Beginner's Guide to GLM and GLMM with R (2013). Zuur AF, Hilbe JM and Ieno EN
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 Gaussian, binomial, gamma, Poisson, negative binomial regression, beta and beta-binomial GLMs and GLMMs.
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