Asymptotic Properties of Random Homology Induced by Diffusion Processes
Fuente:
arXiv
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| Autori principali: | , |
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| Natura: | Preprint |
| Pubblicazione: |
2024
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| _version_ | 1866911932398698496 |
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| author | Galkin, Artem Mariani, Mauro |
| author_facet | Galkin, Artem Mariani, Mauro |
| contents | We investigate the asymptotic behavior, in the long time limit, of the random homology associated to realizations of stochastic diffusion processes on a compact Riemannian manifold. In particular a rigidity result is established: if the rate is quadratic, then the manifold is a locally trivial fiber bundle over a flat torus, with fibers being minimal in a weighted sense (that is, regarding the manifold as a metric measured space, with the invariant probability being the weight measure). Surprisingly, this entails that at least for some classes of manifolds, the homology of non-reversible processes relaxes to equilibrium slower than its reversible counterpart (as opposed to the respective empirical measure, which relaxes faster). |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2406_17683 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Asymptotic Properties of Random Homology Induced by Diffusion Processes Galkin, Artem Mariani, Mauro Probability Differential Geometry 58J65, 60H10, 60F10, 53C43 We investigate the asymptotic behavior, in the long time limit, of the random homology associated to realizations of stochastic diffusion processes on a compact Riemannian manifold. In particular a rigidity result is established: if the rate is quadratic, then the manifold is a locally trivial fiber bundle over a flat torus, with fibers being minimal in a weighted sense (that is, regarding the manifold as a metric measured space, with the invariant probability being the weight measure). Surprisingly, this entails that at least for some classes of manifolds, the homology of non-reversible processes relaxes to equilibrium slower than its reversible counterpart (as opposed to the respective empirical measure, which relaxes faster). |
| title | Asymptotic Properties of Random Homology Induced by Diffusion Processes |
| topic | Probability Differential Geometry 58J65, 60H10, 60F10, 53C43 |
| url | https://arxiv.org/abs/2406.17683 |