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Academic & Professional Books  Reference  Data Analysis & Modelling  Data Analysis & Statistics

A Beginner's Guide to GLM and GLMM with R A Frequentist and Bayesian Perspective for Ecologists

Handbook / Manual
By: Alain F Zuur(Author), Joseph M Hilbe(Author), Elena N Ieno(Author)
256 pages, b/w illustrations
A Beginner's Guide to GLM and GLMM with R
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  • A Beginner's Guide to GLM and GLMM with R ISBN: 9780957174139 Paperback May 2013 Usually dispatched within 1-2 weeks
    £89.99
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About this book

This book presents Generalized Linear Models (GLM) and Generalized Linear Mixed Models (GLMM) based on both frequency-based and Bayesian concepts. Using ecological data from real-world studies, the text introduces the reader to the basics of GLM and mixed effects models, with demonstrations of binomial, gamma, Poisson, negative binomial regression, and beta and beta-binomial GLMs and GLMMs. The book uses the functions glm, lmer, glmer, glmmADMB, and also JAGS from within R. JAGS results are compared with frequentist results. R code to construct, fit, interpret, and comparatively evaluate models is provided at every stage. Otherwise challenging procedures are presented in a clear and comprehensible manner with each step of the modelling process explained in detail, and all code is provided so that it can be reproduced by the reader.

Customer Reviews

Handbook / Manual
By: Alain F Zuur(Author), Joseph M Hilbe(Author), Elena N Ieno(Author)
256 pages, b/w illustrations
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