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Proc Natl Acad Sci U S A ; 102(25): 8844-9, 2005 Jun 21.
Article in English | MEDLINE | ID: mdl-15956207

ABSTRACT

This work presents a version of the Metropolis-Hastings algorithm using quasi-Monte Carlo inputs. We prove that the method yields consistent estimates in some problems with finite state spaces and completely uniformly distributed inputs. In some numerical examples, the proposed method is much more accurate than ordinary Metropolis-Hastings sampling.


Subject(s)
Algorithms , Monte Carlo Method , Computing Methodologies , Markov Chains , Models, Statistical
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