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Proximity of persistence modules and their diagrams

  • INRIA
  • INRIA
  • Institut National Polytechnique de Grenoble (INPG)
  • Stanford University

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Résumé

Topological persistence has proven to be a key concept for the study of real-valued functions defined over topological spaces. Its validity relies on the fundamental property that the persistence diagrams of nearby functions are close. However, existing stability results are restricted to the case of continuous functions defined over triangulable spaces. In this paper, we present new stability results that do not suér from the above restrictions. Furthermore, by working at an algebraic level directly, we make it possible to compare the persistence diagrams of functions defined over diérent spaces, thus enabling a variety of new applications of the concept of persistence. Along the way, we extend the definition of persistence diagram to a larger setting, introduce the notions of discretization of a persistence module and associ- ated pixelization map, define a proximity measure between persistence modules, and show how to interpolate between persistence modules, thereby lending a more analytic character to this otherwise algebraic setting. We believe these new theoretical concepts and tools shed new light on the theory of persistence, in addition to simplifying proofs and enabling new applications.

langue originaleAnglais
titreProceedings of the 25th Annual Symposium on Computational Geometry, SCG'09
EditeurAssociation for Computing Machinery (ACM)
Pages237-246
Nombre de pages10
ISBN (imprimé)9781605585017
Les DOIs
étatPublié - 1 janv. 2009
Modification externeOui
Evénement25th Annual Symposium on Computational Geometry, SCG'09 - Aarhus, Danemark
Durée: 8 juin 200910 juin 2009

Série de publications

NomProceedings of the Annual Symposium on Computational Geometry

Une conférence

Une conférence25th Annual Symposium on Computational Geometry, SCG'09
Pays/TerritoireDanemark
La villeAarhus
période8/06/0910/06/09

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