Latent Variables in Psychology and the Social Sciences
University of North Carolina at Chapel Hill
Abstract
The paper discusses the use of latent variables in psychology and social science research. Local independence, expected value true scores, and nondeterministic functions of observed variables are three types of definitions for latent variables. These definitions are reviewed and an alternative "sample realizations" definition is presented. Another section briefly describes identification, latent variable indeterminancy, and other properties common to models with latent variables. The paper then reviews the role of latent variables in multiple regression, probit and logistic regression, factor analysis, latent curve models, item response theory, latent class analysis, and structural equation models. Though…
Citation impact
- FWCI
- 9.47
- Percentile
- 100%
- References
- 95
Authors
1Topics & keywords
- Local independence
- Latent variable
- Latent class model
- Latent variable model
- Structural equation modeling
- Psychology
- Probit model
- Econometrics
- Reduced inequalities