Poisson approximation of large-lifetime cycles

In topological data analysis, the notions of persistent homology, birthtime, lifetime, and deathtime are used to assign and capture relevant cycles (i.e., topological features) of a point cloud, such as loops and cavities. In particular, cycles with a large lifetime are of special interest. In this paper, we study such large-lifetime cycles when the point cloud is modeled as a Poisson point process. First, we consider the case with no bound on the deathtime, where we establish Poisson convergence of the centers of large-lifetime cycles on the 2-dimensional flat torus. Afterwards, by imposing a bound on the deathtime, we enter a sparse connectivity regime, and we prove joint Poisson convergence of the centers, lifetimes, and deathtimes in dimensions $$\varvec{d \geqslant 2}$$ under suitable model conditions.

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Publication Details

Journal
Extremes
Published
2026-02-26
DOI
https://doi.org/10.1007/s10687-026-00526-x
Primary Topic
Topological and Geometric Data Analysis
Type
article
Field-Weighted Citation Impact
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article

Poisson approximation of large-lifetime cycles

Moritz Otto, Christian Hirsch, Nikolaj Nyvold Lundbye
Extremes
Topological and Geometric Data Analysis
article

Poisson approximation of large-lifetime cycles

Moritz Otto, Christian Hirsch, Nikolaj Nyvold Lundbye
article en

Abstract

In topological data analysis, the notions of persistent homology, birthtime, lifetime, and deathtime are used to assign and capture relevant cycles (i.e., topological features) of a point cloud, such as loops and cavities. In particular, cycles with a large lifetime are of special interest. In this paper, we study such large-lifetime cycles when the point cloud is modeled as a Poisson point process. First, we consider the case with no bound on the deathtime, where we establish Poisson convergence of the centers of large-lifetime cycles on the 2-dimensional flat torus. Afterwards, by imposing a bound on the deathtime, we enter a sparse connectivity regime, and we prove joint Poisson convergence of the centers, lifetimes, and deathtimes in dimensions $$\varvec{d \geqslant 2}$$ under suitable model conditions.

Extremes
Leiden University (NL), Aarhus University (DK)
Openalex Percentile: Top 41%
Topological and Geometric Data Analysis
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