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.
引用
收藏
页码:1201 / 1224
页数:24
相关论文
共 50 条
  • [1] Modified log-Sobolev inequalities and isoperimetry
    Kolesnikov, Alexander V.
    RENDICONTI LINCEI-MATEMATICA E APPLICAZIONI, 2007, 18 (02) : 179 - 208
  • [2] Modified log-Sobolev inequalities and isoperimetry
    Kolesnikov, Alexander V.
    Atti della Accademia Nazionale dei Lincei, Classe di Scienze Fisiche, Matematiche e Naturali, Rendiconti Lincei Matematica e Applicazioni, 2007, 18 (02): : 179 - 208
  • [3] Log-Sobolev and Nash Inequalities for Discrete-Time Finite Markov Chains
    Song, Yan-Hong
    MARKOV PROCESSES AND RELATED FIELDS, 2015, 21 (01) : 127 - 144
  • [4] MERGING FOR INHOMOGENEOUS FINITE MARKOV CHAINS, PART II: NASH AND LOG-SOBOLEV INEQUALITIES
    Saloff-Coste, L.
    Zuniga, J.
    ANNALS OF PROBABILITY, 2011, 39 (03): : 1161 - 1203
  • [5] Modified log-Sobolev inequalities, Beckner inequalities and moment estimates
    Adamczak, Radoslaw
    Polaczyk, Bartlomiej
    Strzelecki, Michal
    JOURNAL OF FUNCTIONAL ANALYSIS, 2022, 282 (07)
  • [6] Harnack inequalities for log-Sobolev functions and estimates of log-Sobolev constants
    Wang, FY
    ANNALS OF PROBABILITY, 1999, 27 (02): : 653 - 663
  • [7] Sharp Log-Sobolev inequalities
    Rothaus, OS
    PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY, 1998, 126 (10) : 2903 - 2904
  • [8] MOMENT ESTIMATES IMPLIED BY MODIFIED LOG-SOBOLEV INEQUALITIES
    Adamczak, Radoslaw
    Bednorz, Witold
    Wolff, Pawel
    ESAIM-PROBABILITY AND STATISTICS, 2018, 21 : 467 - 494
  • [9] MODIFIED LOG-SOBOLEV INEQUALITIES FOR STRONGLY LOG-CONCAVE DISTRIBUTIONS
    Cryan, Mary
    Guo, Heng
    Mousa, Giorgos
    ANNALS OF PROBABILITY, 2021, 49 (01): : 506 - 525
  • [10] Modified log-Sobolev inequalities for strongly log-concave distributions
    Cryan, Mary
    Guo, Heng
    Mousa, Giorgos
    2019 IEEE 60TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE (FOCS 2019), 2019, : 1358 - 1370