English

Block factorization of the relative entropy via spatial mixing

Probability 2021-10-22 v1 Functional Analysis

Abstract

We consider spin systems in the dd-dimensional lattice ZdZ^d satisfying the so-called strong spatial mixing condition. We show that the relative entropy functional of the corresponding Gibbs measure satisfies a family of inequalities which control the entropy on a given region VZdV\subset Z^d in terms of a weighted sum of the entropies on blocks AVA\subset V when each AA is given an arbitrary nonnegative weight αA\alpha_A. These inequalities generalize the well known logarithmic Sobolev inequality for the Glauber dynamics. Moreover, they provide a natural extension of the classical Shearer inequality satisfied by the Shannon entropy. Finally, they imply a family of modified logarithmic Sobolev inequalities which give quantitative control on the convergence to equilibrium of arbitrary weighted block dynamics of heat bath type.

Keywords

Cite

@article{arxiv.2004.10574,
  title  = {Block factorization of the relative entropy via spatial mixing},
  author = {Pietro Caputo and Daniel Parisi},
  journal= {arXiv preprint arXiv:2004.10574},
  year   = {2021}
}

Comments

23 pages, 2 figures

R2 v1 2026-06-23T15:01:36.667Z