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 offers a cohesive framework for statistical modeling. This new version 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 version provides the theoretical heritage of generalized linear types (GLMs) ahead of concentrating on equipment for studying specific varieties of facts. It covers basic, Poisson, and binomial distributions; linear regression versions; classical estimation and version becoming tools; and frequentist equipment of statistical inference. After forming this beginning, the authors discover a number of linear regression, research of variance (ANOVA), logistic regression, log-linear versions, survival research, multilevel modeling, Bayesian versions, and Markov chain Monte Carlo (MCMC) tools.

Using well known statistical software program courses, this concise and obtainable textual content illustrates sensible ways to estimation, version becoming, and version comparisons. It comprises examples and workouts with whole facts 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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