Decomposing filtered chain complexes: Geometry behind barcoding algorithms

Wojciech Chacholski, Barbara Giunti*, Jin Alvin , Claudia Landi

*Korrespondierende/r Autor/-in für diese Arbeit

Publikation: Beitrag in einer FachzeitschriftArtikelBegutachtung

Abstract

In Topological Data Analysis, filtered chain complexes enter the persistence pipeline between the initial filtering of data and the final persistence invariants extraction. It is known that they admit a tame class of indecomposables, called interval spheres. In this paper, we provide an algorithm to decompose filtered chain complexes into such interval spheres. This algorithm provides geometric insights into various aspects of the standard persistence algorithm and two of its runtime optimizations. Moreover, since it works for any filtered chain complexes, our algorithm can be applied in more general cases. As an application, we show how to decompose filtered kernels with it.
Originalspracheenglisch
Aufsatznummer101938
FachzeitschriftComputational Geometry: Theory and Applications
Jahrgang109
DOIs
PublikationsstatusVeröffentlicht - 2023

ASJC Scopus subject areas

  • Computational Mathematics
  • Steuerung und Optimierung
  • Geometrie und Topologie
  • Angewandte Informatik
  • Theoretische Informatik und Mathematik

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