Multiple imputation and its application

by Carpenter, James R.

Type Book
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"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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Title Statements

  • Full title :Multiple imputation and its application / James R. Carpenter and Michael G. Kenward.

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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Edition Statements

  • Publication Date:2013.
  • Edition:1st ed

Publication Statements

  • Publisher(s):Wiley
  • Place of Publication:Chichester, West Sussex, U.K
  • Language:eng
  • Publication Date:2013.

The Physical Object

  • Description:xviii, 345 pages : : illustrations.

Edition Identifiers

  • oclc:on1337073512
  • LC Classification:QA276
  • Dewey Decimal:610.72/4

Table of 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.

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Subjects

Medicine -- Research Multiple imputation (Statistics) Statistics

Writers

Carpenter, James R. Kenward, Michael G.

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