Contractive coupling rates and curvature lower bounds for Markov chains

Pedrotti F. Contractive coupling rates and curvature lower bounds for Markov chains. arXiv, 10.48550/arXiv.2308.00516.

Download (ext.)

Preprint | Submitted | English
Department
Abstract
Contractive coupling rates have been recently introduced by Conforti as a tool to establish convex Sobolev inequalities (including modified log-Sobolev and Poincar\'{e} inequality) for some classes of Markov chains. In this work, we show how contractive coupling rates can also be used to prove stronger inequalities, in the form of curvature lower bounds for Markov chains and geodesic convexity of entropic functionals. We illustrate this in several examples discussed by Conforti, where in particular, after appropriately choosing a parameter function, we establish positive curvature in the entropic and (discrete) Bakry--\'{E}mery sense. 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.
Publishing Year
Date Published
2023-08-02
Journal Title
arXiv
IST-REx-ID

Cite this

Pedrotti F. Contractive coupling rates and curvature lower bounds for Markov chains. arXiv. doi:10.48550/arXiv.2308.00516
Pedrotti, F. (n.d.). Contractive coupling rates and curvature lower bounds for Markov chains. arXiv. https://doi.org/10.48550/arXiv.2308.00516
Pedrotti, Francesco. “Contractive Coupling Rates and Curvature Lower Bounds for Markov Chains.” ArXiv, n.d. https://doi.org/10.48550/arXiv.2308.00516.
F. Pedrotti, “Contractive coupling rates and curvature lower bounds for Markov chains,” arXiv. .
Pedrotti F. Contractive coupling rates and curvature lower bounds for Markov chains. arXiv, 10.48550/arXiv.2308.00516.
Pedrotti, Francesco. “Contractive Coupling Rates and Curvature Lower Bounds for Markov Chains.” ArXiv, doi:10.48550/arXiv.2308.00516.
All files available under the following license(s):
Copyright Statement:
This Item is protected by copyright and/or related rights. [...]

Link(s) to Main File(s)
Access Level
OA Open Access

Export

Marked Publications

Open Data ISTA Research Explorer

Sources

arXiv 2308.00516

Search this title in

Google Scholar