Coverart for item
The Resource Generalized linear models and extensions, James W. Hardin, Joseph M. Hilbe

Generalized linear models and extensions, James W. Hardin, Joseph M. Hilbe

Label
Generalized linear models and extensions
Title
Generalized linear models and extensions
Statement of responsibility
James W. Hardin, Joseph M. Hilbe
Creator
Contributor
Subject
Language
eng
Summary
"The third edition of Generalized Linear Models and Extensions provides a comprehensive overview of the nature and scope of generalized linear models (GLMs) and of the major changes to the basic GLM algorithm that allow modeling of data that violate GLM distributional assumptions. The text stands out in its coverage of the derivation of GLM families and of their foremost links, and also guides the reader in how to apply the various GLM and GLM-extensions to real data. This edition has added a new chapter on data synthesis, which provides instruction on simulating independent as well as correlated data. Regression models illustrated with synthetic and real data are provided throughout the book to enable readers to better understand the models and their assumptions. We have also added discussion of models such as Poisson-inverse Gaussian, generalized Poisson, and generalized negative binomial, as well as more enhanced discussion of other binomial land count models, and of tests for the analysis of model fit. The book was written for researchers needing guidelines on how to select, construct, interpret, and evaluate this general class of models."--Cover
Cataloging source
DLC
http://library.link/vocab/creatorName
Hardin, James W.
Dewey number
519.5
Illustrations
illustrations
Index
index present
LC call number
QA276
LC item number
.H355 2012
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1944-
http://library.link/vocab/relatedWorkOrContributorName
Hilbe, Joseph M.
http://library.link/vocab/subjectName
  • Linear models (Statistics)
  • Verallgemeinertes lineares Modell
  • Linear models (Statistics)
  • Statistik
  • Verallgemeinertes lineares Modell
  • Stata
  • Methode
  • Datenanalyse
Label
Generalized linear models and extensions, James W. Hardin, Joseph M. Hilbe
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 437-446) and indexes
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1. Introduction -- 2. GLMs -- 3. GLM estimation algorithms -- 4. Analysis of fit -- 5. Data synthesis -- 6. The Gaussian family -- 7. The gamma family -- 8. The inverse Gaussian family -- 9. The power family and link -- 10. The binomial-logit family -- 11. The general binomial family -- 12. The problem of overdispersion -- 13. The Poisson family -- 14. The negative binomial family -- 15. Other count data models -- 16. The ordered-response family -- 17. Unordered-response family -- 18. Extending the likelihood -- 19. Clustered data -- 20. Programs for Stata
Control code
782996142
Dimensions
24 cm
Edition
3rd ed.
Extent
xxiv, 455 pages
Isbn
9781597181051
Lccn
2011942134
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)782996142
Label
Generalized linear models and extensions, James W. Hardin, Joseph M. Hilbe
Publication
Bibliography note
Includes bibliographical references (pages 437-446) and indexes
Carrier category
volume
Carrier category code
  • nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
1. Introduction -- 2. GLMs -- 3. GLM estimation algorithms -- 4. Analysis of fit -- 5. Data synthesis -- 6. The Gaussian family -- 7. The gamma family -- 8. The inverse Gaussian family -- 9. The power family and link -- 10. The binomial-logit family -- 11. The general binomial family -- 12. The problem of overdispersion -- 13. The Poisson family -- 14. The negative binomial family -- 15. Other count data models -- 16. The ordered-response family -- 17. Unordered-response family -- 18. Extending the likelihood -- 19. Clustered data -- 20. Programs for Stata
Control code
782996142
Dimensions
24 cm
Edition
3rd ed.
Extent
xxiv, 455 pages
Isbn
9781597181051
Lccn
2011942134
Media category
unmediated
Media MARC source
rdamedia
Media type code
  • n
Other physical details
illustrations
System control number
(OCoLC)782996142

Library Locations

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      38.944491 -92.326012
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