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Multiple imputation and its application

Author: James R Carpenter; Michael G Kenward
Publisher: Chichester, West Sussex, UK : John Wiley & Sons, 2013.
Series: Statistics in practice.
Edition/Format:   eBook : Document : English : 1st edView all editions and formats
Summary:
"This book is written with three main aims; to provide a thorough introduction to the general MI methods, to provide a detailed discussion of the practical use of the MI method and to present real-world examples drawn from the field of biostatistics"--Provided by publisher.
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Carpenter, James R.
Multiple imputation and its application.
Chichester, West Sussex : John Wiley & Sons, 2013
(DLC) 2012028821
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: James R Carpenter; Michael G Kenward
ISBN: 9781118442616 111844261X 9781118442623 1118442628 9781119942276 1119942276 9781119942283 1119942284
OCLC Number: 801051995
Description: 1 online resource.
Contents: Introduction --
The multiple imputation procedure and its justification --
Multiple imputation of quantitative data --
Multiple imputation of binary and ordinal data --
Multiple imputation of unordered categorical data --
Nonlinear relationships --
Interactions --
Survival data, skips and large datasets --
Multilevel multiple imputation --
Sensitivity analysis: MI unleashed --
Including survey weights --
Robust multiple imputation.
Series Title: Statistics in practice.
Responsibility: James R. Carpenter, Michael G. Kenward.

Abstract:

A practical guide to analysing partially observed data. Collecting, analysing and drawing inferences from data is central to research in the medical and social sciences. Unfortunately, it is rarely  Read more...

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