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Introduction to WinBUGS for Ecologists : Bayesian Approach to Regression, ANOVA, Mixed Models and Related Analyses by Marc Kéry (2010, Trade Paperback)

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Introduction to WinBUGS for Ecologists introduces applied Bayesian modeling to ecologists using the highly acclaimed, free WinBUGS software. It offers an understanding of statistical models as abstract representations of the various processes that give rise to a data set. Such an understanding is basic to the development of inference models tailored to specific sampling and ecological scenarios. The book begins by presenting the advantages of a Bayesian approach to statistics and introducing the WinBUGS software. It reviews the four most common statistical distributions: the normal, the uniform, the binomial, and the Poisson. It describes the two different kinds of analysis of variance (ANOVA): one-way and two- or multiway. It looks at the general linear model, or ANCOVA, in R and WinBUGS. It introduces generalized linear model (GLM), i.e., the extension of the normal linear model to allow error distributions other than the normal. The GLM is then extended contain additional sources of random variation to become a generalized linear mixed model (GLMM) for a Poisson example and for a binomial example. The final two chapters showcase two fairly novel and nonstandard versions of a GLMM. The first is the site-occupancy model for species distributions; the second is the binomial (or N-) mixture model for estimation and modeling of abundance. Introduction to the essential theories of key models used by ecologists Complete juxtaposition of classical analyses in R and Bayesian analysis of the same models in WinBUGS Provides every detail of R and WinBUGS code required to conduct all analyses Companion Web Appendix that contains all code contained in the book and additional material (including more code and solutions to exercises)

Product Identifiers

Publisher
Elsevier Science & Technology
ISBN-10
0123786053
ISBN-13
9780123786050
eBay Product ID (ePID)
102880287

Product Key Features

Author
Marc Kéry
Publication Name
Introduction to WinBUGS for Ecologists : Bayesian Approach to Regression, ANOVA, Mixed Models and Related Analyses
Format
Trade Paperback
Language
English
Publication Year
2010
Type
Textbook
Number of Pages
320 Pages

Dimensions

Item Length
9in
Item Width
5.9in

Additional Product Features

Lc Classification Number
Qh323.5.K47 2010
Reviews
"I don't believe this book was written with the goal of being treated as the primary text of an intro Bayesian statistics course. That said, it could prove to be a useful supplemental text for an introductory Bayesian course or even a linear models course. Although the book was geared towards ecologists, I believe it would be an excellent library addition for any applied modeler interested in applying Bayesian methodologies in their work."-- The American Statistician
Table of Content
1. Introduction 2. Principles of Bayesian Statistics 3. WinBUGS 4. A First Session in WinBUGS 5. Running WinBUGS from R via R2WinBUGS 6. Key Components of Generalized Linear Models 7. T-Test, Normal Linear Regression 8. Normal One-Way ANOVA 9. Interaction, General Linear Model 10. Linear Mixed-Effects Model 11. Introduction to the Generalized Linear Model (GLM) 12. Overdispersion and Offsets in the GLM 13. Poisson ANCOVA 14. Poisson Mixed-Effects Model 15. Binomial T-Test 16. Binomial ANCOVA 17. Binomial Mixed-Effects Model 18. Non-Standard GLMMs 1 19. Non-Standard GLMMs 2 20. Conclusion and Outlook Acknowledgements References
Copyright Date
2010
Target Audience
Scholarly & Professional
Topic
Life Sciences / Ecology, Life Sciences / Biology
Lccn
2009-048549
Dewey Decimal
577.01/5118
Dewey Edition
22
Illustrated
Yes
Genre
Science

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Picture 1 of 1

Introduction to WinBUGS for Ecologists : Bayesian Approach to Regression, ANOVA, Mixed Models and Related Analyses by Marc Kéry (2010, Trade Paperback)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

All listings for this product

item 1 Introduction to WinBUGS for Ecologists: A ... by Kery, Marc Paperback / softback

item 2 Introduction to WinBUGS for Ecologists: Bayesian approach to regression, ANOVA,

item 3 Introduction to WinBUGS for Ecologists: Bayesian approach to regression, ANOVA,,

item 4 Introduction to WinBUGS for Ecologists

item 5 Introduction to WinBUGS for Ecologists: A Bayes, Kery.=

item 6 Introduction to WinBUGS for Ecologists: A Bayesian Approach to Regression, Anova

item 7 Introduction to WinBUGS for Ecologists: Bayesian Approach to Regression, ANOVA,

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