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A First Course in Bayesian Statistical Methods / Peter D. Hoff.

By: Material type: TextTextLanguage: English Publication details: London ; New York : Springer, c2009.Description: ix, 270 pISBN:
  • 9781441928283
Subject(s): DDC classification:
  • 519.2 HOF/F
Contents:
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 Metropolis-Hastings algorithms -- Linear and generalized linear mixed effects models -- Latent variable methods for ordinal data.
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Item type Current library Collection Call number Status Barcode
Reference Reference Indian Institute of Technology Tirupati Reference Mathematics REF 519.2 HofF (Browse shelf(Opens below)) Not for loan 08133
Books Books Indian Institute of Technology Tirupati General Stacks Mathematics 519.2 HOF/F (Browse shelf(Opens below)) Available 08134

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 Metropolis-Hastings algorithms -- Linear and generalized linear mixed effects models -- Latent variable methods for ordinal data.

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