Fast computation of persistent homology representatives with involuted persistent homology

Fuente: arXiv
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Autori principali: Čufar, Matija, Virk, Žiga
Natura: Preprint
Pubblicazione: 2021
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author Čufar, Matija
Virk, Žiga
author_facet Čufar, Matija
Virk, Žiga
contents Persistent homology is typically computed through persistent cohomology. While this generally improves the running time significantly, it does not facilitate extraction of homology representatives. The mentioned representatives are geometric manifestations of the corresponding holes and often carry desirable information. We propose a new method of extraction of persistent homology representatives using cohomology. In a nutshell, we first compute persistent cohomology and use the obtained information to significantly improve the running time of the direct persistent homology computations. This algorithm applied to Rips filtrations generally computes persistent homology representatives much faster than the standard methods.
format Preprint
id arxiv_https___arxiv_org_abs_2105_03629
institution arXiv
publishDate 2021
record_format arxiv
spellingShingle Fast computation of persistent homology representatives with involuted persistent homology
Čufar, Matija
Virk, Žiga
Algebraic Topology
Persistent homology is typically computed through persistent cohomology. While this generally improves the running time significantly, it does not facilitate extraction of homology representatives. The mentioned representatives are geometric manifestations of the corresponding holes and often carry desirable information. We propose a new method of extraction of persistent homology representatives using cohomology. In a nutshell, we first compute persistent cohomology and use the obtained information to significantly improve the running time of the direct persistent homology computations. This algorithm applied to Rips filtrations generally computes persistent homology representatives much faster than the standard methods.
title Fast computation of persistent homology representatives with involuted persistent homology
topic Algebraic Topology
url https://arxiv.org/abs/2105.03629