Rapid Mixing of Glauber Dynamics of Gibbs Ensembles via Aggregate Path Coupling and Large Deviations Methods

In this paper, we present a novel extension to the classical path coupling method to statistical mechanical models which we refer to as aggregate path coupling. In conjunction with large deviations estimates, we use this aggregate path coupling method to prove rapid mixing of Glauber dynamics for a...

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Bibliographic Details
Published inJournal of statistical physics Vol. 161; no. 3; pp. 553 - 576
Main Authors Kovchegov, Yevgeniy, Otto, Peter T.
Format Journal Article
LanguageEnglish
Published New York Springer US 01.11.2015
Springer
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ISSN0022-4715
1572-9613
DOI10.1007/s10955-015-1345-3

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Summary:In this paper, we present a novel extension to the classical path coupling method to statistical mechanical models which we refer to as aggregate path coupling. In conjunction with large deviations estimates, we use this aggregate path coupling method to prove rapid mixing of Glauber dynamics for a large class of statistical mechanical models, including models that exhibit discontinuous phase transitions which have traditionally been more difficult to analyze rigorously. The parameter region for rapid mixing for the generalized Curie–Weiss–Potts model is derived as a new application of the aggregate path coupling method.
ISSN:0022-4715
1572-9613
DOI:10.1007/s10955-015-1345-3