On Bayesian Models and Consistency

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چکیده

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Consistency of Bayesian nonparametric Hidden Markov Models

We are interested in Bayesian nonparametric Hidden Markov Models. More precisely, we are going to prove the consistency of these models under appropriate conditions on the prior distribution and when the number of states of the Markov Chain is finite and known. Our approach is based on exponential forgetting and usual Bayesian consistency techniques.

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ژورنال

عنوان ژورنال: SSRN Electronic Journal

سال: 2001

ISSN: 1556-5068

DOI: 10.2139/ssrn.249150