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Introduction to general and generalized linear models

Author: Henrik Madsen; Poul Thyregod
Publisher: Boca Raton, FL : CRC Press : Imprint of the Taylor & Francis Group, ©2011.
Series: Texts in statistical science.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Bridging the gap between theory and practice for modern statistical model building, Introduction to General and Generalized Linear Models presents likelihood-based techniques for statistical modelling using various types of data. Implementations using R are provided throughout the text, although other software packages are also discussed. Numerous examples show how the problems are solved with R. After describing  Read more...
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Genre/Form: Einführung
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Henrik Madsen; Poul Thyregod
ISBN: 9781420091557 1420091557
OCLC Number: 229022667
Notes: A Chapman & Hall book.
Description: xiii, 302 pages : illustrations ; 25 cm.
Contents: Introduction --
The likelihood principle --
General linear models --
Generalized linear models --
Mixed effects models --
Hierarchical models --
Real life inspired problems --
Appendix A: Supplement on the law of error propagation --
Appendix B: Some probability distributions--
Appendix C: List of symbols.
Series Title: Texts in statistical science.
Responsibility: Henrik Madsen, Poul Thyregod.

Abstract:

Since the mathematics behind generalized linear models is often difficult to follow while the mathematics behind general linear models is well understood, this text describes the methodology behind  Read more...

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This book presents a well-structured introduction to both general linear models and generalized linear models. ... I would recommend the book as a suitable text for senior undergraduate or Read more...

 
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