31 December
Download Applied Longitudinal Analysis - Garrett Fitzmaurice, James Ware
Applied Longitudinal Analysis

Preface. Acknowledgments. PART I: INTRODUCTION TO LONGITUDINAL AND CLUSTERED DATA. 1. Longitudinal and Clustered Data. 2. Longitudinal Data: Basic Concepts. PART II: LINEAR MODELS FOR LONGITUDINAL CONTINUOUS DATA. 3. Overview of Linear for Longitudinal Data. 4. Estimation and Statistical Inference. 5. Modelling the Mean: Analyzing Response Profiles. 6. Modelling the Mean: Parametric Curves. 7. Modelling the Covariance. 8. Linear Mixed Effects Models. 9. Residual Analyses. PART III: GENERALIZED LINEAR MODELS FOR LONGITUDINAL DATA. 10. Review of Generalized Linear Models. 11. Marginal Models: Generalized Estimating Equations (GEE). 12. Generalized Linear Mixed Effects Models. 13. Contrasting Marginal and Mixed Effects Models. PART IV: ADVANCED TOPICS FOR LONGITUDINAL AND CLUSTERED DATA. 14. Missing Data and Dropout. 15. Some Aspects of the Design of Longitudinal Studies. 16. Repeated Measures and Related Designs. 17. Multilevel Models.

Author: Garrett Fitzmaurice, James Ware
Pages: 506 pages
Format: PDF
Size: 26.87 Mb
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