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An Extension of Path Coupling and Its Application to the Glauber Dynamics for Graph Colorings

SIAM J. Comput. Volume 30, Issue 6, pp. 1962-1975 (2001)

Issue Date: 2001
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A new method for analyzing the mixing time of Markov chains is described. This method is an extension of path coupling and involves analyzing the coupling over multiple steps.The expected behavior of the coupling at a certain stopping time is used to bound the expected behavior of the coupling after a fixed number of steps. The new method is applied to analyze the mixing time of the Glauber dynamics for graph colorings. We show that the Glauber dynamics has O(n log(n)) mixing time for triangle-free $\Delta$-regular graphs if k colors are used, where $k\geq (2-\eta)\Delta$, for some small positive constant $\eta$. This is the first proof of an optimal upper bound for the mixing time of the Glauber dynamics for some values of k in the range $k\leq 2\Delta$.

©2001 Society for Industrial and Applied Mathematics

KEYWORDS and AMS

Keywords
AMS Subject Classifications
05C15, 05C85, 60J10, 68Q25, 82B20

PUBLICATION DATA

ISSN:
0097-5397 (print)   1095-7111 (online)
Publisher:
AIP is a member of CrossRef SIAM

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