Longitudinal Analysis With Regressions Among Random Effects: A Latent Variable Modeling Approach

A didactic discussion of a latent variable modeling approach is presented that addresses frequent empirical concerns of social, behavioral, and educational researchers involved in longitudinal studies. The method is suitable when the purpose is to analyze repeated measure data along several interrel...

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Published inStructural equation modeling Vol. 14; no. 1; pp. 146 - 169
Main Author Raykov, Tenko
Format Journal Article
LanguageEnglish
Published Taylor & Francis 01.01.2007
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ISSN1070-5511
1532-8007
DOI10.1080/10705510709336741

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Abstract A didactic discussion of a latent variable modeling approach is presented that addresses frequent empirical concerns of social, behavioral, and educational researchers involved in longitudinal studies. The method is suitable when the purpose is to analyze repeated measure data along several interrelated dimensions and to explain some of the associated patterns of change in terms of other developmental patterns via regressions among random effects. The procedure utilizes the framework of latent variable modeling and in addition is readily applicable when not all subjects provide complete records on all assessments and variables. The approach is illustrated with data from a cognitive intervention study.
AbstractList A didactic discussion of a latent variable modeling approach is presented that addresses frequent empirical concerns of social, behavioral, and educational researchers involved in longitudinal studies. The method is suitable when the purpose is to analyze repeated measure data along several interrelated dimensions and to explain some of the associated patterns of change in terms of other developmental patterns via regressions among random effects. The procedure utilizes the framework of latent variable modeling and in addition is readily applicable when not all subjects provide complete records on all assessments and variables. The approach is illustrated with data from a cognitive intervention study.
Author Raykov, Tenko
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Title Longitudinal Analysis With Regressions Among Random Effects: A Latent Variable Modeling Approach
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