A method for generating simulated plasmodes and artificial test clusters with user-defined shape, size, and orientation

Citation
Ng. Waller et al., A method for generating simulated plasmodes and artificial test clusters with user-defined shape, size, and orientation, MULTIV BE R, 34(2), 1999, pp. 123-142
Citations number
36
Categorie Soggetti
Psycology
Journal title
MULTIVARIATE BEHAVIORAL RESEARCH
ISSN journal
00273171 → ACNP
Volume
34
Issue
2
Year of publication
1999
Pages
123 - 142
Database
ISI
SICI code
0027-3171(1999)34:2<123:AMFGSP>2.0.ZU;2-C
Abstract
We present a simple method for generating simulated plasmodes and artificia l test clusters with user-defined shape, size, and orientation. Our method differs from other cluster generation techniques in that it focuses on the validity of the duster indicators. For J clusters, indicator validity is de fined as the squared correlation ratio between the cluster indicator (i.e., the observed variable) and J-1 dummy variables. The within-cluster correla tion structure and the univariate distributions of the cluster indicators a re specified with procedures outlined by Fleishman (1978) and Vale and Maur elli (1983). Simulation results illustrate the utility of the method for cl uster analysis evaluation research.