Poincare and Log-Sobolev Inequalities for Mixtures

被引:5
|
作者
Schlichting, Andre [1 ]
机构
[1] Rhein Westfal TH Aachen, Inst Geometrie & Prakt Math, Templergraben 55, D-52056 Aachen, Germany
来源
ENTROPY | 2019年 / 21卷 / 01期
关键词
Poincare inequality; log-Sobolev inequality; relative entropy; fisher information; Dirichlet form; mixture; finite Gaussian mixtures;
D O I
10.3390/e21010089
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
This work studies mixtures of probability measures on Rn and gives bounds on the Poincare and the log-Sobolev constants of two-component mixtures provided that each component satisfies the functional inequality, and both components are close in the 2-distance. The estimation of those constants for a mixture can be far more subtle than it is for its parts. Even mixing Gaussian measures may produce a measure with a Hamiltonian potential possessing multiple wells leading to metastability and large constants in Sobolev type inequalities. In particular, the Poincare constant stays bounded in the mixture parameter, whereas the log-Sobolev may blow up as the mixture ratio goes to 0 or 1. This observation generalizes the one by Chafai and Malrieu to the multidimensional case. The behavior is shown for a class of examples to be not only a mere artifact of the method.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Log-Sobolev inequalities and sampling from log-concave distributions
    Frieze, A
    Kannan, R
    ANNALS OF APPLIED PROBABILITY, 1999, 9 (01): : 14 - 26
  • [22] MOMENT ESTIMATES IMPLIED BY MODIFIED LOG-SOBOLEV INEQUALITIES
    Adamczak, Radoslaw
    Bednorz, Witold
    Wolff, Pawel
    ESAIM-PROBABILITY AND STATISTICS, 2018, 21 : 467 - 494
  • [23] MODIFIED LOG-SOBOLEV INEQUALITIES FOR STRONGLY LOG-CONCAVE DISTRIBUTIONS
    Cryan, Mary
    Guo, Heng
    Mousa, Giorgos
    ANNALS OF PROBABILITY, 2021, 49 (01): : 506 - 525
  • [24] 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
  • [25] Elementary bounds on Poincare and log-Sobolev constants for decomposable Markov chains
    Jerrum, M
    Son, JB
    Tetali, P
    Vigoda, E
    ANNALS OF APPLIED PROBABILITY, 2004, 14 (04): : 1741 - 1765
  • [26] PRESERVATION OF LOG-SOBOLEV INEQUALITIES UNDER SOME HAMILTONIAN FLOWS
    Xia, Bo
    PACIFIC JOURNAL OF MATHEMATICS, 2020, 305 (01) : 339 - 352
  • [27] Improved log-Sobolev inequalities, hypercontractivity and uncertainty principle on the hypercube
    Polyanskiy, Yury
    Samorodnitsky, Alex
    JOURNAL OF FUNCTIONAL ANALYSIS, 2019, 277 (11)
  • [28] Modified log-Sobolev inequalities and two-level concentration
    Sambale, Holger
    Sinulis, Arthur
    ALEA-LATIN AMERICAN JOURNAL OF PROBABILITY AND MATHEMATICAL STATISTICS, 2021, 18 (01): : 855 - 885
  • [29] The Deficit in the Gaussian Log-Sobolev Inequality and Inverse Santalo Inequalities
    Gozlan, Nathael
    INTERNATIONAL MATHEMATICS RESEARCH NOTICES, 2022, 2022 (17) : 13396 - 13446
  • [30] A characterization of a class of convex log-Sobolev inequalities on the real line
    Shu, Yan
    Strzelecki, Michal
    ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES, 2018, 54 (04): : 2075 - 2091