Methods and applications of longitudinal data analysis. (2015)

• Record Type: Book
• Further Information: Note: Xian Liu.
• Authors: Liu, Xian
• Contents: 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; Appendix A: Orthogonal Polynomials; Appendix B: The Delta Method; Appendix C: Quasi-likelihood Functions and Properties; Appendix D: Model Specification and SAS Program for Random Coefficient Multinomial Logit Model on Health States among Older Americans; References; Subject Index
• Publisher Details: Amsterdam : Academic Press
• Publication Date: 2015
• Extent: 1 online resource
• Subjects: 001.42; Longitudinal method; Medicine -- Research -- Statistical methods; Biology -- Research -- Statistical methods; Human behavior -- Research -- Statistical methods
• Languages: English
• ISBNs: 9780128014820
• Related ISBNs: 9780128013427
• Notes: Note: Description based on CIP data; item not viewed.
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