Discrete diffusion-type equation on regular graphs and its applications
Abstract
We derive an explicit formula for the fundamental solution to the discrete-time diffusion equation on the -regular tree in terms of the discrete -Bessel function. We then use the formula to derive an explicit expression for the fundamental solution to the discrete-time diffusion equation on any -regular graph . Going further, we develop three applications. The first one is to derive a general trace formula that relates the spectral data on to its topological data. Though we emphasize the results in the case when is finite, our method also applies when has a countably infinite number of vertices. As a second application, we obtain a closed-form expression for the return time probability distribution of the uniform random walk on any -regular graph. The expression is obtained by relating to the uniform random walk on a -regular graph. We then show that if is a sequence of -regular graphs whose number of vertices goes to infinity and which satisfies a certain natural geometric condition, then the limit of the return time probability distributions from is equal to the return time probability distribution on the tree . As a third application, we derive formulas which express the number of distinct closed irreducible walks without tails on a finite graph in terms of moments of the spectrum of its adjacency matrix.
Cite
@article{arxiv.2208.11733,
title = {Discrete diffusion-type equation on regular graphs and its applications},
author = {Carlos A. Cadavid and Paulina Hoyos and Jay Jorgenson and Lejla Smajlović and Juan D. Vélez},
journal= {arXiv preprint arXiv:2208.11733},
year = {2023}
}