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
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.