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Missing data in longitudinal studies : strategies for Bayesian modeling and sensitivity analysis

Author: Michael Joseph Daniels; Joseph W Hogan
Publisher: Boca Raton : Chapman & Hall/CRC, ©2008.
Series: Monographs on statistics and applied probability (Series), 109.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
Focuses on how to handle missing data in longitudinal studies, offering coverage of models for longitudinal data, missing data mechanisms, and various approaches to sensitivity analysis. This book presents an overview of methods for dealing with missing data, with particular emphasis on handling dropout and causal inference.
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Daniels, Michael Joseph.
Missing data in longitudinal studies.
Boca Raton : Chapman & Hall/CRC, ©2008
(DLC) 2007040408
(OCoLC)173683726
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Michael Joseph Daniels; Joseph W Hogan
ISBN: 9781420011180 1420011189
OCLC Number: 235259461
Description: 1 online resource (xx, 303 pages) : illustrations.
Contents: Description of motivating examples --
Regression models --
Methods of Bayesian inference --
Worked examples using complete data --
Missing data mechanisms and longitudinal data --
Inference about full-data parameters under ignorability --
Case studies : ignorable missingness --
Models for handling nonignorable missingness --
Informative priors and sensitivity analysis --
Case studies : nonignorable missingness.
Series Title: Monographs on statistics and applied probability (Series), 109.
Responsibility: Michael J. Daniels, Joseph W. Hogan.

Abstract:

Offers a unified Bayesian approach to handle missing data in longitudinal studies. This book contains examples and case studies on aging and HIV. It describes assumptions that include MAR and  Read more...

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The authors combine their expertise in longitudinal data and Bayesian inference to missing data problems to give an overview of methods that can be used in various longitudinal studies. ... the Read more...

 
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