Models for discrete longitudinal data
93,71 $

Models for discrete longitudinal data

MOLENBERGHS GEERT, VERBEKE GEERT


Models for discrete longitudinal data

MOLENBERGHS GEERT, VERBEKE GEERT

93,71 $ 93,71 $
Régulier: 93,71 $
Rabais: 0,00 $ (0%)
Livre numérique non disponible
Résumé

"About this book


This book provides a comprehensive treatment on modeling approaches for non-Gaussian repeated measures, possibly subject to incompleteness. The authors begin with models for the full marginal distribution of the outcome vector. This allows model fitting to be based on maximum likelihood principles, immediately implying inferential tools for all parameters in the models. At the same time, they formulate computationally less complex alternatives, including generalized estimating equations and pseudo-likelihood methods. They then briefly introduce conditional models and move on to the random-effects family, encompassing the beta-binomial model, the probit model and, in particular the generalized linear mixed model. Several frequently used procedures for model fitting are discussed and differences between marginal models and random-effects models are given attention.

The authors consider a variety of extensions, such as models for multivariate longitudinal measurements, random-effects models with serial correlation, and mixed models with non-Gaussian random effects. They sketch the general principles for how to deal with the commonly encountered issue of incomplete longitudinal data. The authors critique frequently used methods and propose flexible and broadly valid methods instead, and conclude with key concepts of sensitivity analysis.

Without putting too much emphasis on software, the book shows how the different approaches can be implemented within the SAS software package. The text is organized so that the reader can skip the software-oriented chapters and sections without breaking the logical flow.

From the reviews:

"Strengths of this book include its breadth of topics, excellent organization and clarity of writing...I highly recommend this book to my colleagues and students." -Justine Shults for the Journal of Biopharmaceutical Statistics, Issue 3, 2006



"


Détails
Titre
Models for discrete longitudinal data
Prix
93,71 $
Sujet
Format Poche
Non
Langue
Français/French
ISBN
0387289801
Code Interne
1570441
Numéro de produit
1570441
Format numérique
pdf
Disponibilité
AT BE BG BL CA CH CY CZ DE DK EE ES FI FR GB GF GP GR HU IE IT LT LU LV MC MF MQ MT NC NL PF PL PM PT RE RO SE SI SK TF WF YT
Protection
Adobe DRM
Entrepôt Numérique
NUMILOG

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