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Metastable Γ-expansion of finite state Markov chains level two large deviations rate functions
L. Bertini, D. Gabrielli, Claudio Landim

Metastable Γ-expansion of finite state Markov chains level two large deviations rate functions

Science & Mathematics Published 2024 Verification Pending

Overview & Synopsis

We examine two analytical characterisation of the metastable behavior of a sequence of Markov chains. The first one expressed in terms of its transition probabilities, and the second one in terms of its large deviations rate functional. Consider a sequence of continuous-time Markov chains (X(n)t:t≥0) evolving on a fixed finite state space V. Under a hypothesis on the jump rates, we prove the existence of time-scales θ(p)n and probability measures with disjoint supports π(p)j, j∈Sp, 1≤p≤q, such that (a) θ(1)n→∞, θ(k+1)n/θ(k)n→∞, (b) for all p, x∈V, t>0, starting from x, the distribution of X(n)tθ(p)n converges, as n→∞, to a convex combination of the probability measures π(p)j. The weights of the convex combination naturally depend on x and t. Let In be the level two large deviations rate functional for X(n)t, as t→∞. Under the same hypothesis on the jump rates and assuming, furthermore, that the process is reversible, we prove that In can be written as In=I(0)+∑1≤p≤q(1/θ(p)n)I(p) for some rate functionals I(p) which take finite values only at convex combinations of the measures π(p)j: I(p)(μ)<∞ if, and only if, μ=∑j∈Spωjπ(p)j for some probability measure ω in Sp.

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Document Information

Document Title Metastable Γ-expansion of finite state Markov chains level two large deviations rate functions
Author / Organization L. Bertini, D. Gabrielli, Claudio Landim
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-32507
Original Source Link Visit Source Page on hal.science »