology·Michael J Brusco, J Dennis Cradit
Nov 7, 2013·The British Journal of Mathematical and Statistical Psychology·Michael J Brusco, Douglas Steinley
Sep 12, 2015·IEEE/ACM Transactions on Computational Biology and Bioinformatics·Danilo Horta, Ricardo J G B Campello
Mar 3, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Ryan P BrowneMatthew D Sparling
Jan 1, 2010·IEEE Reviews in Biomedical Engineering·Rui Xu, Donald C Wunsch
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Dec 17, 2014·The British Journal of Mathematical and Statistical Psychology·Hans-Friedrich KöhnMichael J Brusco
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Nov 22, 2017·The British Journal of Mathematical and Statistical Psychology·Douglas Steinley, Michael J Brusco
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May 20, 2006·The British Journal of Mathematical and Statistical Psychology·Douglas Steinley

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