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단행본

Generalized linear models and extensions

판사항
3rd ed
발행사항
College Station, Tex.: Stata Press, 2012
형태사항
xxiv, 455 p. : ill.; 24cm
ISBN
9781597181051
청구기호
413.8 H262g
서지주기
Includes bibliographical references (p. [437]-446) and indexes
소장정보
위치등록번호청구기호 / 출력상태반납예정일
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책 소개
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.

목차

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.