Introduction to WinBUGS for ecologists
Subtitle: a Bayesian approach to regression, ANOVA, mixed models and related analyses
By: Marc Kéry
Edition: 1st ed.
Publisher: Elsevier
Published: 2010
Place of publication: Amsterdam; Boston
Language: eng
Number of pages: 302
ISBN-13: 9780123786050
Subjects: WinBUGS; Data processing; Biometry
Notes: Includes bibliographical references and index.
Table of contents: title: Introduction; title: Introduction to Bayesian analysis of a statistical model; title: WinBUGS; title: A first session in WinBUGS : the "model of the mean"; title: Running WinBUGS from R via R2WinBUGS; title: Key components of (generalized) linear models : statistical distributions and the linear predictor; title: t-Test : equal and unequal variances; title: Normal linear regression; title: Normal one-way ANOVA; title: Normal two-way ANOVA; title: General linear model (ANCOVA); title: Linear mixed-effects model; title: Introduction to the generalized linear model : Poisson "t-test"; title: Overdispersion, zero-inflation, and offsets in the GLM; title: Poisson ANCOVA; title: Poisson mixed-effects model (Poisson GLMM); title: Binomial "t-Test"; title: Binomial analysis of covariance; title: Binomial mixed-effects model (binomial GLMM); title: Nonstandard GLMMs 1 : site-occupancy species distribution model; title: Nonstandard GLMMs 2 : binomial mixture model to model abundance; title: Conclusions.