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Multiple imputation and its application

Carpenter, James R.

Multiple imputation and its application

Record Type:	Language materials, printed : Monograph/item
Title/Author:	Multiple imputation and its applicationJames R. Carpenter and Michael G. Kenward.
Author:	Carpenter, James R.
other author:	Kenward, Michael G.,
Published:	Chichester, West Sussex :Wiley,2013.
Description:	1 online resource (xviii, 345 p.) :ill.
Subject:	Multiple imputation (Statistics)
Online resource:	http://onlinelibrary.wiley.com/book/10.1002/9781119942283
ISBN:	9781119942283 (electronic bk.)

Multiple imputation and its application
Carpenter, James R.

Multiple imputation and its application[electronic resource] /James R. Carpenter and Michael G. Kenward. - 1st ed. - Chichester, West Sussex :Wiley,2013. - 1 online resource (xviii, 345 p.) :ill.

Includes bibliographical references (p. 316-326) and indexes.

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.

"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.

ISBN: 9781119942283 (electronic bk.)

LCCN: 2012029308Subjects--Topical Terms:

487081
Multiple imputation (Statistics)

LC Class. No.: QA277 / .C37 2013

Dewey Class. No.: 610.72/4

National Library of Medicine Call No.: WA 950

Multiple imputation and its application
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020 $a 9781119942283 (electronic bk.)
020 $a 1119942284 (electronic bk.)
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020 $a 111844261X (ePub)
020 $a 9781118442623 (MobiPocket)
020 $a 1118442628 (MobiPocket)
020 $a 9781119942276 (Adobe PDF)
020 $a 1119942276 (Adobe PDF)
020 $z 9780470740521 (hardback)
020 $z 0470740523 (hardback)
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050 4 $a QA277 $b .C37 2013
060 1 0 $a WA 950
082 0 0 $a 610.72/4 $2 23
100 1 $a Carpenter, James R. $3 603538
245 1 0 $a Multiple imputation and its application $h [electronic resource] / $c James R. Carpenter and Michael G. Kenward.
250 $a 1st ed.
260 $a Chichester, West Sussex : $b Wiley, $c 2013.
300 $a 1 online resource (xviii, 345 p.) : $b ill.
504 $a Includes bibliographical references (p. 316-326) and indexes.
505 0 $a 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.
520 $a "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.
588 $a Description based on print version record.
650 0 $a Multiple imputation (Statistics) $3 487081
650 0 $a Missing observations (Statistics) $3 182525
650 0 $a Social sciences $x Statistical methods. $3 182009
650 0 $a Medical statistics. $3 182007
650 0 $a Medicine $x Research $x Statistical methods. $3 182670
650 2 $a Data Interpretation, Statistical. $3 205961
650 2 $a Biomedical Research $x methods. $3 247628
700 1 $a Kenward, Michael G., $d 1956- $3 265579
856 4 0 $u http://onlinelibrary.wiley.com/book/10.1002/9781119942283