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 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.
Read More ↓Edition Statements
- Publication Date:2013.
- Edition:1st ed
Publication Statements
- Publisher(s):John Wiley & Sons
- Place of Publication:Chichester, West Sussex
- Language:eng
- Publication Date:2013.
The Physical Object
- Description:xviii, 345 pages : : illustrations ; : 24 cm.
Edition Identifiers
- ISBN:9780470740521, 0470740523
- oclc:ocn798797244
- LC Classification:QA276.4
- 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 -- Appendix A. Markov Chain Monte Carlo -- Appendix B. Probability distribtions.
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