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Multiple imputation and its application

Carpenter, James R.

Multiple imputation and its application

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Multiple imputation and its applicationJames R. Carpenter and Michael G. Kenward.
作者:	Carpenter, James R.
其他作者:	Kenward, Michael G.,
出版者:	Chichester, West Sussex :Wiley,2013.
面頁冊數:	1 online resource (xviii, 345 p.) :ill.
標題:	Multiple imputation (Statistics)
電子資源:	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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245 1 0 $a Multiple imputation and its application $h [electronic resource] / $c James R. Carpenter and Michael G. Kenward.
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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.
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650 0 $a Medical statistics. $3 182007
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856 4 0 $u http://onlinelibrary.wiley.com/book/10.1002/9781119942283