Families of Markov chains with compatible symmetric-group actions

TL;DR

This paper studies random walks on families of symmetric-group action compatible graphs, revealing asymptotic rational behavior of hitting times and bounds on mixing times, using algebraic combinatorics and representation stability.

Contribution

It applies advanced algebraic combinatorics techniques to analyze random walks on graph families with symmetric-group actions, providing new asymptotic and mixing time results.

Findings

Hitting time moments exhibit rational function asymptotics

Entries of Green's functions follow similar asymptotic behavior

Bounds on mixing times are derived from graph structure

Abstract

For each $n,r \geq 0$, let $KG(n,r)$ denote the Kneser Graph; that whose vertices are labeled by $r$-element subsets of $n$, and whose edges indicate that the corresponding subsets are disjoint. Fixing $r$ and allowing $n$ to vary, one obtains a family of nested graphs, each equipped with a natural action by a symmetric group $S_n$, such that these actions are compatible. Collections of graphs of this type are common in algebraic combinatorics and include families such as the Johnson Graphs, Crown Graphs and Rook Graphs. In previous work, the authors systematically studied families of this type using the language of representation stability and FI-modules. In that work, it is shown that such families of graphs exhibit a large variety of asymptotic regular behaviors. The present work applies the theory developed in that previous work, later refined in work of the authors and Speyer, to study random walks on the graphs of such families. We show that the moments of hitting times exhibit rational function behavior asymptotically. By consequence we conclude similar facts about the entries of the discrete Green's functions, as defined by Chung and Yau. Finally, we illustrate how the algebro-combinatorial structure of the graphs in these families give bounds on the mixing times of random walks on those graphs. We suggest some possible directions for future study, including of the appearance, or not, of the cut-off phenomenon, originally presented by Diaconis.