Proximity of persistence modules and their diagrams

  • Frédéric Chazal
  • , David Cohen-Steiner
  • , Marc Glisse
  • , Leonidas J. Guibas
  • , Steve Y. Oudot

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

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.

Original languageEnglish
Title of host publicationProceedings of the 25th Annual Symposium on Computational Geometry, SCG'09
PublisherAssociation for Computing Machinery (ACM)
Pages237-246
Number of pages10
ISBN (Print)9781605585017
DOIs
Publication statusPublished - 1 Jan 2009
Externally publishedYes
Event25th Annual Symposium on Computational Geometry, SCG'09 - Aarhus, Denmark
Duration: 8 Jun 200910 Jun 2009

Publication series

NameProceedings of the Annual Symposium on Computational Geometry

Conference

Conference25th Annual Symposium on Computational Geometry, SCG'09
Country/TerritoryDenmark
CityAarhus
Period8/06/0910/06/09

Keywords

  • Discretization
  • Persistence diagram
  • Stability
  • Topological data analysis
  • Topological persistence

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