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Record Nr. |
UNINA9910819826003321 |
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Autore |
Carpenter James R |
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Titolo |
Multiple imputation and its application / / James R. Carpenter and Michael G. Kenward |
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Pubbl/distr/stampa |
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Chichester, West Sussex, U.K., : Wiley, 2013 |
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ISBN |
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9781119942283 |
1119942284 |
9781119942276 |
1119942276 |
9781118442616 |
111844261X |
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Edizione |
[1st ed.] |
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Descrizione fisica |
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1 online resource (490 pages) : illustrations, tables |
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Collana |
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Altri autori (Persone) |
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KenwardMichael G. <1956-> |
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Disciplina |
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Soggetti |
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Multiple imputation (Statistics) |
Statistics |
Medicine - Research - Statistical methods |
Medical statistics |
Social sciences - Statistical methods |
Data Interpretation, Statistical |
Biomedical Research - methods |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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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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Sommario/riassunto |
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"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 |
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