On the Sum of Ricci-Curvatures for Weighted Graphs
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 is an undirected graph associated with a distance function . By redefining the weights if possible, without loss of generality, we assume that the shortest weighted distance between and is exactly for any edge . Now consider a random walk whose transitive probability from an vertex to its neighbor (a jump move along the edge ) is proportional to for some given function . We first generalize Lin-Lu-Yau's Ricci curvature definition to this weighted graph and give a simple limit-free representation of using a so called -coupling functions. The total curvature is defined to be the sum of Ricci curvatures over all edges of . We proved the following theorems: if is a decreasing function, then ; if is an increasing function, then . Both equalities hold if and only if is a constant function plus the girth is at least . In particular, these imply a Gauss-Bonnet theorem for (unweighted) graphs with girth at least , 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}
}