topological data analysis

Universal topological statistics on triangulated singular spaces

arXiv:2607.27535

summary

The paper proves that the expected persistent homology of random point clouds on a wide class of triangulable spaces converges to a universal limit that does not depend on the specific space or sampling density.

Abstract

We prove a universality theorem for random persistent homology over a class of triangulable spaces. More precisely, let be a compact -triangulable space satisfying a geometric quality condition and let be a probability density. Then the expected persistence ratio measure computed from the Čech or Vietoris-Rips complex of a Poisson point process with intensity has a universal limit independent of . Since smooth manifolds, algebraic varieties, semialgebraic sets and Whitney stratified spaces are all triangulable spaces, our theorem applies to a large class of non-Euclidean spaces. Beyond persistent homology, our proof covers a general class of scale-invariant functionals. It relies on a geometric transfer method that adapts constructions in Euclidean space to triangulable spaces through successive approximations by Freudenthal-Kuhn triangulations, and control of interference across singular strata.

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Topics & keywords

#persistent homology#random point processes#triangulable spaces#Čech complex#Vietoris‑Rips complexPoisson point processpersistence ratio measureFreudenthal‑Kuhn triangulationscale‑invariant functionalWhitney stratified spaces
Universal topological statistics on triangulated singular spaces · wovepaper