English

On the Sum of Ricci-Curvatures for Weighted Graphs

Combinatorics 2020-11-10 v2

Abstract

In this paper, we generalize Lin-Lu-Yau's Ricci curvature to weighted graphs and give a simple limit-free definition. We prove two extremal results on the sum of Ricci curvatures for weighted graph. A weighted graph G=(V,E,d)G=(V,E,d) is an undirected graph G=(V,E)G=(V,E) associated with a distance function d ⁣:E[0,)d\colon E\to [0,\infty). By redefining the weights if possible, without loss of generality, we assume that the shortest weighted distance between uu and vv is exactly d(u,v)d(u,v) for any edge uvuv. Now consider a random walk whose transitive probability from an vertex uu to its neighbor vv (a jump move along the edge uvuv) is proportional to wuv:=F(d(u,v))/d(u,v)w_{uv}:=F(d(u,v))/d(u,v) for some given function F()F(\bullet). We first generalize Lin-Lu-Yau's Ricci curvature definition to this weighted graph and give a simple limit-free representation of κ(x,y)\kappa(x, y) using a so called \ast-coupling functions. The total curvature K(G)K(G) is defined to be the sum of Ricci curvatures over all edges of GG. We proved the following theorems: if F()F(\bullet) is a decreasing function, then K(G)2V2EK(G)\geq 2|V| -2|E|; if F()F(\bullet) is an increasing function, then K(G)2V2EK(G)\leq 2|V| -2|E|. Both equalities hold if and only if dd is a constant function plus the girth is at least 66. In particular, these imply a Gauss-Bonnet theorem for (unweighted) graphs with girth at least 66, where the graph Ricci curvature is defined geometrically in terms of optimal transport.

Keywords

Cite

@article{arxiv.2001.01776,
  title  = {On the Sum of Ricci-Curvatures for Weighted Graphs},
  author = {Shuliang Bai and An Huang and Linyuan Lu and Shing-Tung Yau},
  journal= {arXiv preprint arXiv:2001.01776},
  year   = {2020}
}