Compositional statistical mechanics, entropy and variational free energy (Extended abstract)
Preprint
Abstract
This document is a summary of various results related to a compositional/categorical approach to rigorous Statistical Mechanics. In particular, we present a categorical formulation of specifications that we call A-specifications and their Gibbs measures. We give a characterization of extreme Gibbs measures of A-specifications and an entropy functional for A-specifications, along with an associated variational principle and message passing algorithm to 'solve' the variational principle.Keywords
All Related Versions
This publication has 4 references indexed in Scilit:
- De Finetti’s Theorem in Categorical ProbabilityJournal of Stochastic Analysis, 2021
- The Homological Nature of EntropyEntropy, 2015
- In a Search for a Structure, Part 1: On Entropy2013
- Constructing Free-Energy Approximations and Generalized Belief Propagation AlgorithmsIEEE Transactions on Information Theory, 2005