Download e-book for iPad: An Introduction to Generalized Linear Models, Third Edition by Annette J. Dobson,Adrian Barnett

By Annette J. Dobson,Adrian Barnett

carrying on with to stress numerical and graphical equipment, An creation to Generalized Linear types, 3rd Edition presents a cohesive framework for statistical modeling. This re-creation of a bestseller has been up to date with Stata, R, and WinBUGS code in addition to 3 new chapters on Bayesian research.

Like its predecessor, this variation offers the theoretical heritage of generalized linear versions (GLMs) ahead of concentrating on tools for examining specific types of facts. It covers general, Poisson, and binomial distributions; linear regression types; classical estimation and version becoming tools; and frequentist tools of statistical inference. After forming this origin, the authors discover a number of linear regression, research of variance (ANOVA), logistic regression, log-linear types, survival research, multilevel modeling, Bayesian versions, and Markov chain Monte Carlo (MCMC) tools.

Using renowned statistical software program courses, this concise and obtainable textual content illustrates functional ways to estimation, version becoming, and version comparisons. It contains examples and routines with entire info units for almost the entire types covered.

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An Introduction to Generalized Linear Models, Third Edition (Chapman & Hall/CRC Texts in Statistical Science) by Annette J. Dobson,Adrian Barnett

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