Generalized Linear Models and Extensions, Second Edition 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. Deftly balancing theory and application, the book stands out in its coverage of the derivation of the GLM families and their foremost links, while also guiding readers in the application of the various models to real data. This edition has new sections on discrete response models, including zero-truncated, zero-inflated, censored, and hurdle count models, as well as heterogeneous negative binomial, generalized Poisson, and generalized binomial models. The book also includes a substantially expanded discussion of both proportional-odds and generalized ordered models, making it easy for readers to use these models in their own research.
- ISBN10 1597180149
- ISBN13 9781597180146
- Publish Date 1 August 2006 (first published 15 June 2001)
- Publish Status Out of Stock
- Out of Print 29 February 2012
- Publish Country US
- Imprint Stata Press
- Edition 2nd New edition
- Format Paperback
- Pages 387
- Language English