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The Statistical Analysis of Discrete Data

✍ Scribed by Thomas J. Santner, Diane E. Duffy (auth.)


Publisher
Springer-Verlag New York
Year
1989
Tongue
English
Leaves
380
Series
Springer Texts in Statistics
Edition
1
Category
Library

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✦ Synopsis


The Statistical Analysis of Discrete Data provides an introduction to curΒ­ rent statistical methods for analyzing discrete response data. The book can be used as a course text for graduate students and as a reference for researchers who analyze discrete data. The book's mathematical prereqΒ­ uisites are linear algebra and elementary advanced calculus. It assumes a basic statistics course which includes some decision theory, and knowledge of classical linear model theory for continuous response data. Problems are provided at the end of each chapter to give the reader an opportunity to apΒ­ ply the methods in the text, to explore extensions of the material covered, and to analyze data with discrete responses. In the text examples, and in the problems, we have sought to include interesting data sets from a wide variety of fields including political science, medicine, nuclear engineering, sociology, ecology, cancer research, library science, and biology. Although there are several texts available on discrete data analysis, we felt there was a need for a book which incorporated some of the myriad recent research advances. Our motivation was to introduce the subject by emphasizing its ties to the well-known theories of linear models, experiΒ­ mental design, and regression diagnostics, as well as to describe alternaΒ­ tive methodologies (Bayesian, smoothing, etc. ); the latter are based on the premise that external information is available. These overriding goals, toΒ­ gether with our own experiences and biases, have governed our choice of topics.

✦ Table of Contents


Front Matter....Pages i-xii
Introduction....Pages 1-20
Univariate Discrete Responses....Pages 21-112
Loglinear Models....Pages 113-141
Cross-Classified Data....Pages 142-203
Univariate Discrete Data with Covariates....Pages 204-286
Back Matter....Pages 287-372

✦ Subjects


Statistics for Business/Economics/Mathematical Finance/Insurance; Probability Theory and Stochastic Processes


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