An Introduction to Generalized Linear Models, Third Edition by Annette J. Dobson,Adrian Barnett PDF

By Annette J. Dobson,Adrian Barnett

ISBN-10: 0412311100

ISBN-13: 9780412311109

ISBN-10: 1584889500

ISBN-13: 9781584889502

carrying on with to stress numerical and graphical equipment, An creation to Generalized Linear versions, 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 provides the theoretical heritage of generalized linear types (GLMs) prior to targeting tools for reading specific sorts of facts. It covers general, Poisson, and binomial distributions; linear regression types; classical estimation and version becoming equipment; and frequentist equipment of statistical inference. After forming this starting place, the authors discover a number of linear regression, research of variance (ANOVA), logistic regression, log-linear types, survival research, multilevel modeling, Bayesian types, and Markov chain Monte Carlo (MCMC) tools.

Using renowned statistical software program courses, this concise and available textual content illustrates functional techniques to estimation, version becoming, and version comparisons. It contains examples and routines with entire information units for almost the entire versions 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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