The structure and stability of persistence modules

Frédéric Chazal 1 Vin De Silva 2 Marc Glisse 1 Steve Oudot 1
1 GEOMETRICA - Geometric computing
CRISAM - Inria Sophia Antipolis - Méditerranée , Inria Saclay - Ile de France
Abstract : We give a self-contained treatment of the theory of persistence modules indexed over the real line. We give new proofs of the standard results. Persistence diagrams are constructed using measure theory. Linear algebra lemmas are simplified using a new notation for calculations on quiver representations. We show that the stringent finiteness conditions required by traditional methods are not necessary to prove the existence and stability of the persistence diagram. We introduce weaker hypotheses for taming persistence modules, which are met in practice and are strong enough for the theory still to work. The constructions and proofs enabled by our framework are, we claim, cleaner and simpler.
Type de document :
Pré-publication, Document de travail
2012
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https://hal.inria.fr/hal-01107617
Contributeur : Frédéric Chazal <>
Soumis le : mercredi 21 janvier 2015 - 11:03:30
Dernière modification le : vendredi 23 février 2018 - 14:20:08

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  • HAL Id : hal-01107617, version 1
  • ARXIV : 1207.3674

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Frédéric Chazal, Vin De Silva, Marc Glisse, Steve Oudot. The structure and stability of persistence modules. 2012. 〈hal-01107617〉

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