Contractive coupling rates and curvature lower bounds for Markov chains

Contractive coupling rates have been recently introduced by Conforti as a tool to establish convex Sobolev inequalities (including modified log-Sobolev and Poincaré inequality) for some classes of Markov chains. In this work, for most of the examples discussed by Conforti, we use contractive coupling rates to prove stronger inequalities, in the form of curvature lower bounds (in entropic and discrete Bakry–Émery sense) and geodesic convexity of some entropic functionals. In addition, we recall and give straightforward generalizations of some notions of coarse Ricci curvature, and we discuss some of their properties and relations with the concepts of couplings and coupling rates: as an application, we show exponential contraction of the p-Wasserstein distance for the heat flow in the aforementioned examples.

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Publication Details

Journal
The Annals of Applied Probability
Published
2025-02-01
DOI
https://doi.org/10.1214/24-aap2113
Primary Topic
Geometric Analysis and Curvature Flows
Type
article
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article

Contractive coupling rates and curvature lower bounds for Markov chains

Francesco Pedrotti
The Annals of Applied Probability
Geometric Analysis and Curvature Flows
article

Contractive coupling rates and curvature lower bounds for Markov chains

Francesco Pedrotti
article en

Abstract

Contractive coupling rates have been recently introduced by Conforti as a tool to establish convex Sobolev inequalities (including modified log-Sobolev and Poincaré inequality) for some classes of Markov chains. In this work, for most of the examples discussed by Conforti, we use contractive coupling rates to prove stronger inequalities, in the form of curvature lower bounds (in entropic and discrete Bakry–Émery sense) and geodesic convexity of some entropic functionals. In addition, we recall and give straightforward generalizations of some notions of coarse Ricci curvature, and we discuss some of their properties and relations with the concepts of couplings and coupling rates: as an application, we show exponential contraction of the p-Wasserstein distance for the heat flow in the aforementioned examples.

The Annals of Applied ProbabilityVol. 35(1)
Institute of Science and Technology Austria (AT)
Openalex Percentile: Top 94%
Geometric Analysis and Curvature Flows
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