Statistical Analysis with Missing Data
99th Edition
Published on 11. May 1987
Book
Hardback
304 pages
978-0-471-80254-9 (ISBN)
Description
Blending theory and application, this study reviews historical approaches to the subject and provides rigorous yet simple methods for multivariate analysis with missing values. The book goes on to provide a coherent theory for the analysis of problems based on likelihoods derived from statistical models for the data and the missing data mechanism. The theory is applied to a wide range of important missing-data problems. Extensive references, examples and exercises are also provided.
More details
Series
Edition
99th ed.
Language
English
Place of publication
New York
United States
Publishing group
John Wiley and Sons Ltd
Target group
College/higher education
Professional and scholarly
Illustrations
index
Dimensions
Height: 58 mm
Width: 35 mm
Weight
567 gr
ISBN-13
978-0-471-80254-9 (9780471802549)
Copyright in bibliographic data is held by Nielsen Book Services Limited or its licensors: all rights reserved.
Schweitzer Classification
Other editions
New editions
Roderick J. A. Little | Donald B. Rubin
Statistical Analysis with Missing Data
Book
09/2002
2nd Edition
Wiley
€185.00
Article exhausted; check for reprint
Content
OVERVIEW AND HISTORICAL APPROACHES. Missing Data in Experiments. Quick Methods for Multivariate Data with Missing Values. Nonresponse in Sample Surveys. LIKELIHOOD-BASED APPROACHES TO THE ANALYSIS OF MISSING DATA. Theory of Inference Based on the Likelihood Function. Methods Based on Factoring the Likelihood, Ignoring the Missing Data Mechanism. Maximum Likelihood for General Patterns of Missing Data: Introduction and Theory with Ignorable Nonresponse. Maximum Likelihood Estimation for Multivariate Normal Examples, Ignoring the Missing-Data Mechanism. Models for Partially Classified Contingency Tables, Ignoring the Missing Data Mechanism. Mixed Normal and Nonrational Data with Missing Values, Ignoring the Missing-Data Mechanism. Nonignorable Nonresponse Models. The Model-Based Approach to Survey Nonresponse. Index.