The structure and stability of persistence modules - Inria - Institut national de recherche en sciences et technologies du numérique
Pré-Publication, Document De Travail Année : 2012

The structure and stability of persistence modules

Frédéric Chazal
Marc Glisse
Steve Oudot
  • Fonction : Auteur

Résumé

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.

Dates et versions

hal-01107617 , version 1 (21-01-2015)

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Citer

Frédéric Chazal, Vin de Silva, Marc Glisse, Steve Oudot. The structure and stability of persistence modules. 2012. ⟨hal-01107617⟩

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