Generalized Linear Models and Extensions

Hardin James W. Hilbe Joseph M.

ISBN 10: 1597181056 / ISBN 13: 9781597181051

Editore: Stata Press, 2012

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pp. 479 This item is printed on demand.

Codice articolo 3188915

Dati bibliografici

• Titolo: Generalized Linear Models and Extensions
• Editore: Stata Press
• Data di pubblicazione: 2012
• Lingua: Inglese
• ISBN 10: 1597181056
• ISBN 13: 9781597181051
• Rilegatura: Brossura
• Edizione: terza edizione
• Condizione: New

Descrizione articolo

Riassunto

This book presents a thorough examination of generalized linear model (GLM) estimation methods as well as the derivation of all major GLM families. Examined families include Gaussian, gamma, inverse Gaussian, binomial, Poisson, geometric, and negative binomial. The text also contains various models that have been developed on the basis of GLM theory, including GAM, ordered binomial models, multinomial logit and probit models, GEE and other quasi-likelihood models, fixed and random effects models, and random intercept and random parameter models. Using Stata, the book offers numerous examples to assist you in applying the models to your own data situations.

Contenuti

Foundations of Generalized Linear Models. Continuous Response Models. Binomial Response Models. Count Response Models. Multinomial Response Models. Extensions to the GLM. Stata Software. Tables. References. Author Index. Subject Index.