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RECORD NUMBER: 2 OF 131Main Title | A first course in Bayesian statistical methods / | |||||||||||
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Author | Hoff, Peter D. | |||||||||||
Publisher | Springer, | |||||||||||
Year Published | 2009 | |||||||||||
OCLC Number | 310401109 | |||||||||||
ISBN | 9780387922997; 0387922997; 9780387924076; 0387924078 | |||||||||||
Subjects | Bayesian statistical decision theory ; Social sciences--Statistical methods ; Methode van Bayes ; Bayes-Entscheidungstheorie--(DE-588)4144220-9 ; Bayes-Verfahren--(DE-588)4204326-8 ; Datenanalyse--(DE-588)4123037-1 | |||||||||||
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Collation | ix, 270 pages : illustrations ; 24 cm. | |||||||||||
Notes | Includes bibliographical references and index. |
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Contents Notes | 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. |