Generalized Linear Models and Extensions, Third Edition: 3rd Edition (Paperback) book cover

Generalized Linear Models and Extensions, Third Edition

By James W. Hardin, Joseph M. Hilbe

© 2012 – Stata Press

479 pages

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Paperback: 9781597181051
pub: 2012-06-04

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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.

Table of Contents

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.

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Subject Categories

BISAC Subject Codes/Headings:
MATHEMATICS / Probability & Statistics / General