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.
Publication Statements
- Publisher(s):John Wiley & Sons
- Place of Publication:Chichester
- Language:eng
- Publication Date:2013.
The Physical Object
- Description:XVIII, 345 p. ; : 24 cm.
Edition Identifiers
- ISBN:9780470740521, 0470740523
- oclc:ocn858013567
- 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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