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MiS Preprint

Ollivier-Ricci curvature and the spectrum of the normalized graph Laplace operator

Frank Bauer, Jürgen Jost and Shiping Liu


We prove the following estimate for the spectrum of the normalized Laplace operator $\Delta$ on a finite graph $G$, \begin{equation*} 1- (1- k[t])^{\frac{1}{t}}\leq \lambda_1 \leq \cdots \leq \lambda_{N-1}\leq 1+ (1- k[t])^{\frac{1}{t}}, \,\forall \,\,\text{integers}\,\, t\geq 1. \end{equation*}Here $k[t]$ is a lower bound for the Ollivier-Ricci curvature on the neighborhood graph $G[t]$ (here we use the convention $G[1]=G$), which was introduced by Bauer-Jost. In particular, when $t=1$ this is Ollivier's estimate $k\leq \lambda_1$ and a new sharp upper bound $\lambda_{N-1}\leq 2-k$ for the largest eigenvalue. Furthermore, we prove that for any $G$ when $t$ is sufficiently large, $1>(1- k[t])^{\frac{1}{t}}$ which shows that our estimates for $\lambda_1$ and $\lambda_{N-1}$ are always nontrivial and the lower estimate for $\lambda_1$ improves Ollivier's estimate $k\leq \lambda_1$ for all graphs with $k\leq 0$. By definition neighborhood graphs possess many loops. To understand the Ollivier-Ricci curvature on neighborhood graphs, we generalize a sharp estimate of the curvature given by Jost-Liu to graphs which may have loops and relate it to the relative local frequency of triangles and loops.

MSC Codes:
60J05, 51F99, 05C50
Ollivier-Ricci curvature, normalized graph Laplace operator, largest eigenvalue, random walk, neighborhood graph

Related publications

2012 Repository Open Access
Frank Bauer, Jürgen Jost and Shiping Liu

Ollivier-Ricci curvature and the spectrum of the normalized graph Laplace operator

In: Mathematical research letters, 19 (2012) 6, pp. 1185-1205