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Introduction to WinBUGS for ecologists : a Bayesian approach to regression, ANOVA, mixed models and related analyses / Marc Kery.

By: Material type: TextTextPublication details: Amsterdam ; Boston : Elsevier, 2010.Edition: 1st edDescription: xviii, 302 p. : ill. (some col.) ; 23 cmISBN:
  • 9780123786050
  • 0123786053
Subject(s): DDC classification:
  • 577.015118 22 KEI
Contents:
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.
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Holdings
Item type Current library Call number Copy number Status Date due Barcode
Books Books Central Library, SUST General Stacks 577.015118 KEI (Browse shelf(Opens below)) 1 Available 0072874
Books Books Central Library, SUST General Stacks 577.015118 KEI (Browse shelf(Opens below)) 2 Available 0072875
Books Books Seminar Library, Deprment of Forestry & Environmental Science General Stacks 577.015118 KEI (Browse shelf(Opens below)) 3 Available 0074340

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.

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