Multiple imputation and its application / / James R. Carpenter and Michael G. Kenward

• Autore: Carpenter James R
• Pubblicazione: Chichester, West Sussex, U.K., : Wiley, 2013
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (490 pages) : illustrations, tables
• Disciplina: 610.72/4
• Soggetto topico: Multiple imputation (Statistics); Statistics; Medicine - Research - Statistical methods; Medical statistics; Social sciences - Statistical methods; Data Interpretation, Statistical; Biomedical Research - methods
• Altri autori: KenwardMichael G. <1956->
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: 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.
• Sommario/riassunto: "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.
• Titolo autorizzato: Multiple imputation and its application
• ISBN: 9781119942283; 1119942284; 9781119942276; 1119942276; 9781118442616; 111844261X
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910819826003321
• Lo trovi qui: Univ. Federico II
• Serie: Statistics in Practice