Longitudinal Data Analysis

Couverture
Garrett Fitzmaurice, Marie Davidian, Geert Verbeke, Geert Molenberghs
CRC Press, 11 août 2008 - 632 pages
Although many books currently available describe statistical models and methods for analyzing longitudinal data, they do not highlight connections between various research threads in the statistical literature. Responding to this void, Longitudinal Data Analysis provides a clear, comprehensive, and unified overview of state-of-the-art theory
 

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Table des matières

Advances in longitudinal data analysis An historical perspective
3
Parametric Modeling of Longitudinal Data
29
Parametric modeling of longitudinal data Introduction and overview
31
Generalized estimating equations for longitudinal data analysis
43
Generalized linear mixedeffects models
79
Nonlinear mixedeffects models
107
Growth mixture modeling Analysis with nonGaussian random effects
143
Targets of inference in hierarchical models for longitudinal data
167
Joint models for longitudinal data Introduction and overview
319
Joint models for continuous and discrete longitudinal data
327
Randomeffects models for joint analysis of repeatedmeasurement and timetoevent outcomes
349
Joint models for highdimensional longitudinal data
367
Incomplete Data
393
Incomplete data Introduction and overview
395
Selection and patternmixture models
409
Sharedparameter models
433

NonParametric and SemiParametric Methods for Longitudinal Data
189
Nonparametric and semiparametric regression methods Introduction and overview
191
Nonparametric and semiparametric regression methods for longitudinal data
199
Functional modeling of longitudinal data
223
Smoothing spline models for longitudinal data
253
Penalized spline models for longitudinal data
291
Joint Models for Longitudinal Data
317
Inverse probability weighted methods
453
Multiple imputation
477
Sensitivity analysis for incomplete data
501
Estimation of the causal effects of timevarying exposures
553
Author Index
601
Subject Index
613
Droits d'auteur

Expressions et termes fréquents

Informations bibliographiques