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Generalized Estimating Equations (Lecture Notes in Statistics #204) book cover by Andreas Ziegler
Paperback

Generalized Estimating Equations (Lecture Notes in Statistics #204)

by Andreas Ziegler

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Paperback · 144 pages Springer New York · 2011

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About the book

Generalized Estimating Equations (Lecture Notes in Statistics #204)

Generalized estimating equations have become increasingly popular in biometrical, econometrical, and psychometrical applications because they overcome the classical assumptions of statistics, i.e. independence and normality, which are too restrictive for many problems.

Therefore, the main goal of this book is to give a systematic presentation of the original generalized estimating equations (GEE) and some of its further developments. Subsequently, the emphasis is put on the unification of various GEE approaches. This is done by the use of two different estimation techniques, the pseudo maximum likelihood (PML) method and the generalized method of moments (GMM).

The author details the statistical foundation of the GEE approach using more general estimation techniques. The book could therefore be used as basis for a course to graduate students in statistics, biostatistics, or econometrics, and will be useful to practitioners in the same fields.



Details

Publisher
Springer New York
Author
Andreas Ziegler
Format
Paperback
Published
Jun 21, 2011
ISBN-13
9781461404989
Pages
144
Printing
Printed on demand
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