Generalized Linear Models and Extensions: Fourth Edition

Author:   James W. Hardin (University of South Carolina, Columbia, USA) ,  Joseph M. Hilbe (California Institute of Technology, Pasadena, and Arizona State University, Tempe, USA)
Publisher:   Stata Press
Edition:   4th edition
ISBN:  

9781597182256


Pages:   598
Publication Date:   27 April 2018
Format:   Paperback
Availability:   To order   Availability explained
Stock availability from the supplier is unknown. We will order it for you and ship this item to you once it is received by us.

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Generalized Linear Models and Extensions: Fourth Edition


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Author:   James W. Hardin (University of South Carolina, Columbia, USA) ,  Joseph M. Hilbe (California Institute of Technology, Pasadena, and Arizona State University, Tempe, USA)
Publisher:   Stata Press
Imprint:   Stata Press
Edition:   4th edition
Weight:   1.192kg
ISBN:  

9781597182256


ISBN 10:   1597182257
Pages:   598
Publication Date:   27 April 2018
Audience:   College/higher education ,  General/trade ,  Tertiary & Higher Education ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   To order   Availability explained
Stock availability from the supplier is unknown. We will order it for you and ship this item to you once it is received by us.

Table of Contents

Foundations of Generalized Linear Models. GLMs. GLM estimation algorithms. Analysis of fit. Continuous Response Models. The Gaussian family. The gamma family. The inverse Gaussian family. The power family and link. Binomial Response Models. The binomial–logit family. The general binomial family. The problem of overdispersion. Count Response Models. The Poisson family. The negative binomial family. Other count-data models. Multinomial Response Models. Unordered-response family. The ordered-response family. Extensions to the GLM. Extending the likelihood. Clustered data. Bivariate and multivariate models. Bayesian GLMs. Stata Software. Programs for Stata. Data synthesis.

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Author Information

James W. Hardin is a professor and the Biostatistics division head in the Department of Epidemiology and Biostatistics at the University of South Carolina. He is also the associate dean for Faculty Affairs and Curriculum of the Arnold School of Public Health at the University of South Carolina. Joseph M. Hilbe was a professor emeritus at the University of Hawaii and an adjunct professor of sociology and statistics at Arizona State University.

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