English

Graph curvature via resistance distance

Combinatorics 2023-02-22 v2 Differential Geometry Probability

Abstract

Let G=(V,E)G=(V,E) be a finite, combinatorial graph. We define a notion of curvature on the vertices VV via the inverse of the resistance distance matrix. We prove that this notion of curvature has a number of desirable properties. Graphs with curvature bounded from below by K>0K>0 have diameter bounded from above. The Laplacian L=DAL=D-A satisfies a Lichnerowicz estimate, there is a spectral gap λ22K\lambda_2 \geq 2K. We obtain matching two-sided bounds on the maximal commute time between any two vertices in terms of EV1K1|E| \cdot |V|^{-1} \cdot K^{-1}. Moreover, we derive quantitative rates for the mixing time of the corresponding Markov chain and prove a general equilibrium result.

Keywords

Cite

@article{arxiv.2302.06021,
  title  = {Graph curvature via resistance distance},
  author = {Karel Devriendt and Andrea Ottolini and Stefan Steinerberger},
  journal= {arXiv preprint arXiv:2302.06021},
  year   = {2023}
}

Comments

15 pages, 2 figures