On coalescence time in graphs--When is coalescing as fast as meeting?

TL;DR

This paper provides tight bounds on coalescence times for various graphs, linking it to meeting and mixing times, and resolves longstanding conjectures, with implications for voter models and consensus processes.

Contribution

It introduces a toolkit for bounding coalescence times, proves they match meeting times under certain conditions, and resolves a conjecture for almost-regular graphs.

Findings

Coalescence time equals meeting time for graphs with small meeting-to-mixing time ratio.

Bound of O(n^3) for coalescence time, tight for Barbell graph.

Improved bounds on hitting and cover times for regular graphs.

Abstract

Coalescing random walks is a fundamental stochastic process, where a set of particles perform independent discrete-time random walks on an undirected graph. Whenever two or more particles meet at a given node, they merge and continue as a single random walk. The coalescence time is defined as the expected time until only one particle remains, starting from one particle at every node. Despite recent progress the coalescence time for graphs such as binary trees, d-dimensional tori, hypercubes and more generally, vertex-transitive graphs, remains unresolved. We provide a powerful toolkit that results in tight bounds for various topologies including the aforementioned ones. The meeting time is defined as the worst-case expected time required for two random walks to arrive at the same node at the same time. As a general result, we establish that for graphs whose meeting time is only marginally larger than the mixing time (a factor of log^2 n), the coalescence time of n random walks equals the meeting time up to constant factors. This upper bound is complemented by the construction of a graph family demonstrating that this result is the best possible up to constant factors. For almost-regular graphs, we bound the coalescence time by the hitting time, resolving the discrete-time variant of a conjecture by Aldous for this class of graphs. Finally, we prove that for any graph the coalescence time is bounded by O(n^3) (which is tight for the Barbell graph); surprisingly even such a basic question about the coalescing time was not answered before this work. By duality, our results give bounds on the voter model and therefore give bounds on the consensus time in arbitrary undirected graphs. We also establish a new bound on the hitting time and cover time of regular graphs, improving and tightening previous results by Broder and Karlin, as well as those by Aldous and Fill.