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A directed persistent homology theory for dissimilarity functions

A directed persistent homology theory for dissimilarity functions
A directed persistent homology theory for dissimilarity functions

We develop a theory of persistent homology for directed simplicial complexes which detects persistent directed cycles in odd dimensions. We relate directed persistent homology to classical persistent homology, prove some stability results, and discuss the computational challenges of our approach. Our directed persistent homology theory is motivated by homology with semiring coefficients: by explicitly removing additive inverses, we are able to detect directed cycles algebraically.

directed cycles, directed simplicial complexes, dissimilarity functions, persistent homology
2367-1726
771-813
Méndez, David
082b86ce-ba78-4519-9713-ff1a38f65c96
Sánchez-García, Rubén J.
8246cea2-ae1c-44f2-94e9-bacc9371c3ed
Méndez, David
082b86ce-ba78-4519-9713-ff1a38f65c96
Sánchez-García, Rubén J.
8246cea2-ae1c-44f2-94e9-bacc9371c3ed

Méndez, David and Sánchez-García, Rubén J. (2023) A directed persistent homology theory for dissimilarity functions. Journal of Applied and Computational Topology, 7 (4), 771-813. (doi:10.1007/s41468-023-00124-x).

Record type: Article

Abstract

We develop a theory of persistent homology for directed simplicial complexes which detects persistent directed cycles in odd dimensions. We relate directed persistent homology to classical persistent homology, prove some stability results, and discuss the computational challenges of our approach. Our directed persistent homology theory is motivated by homology with semiring coefficients: by explicitly removing additive inverses, we are able to detect directed cycles algebraically.

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Accepted/In Press date: 4 May 2023
e-pub ahead of print date: 2 June 2023
Published date: 2 June 2023
Additional Information: Funding Information: This work was supported by The Alan Turing Institute under the EPSRC grant EP/N510129/1 The first author was partially supported by Ministerio de Economía y Competitividad (Spain) Grants Nos. MTM2016-79661-P and MTM2016-78647-P and by Ministerio de Ciencia, Innovación y Universidades (Spain) Grant No. PGC2018-095448-B-I00.
Keywords: directed cycles, directed simplicial complexes, dissimilarity functions, persistent homology

Identifiers

Local EPrints ID: 478459
URI: http://eprints.soton.ac.uk/id/eprint/478459
ISSN: 2367-1726
PURE UUID: c4345379-554f-4599-851a-c7110bd2137e
ORCID for David Méndez: ORCID iD orcid.org/0000-0003-4023-172X
ORCID for Rubén J. Sánchez-García: ORCID iD orcid.org/0000-0001-6479-3028

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Date deposited: 03 Jul 2023 16:52
Last modified: 18 Mar 2024 03:16

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Author: David Méndez ORCID iD

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