Extremal lifetimes of persistent cycles

Persistent homology captures the appearances and disappearances of topological features such as loops and cavities when growing disks centered at a Poisson point process. We study extreme values for the lifetimes of features dying in bounded components and with birth resp. death time bounded away fr...

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Veröffentlicht in:Extremes (Boston) 2022-06, Vol.25 (2), p.299-330
Hauptverfasser: Chenavier, Nicolas, Hirsch, Christian
Format: Artikel
Sprache:eng
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Zusammenfassung:Persistent homology captures the appearances and disappearances of topological features such as loops and cavities when growing disks centered at a Poisson point process. We study extreme values for the lifetimes of features dying in bounded components and with birth resp. death time bounded away from the threshold for continuum percolation and the coexistence region. First, we describe the scaling of the minimal lifetimes for general feature dimensions, and of the maximal lifetimes for cavities in the Čech filtration. Then, we proceed to a more refined analysis and establish Poisson approximation for large lifetimes of cavities and for small lifetimes of loops. Finally, we also study the scaling of minimal lifetimes in the Vietoris-Rips setting and point to a surprising difference to the Čech filtration.
ISSN:1386-1999
1572-915X
DOI:10.1007/s10687-021-00430-6