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Contractibility of a persistence map preimage

This work is motivated by the following question in data-driven study of dynamical systems: given a dynamical system that is observed via time series of persistence diagrams that encode topological features of snapshots of solutions, what conclusions can be drawn about solutions of the original dyna...

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Autores principales: Cyranka, Jacek, Mischaikow, Konstantin, Weibel, Charles
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7548282/
https://www.ncbi.nlm.nih.gov/pubmed/33094152
http://dx.doi.org/10.1007/s41468-020-00059-7
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author Cyranka, Jacek
Mischaikow, Konstantin
Weibel, Charles
author_facet Cyranka, Jacek
Mischaikow, Konstantin
Weibel, Charles
author_sort Cyranka, Jacek
collection PubMed
description This work is motivated by the following question in data-driven study of dynamical systems: given a dynamical system that is observed via time series of persistence diagrams that encode topological features of snapshots of solutions, what conclusions can be drawn about solutions of the original dynamical system? We address this challenge in the context of an N dimensional system of ordinary differential equation defined in [Formula: see text] . To each point in [Formula: see text] (e.g. an initial condition) we associate a persistence diagram. The main result of this paper is that under this association the preimage of every persistence diagram is contractible. As an application we provide conditions under which multiple time series of persistence diagrams can be used to conclude the existence of a fixed point of the differential equation that generates the time series.
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spelling pubmed-75482822020-10-20 Contractibility of a persistence map preimage Cyranka, Jacek Mischaikow, Konstantin Weibel, Charles J Appl Comput Topol Article This work is motivated by the following question in data-driven study of dynamical systems: given a dynamical system that is observed via time series of persistence diagrams that encode topological features of snapshots of solutions, what conclusions can be drawn about solutions of the original dynamical system? We address this challenge in the context of an N dimensional system of ordinary differential equation defined in [Formula: see text] . To each point in [Formula: see text] (e.g. an initial condition) we associate a persistence diagram. The main result of this paper is that under this association the preimage of every persistence diagram is contractible. As an application we provide conditions under which multiple time series of persistence diagrams can be used to conclude the existence of a fixed point of the differential equation that generates the time series. Springer International Publishing 2020-08-28 2020 /pmc/articles/PMC7548282/ /pubmed/33094152 http://dx.doi.org/10.1007/s41468-020-00059-7 Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Cyranka, Jacek
Mischaikow, Konstantin
Weibel, Charles
Contractibility of a persistence map preimage
title Contractibility of a persistence map preimage
title_full Contractibility of a persistence map preimage
title_fullStr Contractibility of a persistence map preimage
title_full_unstemmed Contractibility of a persistence map preimage
title_short Contractibility of a persistence map preimage
title_sort contractibility of a persistence map preimage
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7548282/
https://www.ncbi.nlm.nih.gov/pubmed/33094152
http://dx.doi.org/10.1007/s41468-020-00059-7
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