Multiple imputation and its application
Title:
Multiple imputation and its application
Author:
Carpenter, James R.
Personal Author:
Edition:
1st ed.
Publication Information:
Chichester, West Sussex, U.K. : Wiley, 2013.
Physical Description:
xviii, 345 p. : ill.
Series:
Statistics in practice
Series Title:
Statistics in practice
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.
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