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On Markov Chains for Independent Sets

โœ Scribed by Martin Dyer; Catherine Greenhill


Publisher
Elsevier Science
Year
2000
Tongue
English
Weight
219 KB
Volume
35
Category
Article
ISSN
0196-6774

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โœฆ Synopsis


Random independent sets in graphs arise, for example, in statistical physics, in the hardcore model of a gas. In 1997, Luby and Vigoda described a rapidly mixing Markov chain for independent sets, which we refer to as the LubyแސVigoda chain. A new rapidly mixing Markov chain for independent sets is defined in this paper. Using path coupling, we obtain a polynomial upper bound for the mixing time of the new chain for a certain range of values of the parameter . This range is wider than the range for which the mixing time of the LubyแސVigoda chain is known to be polynomially bounded. Moreover, the upper bound on the mixing time of the new chain is always smaller than the best known upper bound on the mixing time of the ลฝ LubyแސVigoda chain for larger values of unless the maximum degree of the . graph is 4 . An extension of the chain to independent sets in hypergraphs is described. This chain gives an efficient method for approximately counting the number of independent sets of hypergraphs with maximum degree two, or with maximum degree three and maximum edge size three. Finally, we describe a method which allows one, under certain circumstances, to deduce the rapid mixing of one Markov chain from the rapid mixing of another, with the same state space and stationary distribution. This method is applied to two Markov chains for independent sets, a simple insertrdelete chain, and the new chain, to show that the insertrdelete chain is rapidly mixing for a wider range of values of than was previously known.


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