Random Walks on Directed Covers of Graphs
Lorenz A. Gilch, Sebastian M\"uller

TL;DR
This paper extends the theory of directed covers of finite graphs to infinite graphs, analyzing random walk behavior, growth rates, and entropy, revealing new phenomena and providing explicit formulas.
Contribution
It introduces a comprehensive classification of random walks on infinite directed covers, including recurrence, transience, and entropy, with new formulas and examples.
Findings
Recurrence is equivalent to the almost sure extinction of a branching process.
The rate of escape and asymptotic entropy are explicitly calculated.
Asymptotic entropy is positive if and only if the walk is transient.
Abstract
Directed covers of finite graphs are also known as periodic trees or trees with finitely many cone types. We expand the existing theory of directed covers of finite graphs to those of infinite graphs. While the lower growth rate still equals the branching number, upper and lower growth rates do not longer coincide in general. Furthermore, the behaviour of random walks on directed covers of infinite graphs is more subtle. We provide a classification in terms of recurrence and transience and point out that the critical random walk may be recurrent or transient. Our proof is based on the observation that recurrence of the random walk is equivalent to the almost sure extinction of an appropriate branching process. Two examples in random environment are provided: homesick random walk on infinite percolation clusters and random walk in random environment on directed covers. Furthermore, we…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsComplex Network Analysis Techniques · Stochastic processes and statistical mechanics · Data Management and Algorithms
