Graph curvature via resistance distance

被引:5
作者
Devriendt, Karel [1 ]
Ottolini, Andrea [2 ]
Steinerberger, Stefan [2 ]
机构
[1] Max Planck Inst Math Sci, Inselstr 22, D-04103 Leipzig, Germany
[2] Univ Washington, Dept Math, Seattle, WA 98195 USA
基金
美国国家科学基金会;
关键词
Graph; Curvature; Mixing time; Commute time; Kirchhoff index; Resistance; METRIC-MEASURE-SPACES; RICCI CURVATURE; KIRCHHOFF INDEX;
D O I
10.1016/j.dam.2024.01.012
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Let G = (V, E) be a finite, combinatorial graph. We define a notion of curvature on the vertex set V 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 > 0 have diameter bounded from above. The Laplacian L = D - A satisfies a Lichnerowicz estimate, there is a spectral gap lambda(2) >= 2K. We obtain matching twosided bounds on the maximal commute time between any two vertices in terms of |E| center dot |V |(-1) center dot K-1. Moreover, we derive quantitative rates for the mixing time of the corresponding Markov chain and prove a general equilibrium result. (c) 2024 Elsevier B.V. All rights reserved.
引用
收藏
页码:68 / 78
页数:11
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