Block factorization of the relative entropy via spatial mixing
Abstract
We consider spin systems in the -dimensional lattice 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 in terms of a weighted sum of the entropies on blocks when each is given an arbitrary nonnegative weight . 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