English

Discrete diffusion-type equation on regular graphs and its applications

Probability 2023-03-27 v2 Combinatorics Spectral Theory

Abstract

We derive an explicit formula for the fundamental solution KTq+1(x,x0;t)K_{T_{q+1}}(x,x_{0};t) to the discrete-time diffusion equation on the (q+1)(q+1)-regular tree Tq+1T_{q+1} in terms of the discrete II-Bessel function. We then use the formula to derive an explicit expression for the fundamental solution KX(x,x0;t)K_{X}(x,x_{0};t) to the discrete-time diffusion equation on any (q+1)(q+1)-regular graph XX. Going further, we develop three applications. The first one is to derive a general trace formula that relates the spectral data on XX to its topological data. Though we emphasize the results in the case when XX is finite, our method also applies when XX 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 (q+1)(q+1)-regular graph. The expression is obtained by relating KX(x,x0;t)K_{X}(x,x_{0};t) to the uniform random walk on a (q+1)(q+1)-regular graph. We then show that if {Xh}\{X_{h}\} is a sequence of (q+1)(q+1)-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 {Xh}\{X_{h}\} is equal to the return time probability distribution on the tree Tq+1T_{q+1}. As a third application, we derive formulas which express the number of distinct closed irreducible walks without tails on a finite graph XX in terms of moments of the spectrum of its adjacency matrix.

Keywords

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}
}
R2 v1 2026-06-25T01:57:08.097Z