Expectation of topological invariants
Taejin Paik, Otto van Koert

TL;DR
This paper investigates the expected topological invariants of complexes built from sample points on manifolds, showing convergence properties of Betti numbers and Euler characteristic as scale varies.
Contribution
It introduces a novel analysis of the expectation of topological invariants for Vietoris-Rips and Čech complexes on Riemannian manifolds, including convergence results.
Findings
Betti number and Euler characteristic are Lipschitz functions of scale
Betti curve converges to the manifold's Betti number within an interval
Provides bounds and conditions for topological invariant convergence
Abstract
In this paper, we study the expectation values of topological invariants of the Vietoris-Rips complex and \v{C}ech complex for a finite set of sample points on a Riemannian manifold. We show that the Betti number and Euler characteristic of the complexes are Lipschitz functions of the scale parameter and that there is an interval such that the Betti curve converges to the Betti number of the underlying manifold.
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Taxonomy
TopicsTopological and Geometric Data Analysis · Mathematical Dynamics and Fractals · Geometric Analysis and Curvature Flows
