APA Dictionary of Psychology

latent class analysis (LCA)

Updated on 04/19/2018
a method for finding discrete subgroups of related cases (latent classes) from multivariate categorical data. For example, a health researcher might use latent class analysis to determine into which one of 10 diagnostic categories to place each individual in a group on the basis of the presence or absence of several distinct symptoms. The procedure is analogous to cluster analysis in that, from a given sample of cases measured on several variables, the researcher attempts to identify a smaller number of underlying dimensions upon which to classify them. The use of a categorical latent variable, however, is what distinguishes latent class analysis from more traditional clustering approaches such as factor analysis, which involve continuous latent variables. Also called latent class modeling.
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