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

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Bibliographic Details
Main Author: Hardin, James W. (James William)
Other Authors: Hilbe, Joseph M., 1944-
Format: Book
Language:English
Published: College Station, Tex. : Stata Press, 2012.
Edition:3rd ed.
Subjects:
Table of 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.