Multiradial (multi)filtrations and persistent homology

<p> Motivated by the problem of optimizing sensor network covers, we generalize the persistent homology of simplicial complexes over a single radial parameter to the context of multiple radial parameters. The persistent homology of so-called multiradial (multi)filtrations is identified as a sp...

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Main Author: Martin, Joshua M.
Language:EN
Published: The University of North Carolina at Greensboro 2016
Subjects:
Online Access:http://pqdtopen.proquest.com/#viewpdf?dispub=10154660
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spelling ndltd-PROQUEST-oai-pqdtoai.proquest.com-101546602016-09-08T16:00:02Z Multiradial (multi)filtrations and persistent homology Martin, Joshua M. Mathematics <p> Motivated by the problem of optimizing sensor network covers, we generalize the persistent homology of simplicial complexes over a single radial parameter to the context of multiple radial parameters. The persistent homology of so-called multiradial (multi)filtrations is identified as a special case of multidimensional persistence. Specifically, we exhibit that the persistent homology of (multi)filtrations corresponds to both generalized persistence modules of the form <b>[special characters omitted]</b> and (multi)graded modules over a polynomial ring. The stability of persistence barcodes/diagrams of multiradial filtrations is derived, along with explicit bounds associated to perturbations in both radii and vertex position. A strengthening of the Vietoris-Rips lemma of [DSG07, p. 346] to the setting of multiple radial parameters is obtained. We also use the categorical framework of [BDSS15] to show the persistent homology modules of multiradial (multi)filtrations are stable.</p> The University of North Carolina at Greensboro 2016-09-07 00:00:00.0 thesis http://pqdtopen.proquest.com/#viewpdf?dispub=10154660 EN
collection NDLTD
language EN
sources NDLTD
topic Mathematics
spellingShingle Mathematics
Martin, Joshua M.
Multiradial (multi)filtrations and persistent homology
description <p> Motivated by the problem of optimizing sensor network covers, we generalize the persistent homology of simplicial complexes over a single radial parameter to the context of multiple radial parameters. The persistent homology of so-called multiradial (multi)filtrations is identified as a special case of multidimensional persistence. Specifically, we exhibit that the persistent homology of (multi)filtrations corresponds to both generalized persistence modules of the form <b>[special characters omitted]</b> and (multi)graded modules over a polynomial ring. The stability of persistence barcodes/diagrams of multiradial filtrations is derived, along with explicit bounds associated to perturbations in both radii and vertex position. A strengthening of the Vietoris-Rips lemma of [DSG07, p. 346] to the setting of multiple radial parameters is obtained. We also use the categorical framework of [BDSS15] to show the persistent homology modules of multiradial (multi)filtrations are stable.</p>
author Martin, Joshua M.
author_facet Martin, Joshua M.
author_sort Martin, Joshua M.
title Multiradial (multi)filtrations and persistent homology
title_short Multiradial (multi)filtrations and persistent homology
title_full Multiradial (multi)filtrations and persistent homology
title_fullStr Multiradial (multi)filtrations and persistent homology
title_full_unstemmed Multiradial (multi)filtrations and persistent homology
title_sort multiradial (multi)filtrations and persistent homology
publisher The University of North Carolina at Greensboro
publishDate 2016
url http://pqdtopen.proquest.com/#viewpdf?dispub=10154660
work_keys_str_mv AT martinjoshuam multiradialmultifiltrationsandpersistenthomology
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