English

Full $\Gamma$-expansion of reversible Markov chains level two large deviations rate functionals

Probability 2025-12-09 v2 Statistical Mechanics Analysis of PDEs

Abstract

Let ΞnRd\Xi_n \subset \mathbb R^d, n1n\ge 1, be a sequence of finite sets and consider a Ξn\Xi_n-valued, irreducible, reversible, continuous-time Markov chain (Xt(n):t0)(X^{(n)}_t:t\ge 0). Denote by P(Rd)\mathscr P(\mathbb R^d) the set of probability measures on Rd\mathbb R^d and by In ⁣:P(Rd)[0,+)I_n\colon \mathscr P(\mathbb R^d) \to [0,+\infty) the level two large deviations rate functional for Xt(n)X^{(n)}_t as tt\to\infty. We present a general method, based on tools used to prove the metastable behaviour of Markov chains, to derive a full expansion of InI_n expressing it as In=I(0)+1pq(1/θn(p))I(p)I_n = I^{(0)} \,+\, \sum_{1\le p\le q} (1/\theta^{(p)}_n)\, I^{(p)}, where I(p) ⁣:P(Rd)[0,+]I^{(p)}\colon \mathscr P(\mathbb R^d) \to [0,+\infty] represent rate functionals independent of nn and θn(p)\theta^{(p)}_n sequences such that θn(1)\theta^{(1)}_n \to\infty, θn(p)/θn(p+1)0\theta^{(p)}_n / \theta^{(p+1)}_n \to 0 for 1p<q1\le p< q. The speed θn(p)\theta^{(p)}_n corresponds to the time-scale at which the Markov chains Xt(n)X^{(n)}_t exhibits a metastable behavior, and the I(p1)I^{(p-1)} zero-level sets to the metastable states. To illustrate the theory we apply the method to random walks in potential fields.

Keywords

Cite

@article{arxiv.2303.00671,
  title  = {Full $\Gamma$-expansion of reversible Markov chains level two large deviations rate functionals},
  author = {Claudio Landim and Ricardo Misturini and Federico Sau},
  journal= {arXiv preprint arXiv:2303.00671},
  year   = {2025}
}

Comments

39 pages. More explanations added in various parts of the text + introduction extended. Journal version

R2 v1 2026-06-28T08:54:48.735Z