Back to Search Start Over

Decomposing filtered chain complexes: geometry behind barcoding algorithms

Authors :
Chachólski, Wojciech
Giunti, Barbara
Jin, Alvin
Landi, Claudia
Publication Year :
2020

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 run-time 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.<br />Comment: Revised version, decomposition of filtered kernels added

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2012.01033
Document Type :
Working Paper