The mixing rate of Markov chains, an isoperimetric inequality, and computing the volume

L. Lovász, M. Simonovits
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引用次数: 239

Abstract

A. Sinclair and M. Jerrum (1988) derived a bound on the mixing rate of time-reversible Markov chains in terms of their conductance. The authors generalize this result by not assuming time reversibility and using a weaker notion of conductance. They prove an isoperimetric inequality for subsets of a convex body. These results are combined to simplify an algorithm of M. Dyer et al. (1989) for approximating the volume of a convex body and to improve running-time bounds.<>
马尔可夫链的混合速率,一个等周不等式,以及体积的计算
a . Sinclair和M. Jerrum(1988)根据其电导推导了时间可逆马尔可夫链混合速率的界。作者通过不假设时间可逆性和使用较弱的电导概念来推广这一结果。他们证明了一个凸体子集的等周不等式。这些结果结合起来,简化了M. Dyer等人(1989)用于近似凸体体积的算法,并改善了运行时间界限。
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