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Published
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University of Vaasa
Bayesian Statistics
5 cr
Interpretations of Probability. Probabilities as pricing system, De Finetti dutch book argument. Conditional probabilities and Bayes formula. Probability as information and the Bayesian paradigm. The Cox axioms of conditional probability. The likelihood principle. Exponential families of distributions and Conjugate priors. Maximum entropy distributions. Bayesian computational Statistics: Monte Carlo methods, importance sampling and rejection sampling. Markov Chain Monte Carlo. Missing Data and Data augmentation. Bayesian decision theory, Model Choice and Bayes Factors-
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Fields
Engineering and technology
Scope
5 cr
Code
STAT3190