Bounds on Mixing Time for Time-Inhomogeneous Markov Chains

被引:0
|
作者
Erb, Raphael [1 ]
机构
[1] Univ Basel, Dept Math & Comp Sci, Spiegelgasse 1, CH-4051 Basel, Switzerland
基金
瑞士国家科学基金会;
关键词
probability theory; time-inhomogeneous markov chains; random walks; dynamic random graphs; RANDOM-WALKS;
D O I
10.30757/ALEA.v21-73
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Mixing of finite time-homogeneous Markov chains is well understood nowadays, with a rich set of techniques to estimate their mixing time. In this paper, we study the mixing time of random walks in dynamic random environments. To that end, we propose a concept of mixing time for time-inhomogeneous Markov chains. We then develop techniques to estimate this mixing time by extending the evolving set method of Morris and Peres (2005). We apply these techniques to study a random walk on a dynamic Erd & odblac;s-R & eacute;nyi graph, proving that our proposed definition of mixing time is O(log(n)) when the graph is well above the connectivity threshold. We also give an almost matching lower bound.
引用
收藏
页码:1915 / 1948
页数:34
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