A Study of Persistent Homology through Persistence Modules
Martin, Simon
Promotor(s) :
Schneiders, Jean-Pierre
Date of defense : 26-Jun-2025/27-Jun-2025 • Permalink : http://hdl.handle.net/2268.2/22972
Details
| Title : | A Study of Persistent Homology through Persistence Modules |
| Translated title : | [fr] Etude de l'homologie persistente au moyen de modules de persistences |
| Author : | Martin, Simon
|
| Date of defense : | 26-Jun-2025/27-Jun-2025 |
| Advisor(s) : | Schneiders, Jean-Pierre
|
| Committee's member(s) : | Leroy, Julien
Van Messem, Arnout
Zenaïdi, Naïm
Lowen, Wendy |
| Language : | English |
| Number of pages : | 159 |
| Keywords : | [en] Persistent Homology [en] Quiver [en] Persistence Module [en] interleaving [en] topological data analysis |
| Discipline(s) : | Physical, chemical, mathematical & earth Sciences > Mathematics |
| Institution(s) : | Université de Liège, Liège, Belgique |
| Degree: | Master en sciences mathématiques, à finalité approfondie |
| Faculty: | Master thesis of the Faculté des Sciences |
Abstract
[en] Persistent homology is a tool used in topological data analysis, providing a multiscale approach. Persistence modules provide an algebraic approach to persistent homology. Their decomposition into interval modules is studied using quivers and Gabriel's theorem, as well as generalisations of this result. It is shown that if such a decomposition exists, it is unique up to isomorphism. Several sufficient conditions for such a decomposition to exist are put forward. Afterwards, the interleaving distance is defined. It is used to prove the stability theorem, which justifies the use of persistent homology in topological data analysis.
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