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20112026
most citedComparative analysis of two discretizations of Ricci curvature for complex networks

121 citations · 538 across the 72 of their papers we have counts for

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11 papers · 1 filter

math.SP2025

On a magneto-spectral invariant on finite graphs

Chunyang Hu, Bobo Hua, Supanat Kamtue +3

In this paper, we introduce a magneto-spectral invariant for finite graphs. This invariant vanishes on trees and is maximized by complete graphs. We compute this invariant for cycl…

math.SP2023

New graph invariants based on -Laplacian eigenvalues

Chuanyuan Ge, Shiping Liu, Dong Zhang

We present monotonicity inequalities for certain functions involving eigenvalues of -Laplacians on signed graphs with respect to . Inspired by such monotonicity, we propose n…

math.SP2022

Nodal domain theorems for -Laplacians on signed graphs

Chuanyuan Ge, Shiping Liu, Dong Zhang

We establish various nodal domain theorems for -Laplacians on signed graphs, which unify most of the existing results on nodal domains of graph -Laplacians and arbitrary symm…

math.SP2022

Symmetric Matrices, Signed Graphs, and Nodal Domain Theorems

Chuanyuan Ge, Shiping Liu

In 2001, Davies, Gladwell, Leydold, and Stadler proved discrete nodal domain theorems for eigenfunctions of generalized Laplacians, i.e., symmetric matrices with non-positive off-d…

math.SP2017

Magnetic sparseness and Schrödinger operators on graphs

Michel Bonnefont, Sylvain Golénia, Matthias Keller +2

We study magnetic Schrödinger operators on graphs. We extend the notion of sparseness of graphs by including a magnetic quantity called the frustration index. This notion of magnet…

math.SP2015★ 16 cited

Curvature and higher order Buser inequalities for the graph connection Laplacian

Shiping Liu, Florentin Münch, Norbert Peyerimhoff

We study the eigenvalues of the connection Laplacian on a graph with an orthogonal group or unitary group signature. We establish higher order Buser type inequalities, i.e., we pro…

math.SP2015★ 28 cited

Frustration index and Cheeger inequalities for discrete and continuous magnetic Laplacians

Carsten Lange, Shiping Liu, Norbert Peyerimhoff +1

We discuss a Cheeger constant as a mixture of the frustration index and the expansion rate, and prove the related Cheeger inequalities and higher order Cheeger inequalities for gra…

math.SP2014★ 22 cited

Spectral classes of regular, random, and empirical graphs

Jiao Gu, Jürgen Jost, Shiping Liu +1

We define a (pseudo-)distance between graphs based on the spectrum of the normalized Laplacian, which is easy to compute or to estimate numerically. It can therefore serve as a rou…

math.SP2014★ 31 cited

Eigenvalue ratios of nonnegatively curved graphs

Shiping Liu, Norbert Peyerimhoff

We derive an optimal eigenvalue ratio estimate for finite weighted graphs satisfying the curvature-dimension inequality . This estimate is independent of the size of…

math.SP2014★ 26 cited

Spectral distances on graphs

Jiao Gu, Bobo Hua, Shiping Liu

By assigning a probability measure via the spectrum of the normalized Laplacian to each graph and using L^p Wasserstein distances between probability measures, we define the corres…

math.SP2014★ 34 cited

Multi-way dual Cheeger constants and spectral bounds of graphs

Shiping Liu

We introduce a set of multi-way dual Cheeger constants and prove universal higher-order dual Cheeger inequalities for eigenvalues of normalized Laplace operators on weighted finite…