Introduction to WinBUGS for ecologists :
Kery, Marc.
Introduction to WinBUGS for ecologists : a Bayesian approach to regression, ANOVA, mixed models and related analyses / Marc Kery. - 1st ed. - Amsterdam ; Boston : Elsevier, 2010. - xviii, 302 p. : ill. (some col.) ; 23 cm.
Includes bibliographical references and index.
Introduction -- Introduction to Bayesian analysis of a statistical model -- WinBUGS -- A first session in WinBUGS : the "model of the mean" -- Running WinBUGS from R via R2WinBUGS -- Key components of (generalized) linear models : statistical distributions and the linear predictor -- t-Test : equal and unequal variances -- Normal linear regression -- Normal one-way ANOVA -- Normal two-way ANOVA -- General linear model (ANCOVA) -- Linear mixed-effects model -- Introduction to the generalized linear model : Poisson "t-test" -- Overdispersion, zero-inflation, and offsets in the GLM -- Poisson ANCOVA -- Poisson mixed-effects model (Poisson GLMM) -- Binomial "t-Test" -- Binomial analysis of covariance -- Binomial mixed-effects model (binomial GLMM) -- Nonstandard GLMMs 1 : site-occupancy species distribution model -- Nonstandard GLMMs 2 : binomial mixture model to model abundance -- Conclusions.
9780123786050 0123786053
WinBUGS.
Biometry--Data processing.
577.015118 / KEI
Introduction to WinBUGS for ecologists : a Bayesian approach to regression, ANOVA, mixed models and related analyses / Marc Kery. - 1st ed. - Amsterdam ; Boston : Elsevier, 2010. - xviii, 302 p. : ill. (some col.) ; 23 cm.
Includes bibliographical references and index.
Introduction -- Introduction to Bayesian analysis of a statistical model -- WinBUGS -- A first session in WinBUGS : the "model of the mean" -- Running WinBUGS from R via R2WinBUGS -- Key components of (generalized) linear models : statistical distributions and the linear predictor -- t-Test : equal and unequal variances -- Normal linear regression -- Normal one-way ANOVA -- Normal two-way ANOVA -- General linear model (ANCOVA) -- Linear mixed-effects model -- Introduction to the generalized linear model : Poisson "t-test" -- Overdispersion, zero-inflation, and offsets in the GLM -- Poisson ANCOVA -- Poisson mixed-effects model (Poisson GLMM) -- Binomial "t-Test" -- Binomial analysis of covariance -- Binomial mixed-effects model (binomial GLMM) -- Nonstandard GLMMs 1 : site-occupancy species distribution model -- Nonstandard GLMMs 2 : binomial mixture model to model abundance -- Conclusions.
9780123786050 0123786053
WinBUGS.
Biometry--Data processing.
577.015118 / KEI