Matroid Filtrations and Computational Persistent Homology
Algebraic Topology
2017-10-18 v2 Combinatorics
Abstract
This technical report introduces a novel approach to efficient computation in homological algebra over fields, with particular emphasis on computing the persistent homology of a filtered topological cell complex. The algorithms here presented rely on a novel relationship between discrete Morse theory, matroid theory, and classical matrix factorizations. We provide background, detail the algorithms, and benchmark the software implementation in the Eirene package.
Cite
@article{arxiv.1606.00199,
title = {Matroid Filtrations and Computational Persistent Homology},
author = {Gregory Henselman and Robert Ghrist},
journal= {arXiv preprint arXiv:1606.00199},
year = {2017}
}
Comments
v2: 16 pages