Multiple Imputation for Nonresponse in Surveys
Donald B. Rubin(Author)
Wiley (Publisher)
Published on 27. May 2008
Software
Other digital
258 pages
978-0-470-31669-6 (ISBN)
Description
Demonstrates how nonresponse in sample surveys and censuses can be handled by replacing each missing value with two or more multiple imputations. Clearly illustrates the advantages of modern computing to such handle surveys, and demonstrates the benefit of this statistical technique for researchers who must analyze them. Also presents the background for Bayesian and frequentist theory. After establishing that only standard complete-data methods are needed to analyze a multiply-imputed set, the text evaluates procedures in general circumstances, outlining specific procedures for creating imputations in both the ignorable and nonignorable cases. Examples and exercises reinforce ideas, and the interplay of Bayesian and frequentist ideas presents a unified picture of modern statistics.
More details
Language
English
Place of publication
Hoboken
United Kingdom
Publishing group
John Wiley and Sons Ltd
Target group
Professional and scholarly
ISBN-13
978-0-470-31669-6 (9780470316696)
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Schweitzer Classification
Other editions
Additional editions

Donald B. Rubin
Multiple Imputation for Nonresponse in Surveys
E-Book
11/2009
99th Edition
Wiley
€120.99
Available for download
Person
Content
Introduction. Statistical Background. Underlying Bayesian Theory. Randomization-Based Evaluations. Procedures with Ignorable Nonresponse. Procedures with Nonignorable Nonresponse. Problems. References. Index.