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Research Article TheScientificWorldJOURNAL (2011) 11, 42 76 TSW Child Health & Human Development ISSN 1537-744X; DOI *Corresponding author. 2011 with author. Published by TheScientificWorld; 42 Longitudinal Data Analyses Using Linear Mixed Models in SPSS: Concepts, Procedures and Illustrations Daniel Shek1,2,3,4,5,* and Cecilia Ma1 1 Department of Applied Social Sciences and 2 Public Policy Research Institute, The Hong Kong Polytechnic University, Hong Kong, ; 3 Kiang Wu Nursing College of Macau, Macau, ; 4 Division of Adolescent Medicine, Department of Pediatrics, University of Kentucky College of Medicine, Lexington, KY.
KEYWORDS: linear mixed models, hierarchical linear models, longitudinal data analysis, SPSS, Project P.A.T.H.S. INTRODUCTION How can we analyze interindividual differences in intraindividual changes over time? Traditionally, researchers used generalized linear models (GLM), such as analysis of variance (ANOVA) and analysis
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