Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1783592590727184384 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7548282 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT cyrankajacek contractibilityofapersistencemappreimage AT mischaikowkonstantin contractibilityofapersistencemappreimage AT weibelcharles contractibilityofapersistencemappreimage |