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A First Course in Bayesian Statistical Methods Book

A First Course in Bayesian Statistical Methods
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A First Course in Bayesian Statistical Methods, A self-contained introduction to probability, exchangeability and Bayes' rule provides a theoretical understanding of the applied material. Numerous examples with R-code that can be run as-is allow the reader to perform the data analyses themselves. , A First Course in Bayesian Statistical Methods
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  • A First Course in Bayesian Statistical Methods
  • Written by author Springer
  • Published by Springer-Verlag New York, LLC, 2010
  • A self-contained introduction to probability, exchangeability and Bayes' rule provides a theoretical understanding of the applied material. Numerous examples with R-code that can be run "as-is" allow the reader to perform the data analyses themselves.
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Book Categories

Authors

Introduction and examples.- Belief, probability and exchangeability.- One parameter models.- Monte Carlo approximation.- The normal model.- Posterior approximation with the Gibbs sampler.- The multivariate normal model.- Group comparisons and hierarchical modeling.- Linear regression.- Nonconjugate priors and the Metropolis-Hastings algorithm.- Linear and generalized linear mixed effects models.- Latent variable methods for ordinal data.


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A First Course in Bayesian Statistical Methods, A self-contained introduction to probability, exchangeability and Bayes' rule provides a theoretical understanding of the applied material.
Numerous examples with R-code that can be run as-is allow the reader to perform the data analyses themselves.
, A First Course in Bayesian Statistical Methods

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A First Course in Bayesian Statistical Methods, A self-contained introduction to probability, exchangeability and Bayes' rule provides a theoretical understanding of the applied material.
Numerous examples with R-code that can be run as-is allow the reader to perform the data analyses themselves.
, A First Course in Bayesian Statistical Methods

A First Course in Bayesian Statistical Methods

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A First Course in Bayesian Statistical Methods, A self-contained introduction to probability, exchangeability and Bayes' rule provides a theoretical understanding of the applied material.
Numerous examples with R-code that can be run as-is allow the reader to perform the data analyses themselves.
, A First Course in Bayesian Statistical Methods

A First Course in Bayesian Statistical Methods

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