Uniqueness of Markov random fields with higher-order dependencies
Abstract
Markov random fields on a countable set are studied. They are canonically set by a specification , for which the dependence structure is defined by a pre-modification -- a consistent family of functions , where is a standard Borel space and is an infinite collection of finite . Different may contain distinct number of elements, which, in particular, means that the dependence graph is a hypergraph. Given , let be the logarithmic oscillation of . The result of this work is the assertion that the set of all fields is a singleton whenever satisfies a condition, a particular version of which can be , holding for all and some -specific . Here is an increasing function, e.g., , and is the degree of in the line-graph , which may grow ad infinitum. This uniqueness condition is essentially less restrictive than those based on classical Dobrushin's methods, according to which either of , and should be globally bounded. We also prove that its fulfilment implies that the unique element of is globally Markov.
Keywords
Cite
@article{arxiv.2304.11369,
title = {Uniqueness of Markov random fields with higher-order dependencies},
author = {Dorota Kepa-Maksymowicz and Yuri Kozitsky},
journal= {arXiv preprint arXiv:2304.11369},
year = {2023}
}