Multiple imputation for nonresponse in surveys / Donald B. Rubin.
1987
HA31.2 .R83 1987eb
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Details
Title
Multiple imputation for nonresponse in surveys / Donald B. Rubin.
Author
ISBN
9780470316696
0470316691
9780470317365 (electronic bk.)
0470317361 (electronic bk.)
047108705X
9780471087052
0470316691
9780470317365 (electronic bk.)
0470317361 (electronic bk.)
047108705X
9780471087052
Imprint
New York : Wiley, ©1987.
Language
English
Description
1 online resource (xxix, 258 pages) : illustrations
Other Standard Identifiers
10.1002/9780470316696 doi
Call Number
HA31.2 .R83 1987eb
System Control No.
(OCoLC)264615498
Summary
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 imputa.
Bibliography, etc. Note
Includes bibliographical references (pages 244-250) and index.
Formatted Contents Note
Multiple Imputation for Nonresponse in Surveys; Contents; TABLES AND FIGURES; GLOSSARY; 1. INTRODUCTION; 1.1. Overview; 1.2. Examples of Surveys with Nonresponse; 1.3. Properly Handling Nonresponse; 1.4. Single Imputation; 1.5. Multiple Imputation; 1.6. Numerical Example Using Multiple Imputation; 1.7. Guidance for the Reader; Problems; 2. STATISTICAL BACKGROUND; 2.1. Introduction; 2.2. Variables in the Finite Population; 2.3. Probability Distributions and Related Calculations; 2.4. Probability Specifications for Indicator Variables; 2.5. Probability Specifications for (X, Y).
Access Note
Restrictions unspecified
Reproduction
Electronic reproduction. [Place of publication not identified] : HathiTrust Digital Library, 2010.
System Details Note
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. (http://purl.oclc.org/DLF/benchrepro0212)
Source of Description
Print version record.
Series
Wiley series in probability and mathematical statistics. Applied probability and statistics.
Available in Other Form
Print version: Rubin, Donald B. Multiple imputation for nonresponse in surveys. New York : Wiley, ©1987
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