REGULARIZED MODIFIED LOG-SOBOLEV INEQUALITIES AND COMPARISON OF MARKOV CHAINS

被引:0
|
作者
Tikhomirov, Konstantin [1 ]
Youssef, Pierre [2 ]
机构
[1] Georgia Tech, Sch Math, Atlanta, GA 30332 USA
[2] NYU Abu Dhabi, Div Sci, Abu Dhabi, U Arab Emirates
来源
ANNALS OF PROBABILITY | 2024年 / 52卷 / 04期
关键词
Markov chains; functional inequalities; mixing time; Dirichlet form; switch chain; GRAPHS;
D O I
10.1214/23-AOP1645
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
In this work we develop a comparison procedure for the modified logfinite state space. Efficient comparison of the MLSI Dirichlet forms is a wellknown obstacle in the theory of Markov chains. We approach this problem by introducing a regularized MLSI constant, which, under some assumptions, has the same order of magnitude as the usual MLSI constant yet is amenable for comparison and thus considerably simpler to estimate in certain cases. As an application of this general comparison procedure, we provide a sharp estimate of the MLSI constant of the switch chain on the set of simple bipartite regular graphs of size n with a fixed degree d. Our estimate implies that the total variation mixing time of the switch chain is of order Od (n log n). The result is optimal up to a multiple depending on d and resolves a long-standing open problem. We expect that the MLSI comparison technique implemented in this paper will find further applications.
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页码:1201 / 1224
页数:24
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