A first course in Bayesian statistical methods /
Peter D. Hoff.
- London ; New York : Springer, c2009.
- ix, 270 p. : ill. ; 24 cm.
- Springer texts in statistics .
- Springer texts in statistics. .
Includes bibliographical references (p. [259]-265) and index.
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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Bayesian statistical decision theory. Social sciences--Statistical methods. Statistique bayésienne. Methode van Bayes. Bayes-Verfahren.