1.

Record Nr.

UNINA9910141616403321

Autore

Carpenter James R

Titolo

Multiple imputation and its application [[electronic resource] /] / James R. Carpenter and Michael G. Kenward

Pubbl/distr/stampa

Chichester, West Sussex, U.K., : Wiley, 2013

ISBN

1-119-94228-4

1-119-94227-6

1-118-44261-X

Edizione

[1st ed.]

Descrizione fisica

1 online resource (490 pages) : illustrations, tables

Collana

Statistics in Practice

Statistics in practice

Altri autori (Persone)

KenwardMichael G. <1956->

Disciplina

610.724

Soggetti

Statistics

Multiple imputation (Statistics)

Medicine - Research - Statistical methods

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

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.