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Multiple imputation and its application / James R. Carpenter and Michael G. Kenward.
- Format:
- Book
- Author/Creator:
- Carpenter, James R.
- Series:
- Statistics in Practice
- Statistics in practice
- Language:
- English
- Subjects (All):
- Multiple imputation (Statistics).
- Statistics.
- Medicine--Research--Statistical methods.
- Medicine.
- Medical statistics.
- Social sciences--Statistical methods.
- Social sciences.
- Data Interpretation, Statistical.
- Biomedical Research--methods.
- Medical Subjects:
- Data Interpretation, Statistical.
- Biomedical Research--methods.
- Physical Description:
- 1 online resource (490 pages) : illustrations, tables
- Edition:
- 1st ed.
- Place of Publication:
- Chichester, West Sussex, U.K. : Wiley, 2013.
- Language Note:
- English
- 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.
- 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.
- Notes:
- Includes bibliographical references and index.
- Other Format:
- Print version: Carpenter, James R. Multiple imputation and its application.
- ISBN:
- 9781119942283
- 1119942284
- 9781119942276
- 1119942276
- 9781118442616
- 111844261X
- OCLC:
- 801051995
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