Multiple imputation and its application
"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.
Read More ↓Title Statements
- Full title :Multiple imputation and its application / James R. Carpenter, 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.
Read More ↓Edition Statements
- Publication Date:2013.
- Edition:1st ed
Publication Statements
- Publisher(s):John Wiley & Sons
- Place of Publication:Chichester, West Sussex, UK
- Language:eng
- Publication Date:2013.
The Physical Object
- Description:1 online resource
Edition Identifiers
- ISBN:9781118442616, 111844261X, 9781118442623, 1118442628, 9781119942276, 1119942276, 9781119942283, 1119942284
- oclc:ocn801051995
- LC Classification:R853.S7
- Dewey Decimal:610.72/4
Table of Contents
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.
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