Spectral convergence of graph Laplacians with Ricci curvature bounds and in non-collapsed Ricci limit spaces

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1. Verfasser: Inagaki, Masato
Format: Preprint
Veröffentlicht: 2025
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author Inagaki, Masato
author_facet Inagaki, Masato
contents This paper establishes quantitative high-probability bounds on the eigenvalues and eigenfunctions of $ε$-neighborhood graph Laplacians constructed from i.i.d. random variables on $m$-dimensional closed Riemannian manifolds $(M,g)$ that satisfy a uniform lower Ricci curvature bound $\operatorname{Ric}_g\ge -(m-1)K$, a positive lower volume bound, and an upper diameter bound. These results extend to non-collapsed Ricci limit spaces that are measured Gromov-Hausdorff limits of such manifolds, and the bounds give a spectral approximation of weighted Laplacians on manifolds with non-smooth points.
format Preprint
id arxiv_https___arxiv_org_abs_2506_07427
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Spectral convergence of graph Laplacians with Ricci curvature bounds and in non-collapsed Ricci limit spaces
Inagaki, Masato
Differential Geometry
Metric Geometry
Spectral Theory
This paper establishes quantitative high-probability bounds on the eigenvalues and eigenfunctions of $ε$-neighborhood graph Laplacians constructed from i.i.d. random variables on $m$-dimensional closed Riemannian manifolds $(M,g)$ that satisfy a uniform lower Ricci curvature bound $\operatorname{Ric}_g\ge -(m-1)K$, a positive lower volume bound, and an upper diameter bound. These results extend to non-collapsed Ricci limit spaces that are measured Gromov-Hausdorff limits of such manifolds, and the bounds give a spectral approximation of weighted Laplacians on manifolds with non-smooth points.
title Spectral convergence of graph Laplacians with Ricci curvature bounds and in non-collapsed Ricci limit spaces
topic Differential Geometry
Metric Geometry
Spectral Theory
url https://arxiv.org/abs/2506.07427