Subset Glauber dynamics on graphs, hypergraphs and matroids of bounded tree-width (Q463068)
From MaRDI portal
| This is the item page for this Wikibase entity, intended for internal use and editing purposes. Please use this page instead for the normal view: Subset Glauber dynamics on graphs, hypergraphs and matroids of bounded tree-width |
scientific article; zbMATH DE number 6360695
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | Subset Glauber dynamics on graphs, hypergraphs and matroids of bounded tree-width |
scientific article; zbMATH DE number 6360695 |
Statements
Subset Glauber dynamics on graphs, hypergraphs and matroids of bounded tree-width (English)
0 references
23 October 2014
0 references
Summary: Motivated by the `subgraphs world' view of the ferromagnetic Ising model, we analyse the mixing times of Glauber dynamics based on subset expansion expressions for classes of graph, hypergraph and matroid polynomials. With a canonical paths argument, we demonstrate that the chains defined within this framework mix rapidly upon graphs, hypergraphs and matroids of bounded tree-width.{ }This extends known results on rapid mixing for the Tutte polynomial, adjacency-rank (\(R_2\)-)polynomial and interlace polynomial. In particular Glauber dynamics for the \(R_2\)-polynomial was known to mix rapidly on trees, which led to hope of rapid mixing on a wider class of graphs. We show that Glauber dynamics for a very wide class of polynomials mixes rapidly on graphs of bounded tree-width, including many cases in which the Glauber dynamics does not mix rapidly for all graphs. This demonstrates that rapid mixing on trees or bounded tree-width graphs does not offer strong evidence towards rapid mixing on all graphs.
0 references
Markov chain Monte Carlo
0 references
graph polynomials
0 references
tree-width
0 references
canonical paths
0 references
approximate counting
0 references
0 references
0 references
0 references
0 references