Spectral gap and curvature of monotone Markov chains
Overview & Synopsis
We prove that the absolute spectral gap of any monotone Markov chain coincides with its optimal Ollivier–Ricci curvature, where the word optimal refers to the choice of the underlying metric. Moreover, we provide a new expression in terms of local variations of increasing functions, which has several practical advantages over the traditional variational formulation using the Dirichlet form. As an illustration, we explicitly determine the optimal curvature and spectral gap of the nonconservative exclusion process with heterogeneous reservoir densities on any network, despite the lack of reversibility.
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Document Information
| Document Title | Spectral gap and curvature of monotone Markov chains |
|---|---|
| Author / Organization | Justin Salez |
| Subject & Discipline | Multidisciplinary Academic Open Research |
| Categories | Science & Mathematics |
| Publication Year | 2024 |
| License / Rights | Open Access / Creative Commons |
| Resource Verification | Listed PDF (Verification Pending) |
| Original Host Website |
HAL Open Science
(hal.science)
|
| File Format | application/pdf (Portable Document Format) |
| Language | EN |
| Catalog ID | DOC-86744 |
| Original Source Link | Visit Source Page on hal.science » |