TY - BOOK AU - Liu, Xian TI - Methods and Applications of Longitudinal Data Analysis SN - 9780128013427 U1 - 519.5 PY - 2016/// CY - London PB - Elsevier Inc. KW - Longitudinal Method N1 - 1. Introduction 2. Traditional Methods of Longitudinal Data Analysis 3. Linear Mixed-effects Models 4. Restricted Maximum Likelihood and Inference of Random Effects in Linear Mixed Models 5. Patterns of Residual Covariance Structure 6. Residual and Influence Diagnostics 7. Special Topics on Linear Mixed Models 8. Generalized Linear Mixed Models on Nonlinear Longitudinal Data 9. Generalized Estimating Equations Models (GEEs) 10. Mixed-effects Regression Model for Binary Longitudinal Data 11. Mixed-effects Multinomial Logit Model for Nominal Outcomes 12. Longitudinal Transition Models for Categorical Response Data 13. Latent Growth, Latent Growth Mixture, and Group-based Models 14. Methods for Handling Missing Data ER -