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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The University of North Carolina at Greensboro
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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 |
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EN |
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topic |
Mathematics |
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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 |
_version_ |
1718382901827993600 |