Longitudinal Data Analysis

Cover......Page 1
Title......Page 4
Copyright......Page 5
Dedication......Page 6
Contents......Page 7
Preface......Page 9
Editors......Page 11
Contributors......Page 13
PART I: Introduction and Historical Overview......Page 16
CHAPTER 1: Advances in longitudinal data analysis: An historical perspective......Page 18
PART II: Parametric Modeling of Longitudinal Data......Page 44
CHAPTER 2: Parametric modeling of longitudinal data: Introduction and overview......Page 46
CHAPTER 3: Generalized estimating equations for longitudinal data analysis......Page 58
CHAPTER 4: Generalized linear mixed-effects models......Page 94
CHAPTER 5: Non-linear mixed-effects models......Page 122
CHAPTER 6: Growth mixture modeling: Analysis with non-Gaussian random effects......Page 158
CHAPTER 7: Targets of inference in hierarchical models for longitudinal data......Page 182
PART III: Non-Parametric and Semi-Parametric Methods for Longitudinal Data......Page 204
CHAPTER 8: Non-parametric and semi-parametric regression methods: Introduction and overview......Page 206
CHAPTER 9: Non-parametric and semi-parametric regression methods for longitudinal data......Page 214
CHAPTER 10: Functional modeling of longitudinal data......Page 238
CHAPTER 11: Smoothing spline models for longitudinal data......Page 268
CHAPTER 12: Penalized spline models for longitudinal data......Page 306
PART IV: Joint Models for Longitudinal Data......Page 332
CHAPTER 13: Joint models for longitudinal data: Introduction and overview......Page 334
CHAPTER 14: Joint models for continuous and discrete longitudinal data......Page 342
CHAPTER 15: Random-effects models for joint analysis of repeated-measurement and time-to-event outcomes......Page 364
CHAPTER 16: Joint models for high-dimensional longitudinal data......Page 382
PART V: Incomplete Data......Page 408
CHAPTER 17: Incomplete data: Introduction and overview......Page 410
CHAPTER 18: Selection and pattern-mixture models......Page 424
CHAPTER 19: Shared-parameter models......Page 448
CHAPTER 20: Inverse probability weighted methods......Page 468
CHAPTER 21: Multiple imputation......Page 492
CHAPTER 22: Sensitivity analysis for incomplete data......Page 516
CHAPTER 23: Estimation of the causal effects of time-varying exposures......Page 568
Author Index......Page 616
Subject Index......Page 628