Multiple Imputation for Nonresponse in Surveys

Donald B. Rubin (Autor)

Buch | Hardcover

288 Seiten

1987 | 99th ed.
John Wiley & Sons Inc (Verlag)
978-0-471-08705-2 (ISBN)

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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.

Introduction.; Statistical Background.; Underlying Bayesian Theory.; Randomization--Based Evaluations.; Procedures with Ignorable Nonresponse.; Procedures with Nonignorable Nonresponse.; Problems.; References.; Index.

Erscheint lt. Verlag	29.7.1987
Reihe/Serie	Probability & Mathematical Statistics S.
Zusatzinfo	illustrations, bibliography, index
Verlagsort	New York
Sprache	englisch
Maße	158 x 235 mm
Gewicht	510 g
Themenwelt	Mathematik / Informatik ► Informatik ► Theorie / Studium
Themenwelt	Mathematik / Informatik ► Mathematik
ISBN-10	0-471-08705-X / 047108705X
ISBN-13	978-0-471-08705-2 / 9780471087052
Zustand	Neuware