Latent Variable Models

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Relation to multilevel models

Papers on the relationship between the multilevel/mixed modeling and structural equation modeling (SEM) with latent variables:

  • Bauer, D.J. (2003). Estimating multilevel linear models as structural equation models. Journal of Educational and Behavioral Statistics, 28, 135-167. [1]
  • Curran, P.J. (2003). Have multilevel models been structural equation models all along? Multivariate Behavioral Research, 38, 529-569. [2]

Power analysis and sample size

  • Script generator (SPSS, R) to determine sample size and power on SEM models [3]
  • SAS macro, csmpower, for prospective and retrospective power analysis using RMSEA

Latent Class Analysis/Latent Transition Analysis

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