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Latent Transition Analysis×Exploratory Structural Equation Modeling×
ValdkondPsühhomeetriaPsühhomeetria
PerekondLatent structureLatent structure
Tekkeaasta20022009
LoojaLinda M. Collins, Stephanie T. LanzaTihomir Asparouhov, Bengt Muthén
TüüpMarkovian transition between latent statesHybrid exploratory-confirmatory factor modeling
AlgallikasCollins, L. M., & Lanza, S. T. (2010). Latent Class and Latent Transition Analysis: With Applications in the Social, Behavioral, and Health Sciences. Wiley. ISBN: 9780470228395Asparouhov, T., & Muthén, B. (2009). Exploratory structural equation modeling. Structural Equation Modeling, 16(3), 397-438. DOI ↗
RööpnimetusedLTAESEM
Seotud45
KokkuvõteLatent Transition Analysis (LTA) is a method for studying transitions between latent classes over time, developed by Collins and Lanza (2010). LTA combines latent class analysis (grouping individuals into classes) with Markovian transition models to understand how people move between qualitatively distinct states across time periods.Exploratory Structural Equation Modeling (ESEM) is a hybrid approach that combines exploratory factor analysis (EFA) with confirmatory factor analysis (CFA) and path modeling, developed by Asparouhov and Muthén (2009). ESEM relaxes restrictive zero-loading assumptions of traditional CFA, allowing all indicators to load on all factors, which can reveal cross-factor complexity and improve model fit while retaining the ability to test substantive structural theories.
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