Slow mixing of Glauber dynamics for the hard-core model on regular bipartite graphs

被引:24
作者
Galvin, David [1 ]
Tetali, Prasad
机构
[1] Univ Penn, Dept Math, Philadelphia, PA 19104 USA
[2] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
[3] Georgia Inst Technol, Coll Comp, Atlanta, GA 30332 USA
关键词
mixing time; hard-core model; conductance; Glauber dynamics; discrete hypercube;
D O I
10.1002/rsa.20094
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Let Sigma = (V,E) be a finite, d-regular bipartite graph. For any lambda > 0 let pi(lambda) be the probability measure on the independent sets of Sigma in which the set I is chosen with probability proportional to lambda(vertical bar I vertical bar) (pi(lambda) is the hard-core measure with activity lambda on Sigma). We study the Glauber dynamics, or single-site update Markov chain, whose stationary distribution is pi(lambda). We show that when; is large enough (as a function of d and the expansion of subsets of single-parity of V) then the convergence to stationarity is exponentially slow in vertical bar V(Sigma)vertical bar. In particular, if E is the d-dimensional hypercube {0,1}(d) we show that for values of, tending to 0 as d grows, the convergence to stationarity is exponentially slow in the volume of the cube. The proof combines a conductance argument with combinatorial enumeration methods. (c) 2005 Wiley Periodicals, Inc.
引用
收藏
页码:427 / 443
页数:17
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