Multiple imputation and its application / James R. Carpenter, Michael G. Kenward.

Author/creator Carpenter, James R.
Other author Kenward, Michael G., 1956-
Format Electronic
Edition1st ed.
Publication InfoChichester, West Sussex, UK : John Wiley & Sons,
Description1 online resource.
Supplemental ContentFull text available from Ebook Central - Academic Complete
Subjects

Contents Machine generated contents note: Reasons for missing data Summary -- The Multiple Imputation Procedure and Its Justification -- Multiple imputation of binary and ordinal data -- Imputation of unordered categorical data -- Non-linear relationships -- Interactions -- Survival data, skips and large datasets -- Multilevel multiple imputation -- Sensitivity analysis: MI unleashed -- Including survey weights -- Robust Multiple Imputation.
Abstract "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.
Bibliography noteIncludes bibliographical references and index.
Access restrictionAvailable only to authorized users.
Technical detailsMode of access: World Wide Web
Source of descriptionDescription based on print version record and CIP data provided by publisher.
Issued in other formPrint version: Carpenter, James R. Multiple imputation and its application 1st ed. Chichester, West Sussex : John Wiley & Sons, 2013 9780470740521 (hardback)
Genre/formElectronic books.
LCCN 2012029308
ISBN9781118442616 (ePub)
ISBN9781118442623 (MobiPocket)
ISBN9781119942276 ( Adobe PDF)

Availability

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Electronic Resources Access Content Online ✔ Available