On the sum of Ricci-curvatures for weighted graphs

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 $G=(V,E,d)$ is an undirected graph $G=(V,E)$ associated with a distance function $d\colon E\to [0,\infty)$. By redefining the weights if possible, without loss of generality, we assume that the shortest weighted distance between $u$ and $v$ is exactly $d(u,v)$ for any edge $uv$. Now consider a random walk whose transitive probability from an vertex $u$ to its neighbor $v$ (a jump move along the edge $uv$) is proportional to $w_{uv}:=F(d(u,v))/d(u,v)$ for some given function $F(\bullet)$. We first generalize Lin-Lu-Yau's Ricci curvature definition to this weighted graph and give a simple limit-free representation of $\kappa(x, y)$ using a so called $\ast$-coupling functions. The total curvature $K(G)$ is defined to be the sum of Ricci curvatures over all edges of $G$. We proved the following theorems: if $F(\bullet)$ is a decreasing function, then $K(G)\geq 2|V| -2|E|$; if $F(\bullet)$ is an increasing function, then $K(G)\leq 2|V| -2|E|$. Both equalities hold if and only if $d$ is a constant function plus the girth is at least $6$. In particular, these imply a Gauss-Bonnet theorem for (unweighted) graphs with girth at least $6$, where the graph Ricci curvature is defined geometrically in terms of optimal transport.

[1]  Radoslaw K. Wojciechowski,et al.  Ollivier Ricci curvature for general graph Laplacians: Heat equation, Laplacian comparison, non-explosion and diameter bounds , 2017, Advances in Mathematics.

[2]  Y. Ollivier Ricci curvature of metric spaces , 2007 .

[3]  Feng Luo,et al.  Community Detection on Networks with Ricci Flow , 2019, Scientific Reports.

[4]  S. Yau,et al.  Ricci curvature and eigenvalue estimate on locally finite graphs , 2010 .

[5]  S. Yau,et al.  Ricci curvature of graphs , 2011 .

[6]  Paul Bogdan,et al.  Ollivier-Ricci Curvature-Based Method to Community Detection in Complex Networks , 2019, Scientific Reports.

[7]  Sumit Mukherjee,et al.  Exact and asymptotic results on coarse Ricci curvature of graphs , 2013, Discret. Math..

[8]  Shiping Liu,et al.  Ollivier-Ricci Idleness Functions of Graphs , 2017, SIAM J. Discret. Math..

[9]  Beifang Chen,et al.  Gauss-Bonnet Formula, Finiteness Condition, and Characterizations of Graphs Embedded in Surfaces , 2008, Graphs Comb..

[10]  F. Chung,et al.  Logarithmic Harnack Inequalities , 1996 .

[11]  J. Jost,et al.  Ollivier-Ricci curvature and the spectrum of the normalized graph Laplace operator , 2011, 1105.3803.

[12]  Y. Ollivier Ricci curvature of Markov chains on metric spaces , 2007, math/0701886.

[13]  S. Gubser,et al.  Edge length dynamics on graphs with applications to p-adic AdS/CFT , 2016, Journal of High Energy Physics.

[14]  Shiping Liu,et al.  Ollivier’s Ricci Curvature, Local Clustering and Curvature-Dimension Inequalities on Graphs , 2011, Discret. Comput. Geom..

[15]  Jonathan D. H. Smith Ricci curvature, circulants, and a matching condition , 2014, Discret. Math..

[16]  J. Jost Riemannian geometry and geometric analysis , 1995 .