Screen LibraryMultiple 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.
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| Literature type: | Electronic eBook |
| Language: | English |
| Edition: | 1st ed. |
| Series: |
Statistics in practice
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| Online Access: |
http://onlinelibrary.wiley.com/book/10.1002/9781119942283 |
| 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. |
| Carrier Form: | 1 online resource. |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: |
9781118442616 (ePub) 111844261X (ePub) 9781118442623 (MobiPocket) 1118442628 (MobiPocket) 9781119942276 ( Adobe PDF) 1119942276 ( Adobe PDF) 9781119942283 1119942284 |
| Index Number: | R853 |
| CLC: | R-32 |
| 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. |