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Impact of environmental changes on the dynamics of temporal networks
Dynamics of complex social systems has often been described in the framework of temporal networks, where links are considered to exist only at the moment of interaction between nodes. Such interaction patterns are not only driven by internal interaction mechanisms, but also affected by environmental...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8081251/ https://www.ncbi.nlm.nih.gov/pubmed/33909631 http://dx.doi.org/10.1371/journal.pone.0250612 |
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author | Kim, Hyewon Jo, Hang-Hyun Jeong, Hawoong |
author_facet | Kim, Hyewon Jo, Hang-Hyun Jeong, Hawoong |
author_sort | Kim, Hyewon |
collection | PubMed |
description | Dynamics of complex social systems has often been described in the framework of temporal networks, where links are considered to exist only at the moment of interaction between nodes. Such interaction patterns are not only driven by internal interaction mechanisms, but also affected by environmental changes. To investigate the impact of the environmental changes on the dynamics of temporal networks, we analyze several face-to-face interaction datasets using the multiscale entropy (MSE) method to find that the observed temporal correlations can be categorized according to the environmental similarity of datasets such as classes and break times in schools. By devising and studying a temporal network model considering a periodically changing environment as well as a preferential activation mechanism, we numerically show that our model could successfully reproduce various empirical results by the MSE method in terms of multiscale temporal correlations. Our results demonstrate that the environmental changes can play an important role in shaping the dynamics of temporal networks when the interactions between nodes are influenced by the environment of the systems. |
format | Online Article Text |
id | pubmed-8081251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-80812512021-05-06 Impact of environmental changes on the dynamics of temporal networks Kim, Hyewon Jo, Hang-Hyun Jeong, Hawoong PLoS One Research Article Dynamics of complex social systems has often been described in the framework of temporal networks, where links are considered to exist only at the moment of interaction between nodes. Such interaction patterns are not only driven by internal interaction mechanisms, but also affected by environmental changes. To investigate the impact of the environmental changes on the dynamics of temporal networks, we analyze several face-to-face interaction datasets using the multiscale entropy (MSE) method to find that the observed temporal correlations can be categorized according to the environmental similarity of datasets such as classes and break times in schools. By devising and studying a temporal network model considering a periodically changing environment as well as a preferential activation mechanism, we numerically show that our model could successfully reproduce various empirical results by the MSE method in terms of multiscale temporal correlations. Our results demonstrate that the environmental changes can play an important role in shaping the dynamics of temporal networks when the interactions between nodes are influenced by the environment of the systems. Public Library of Science 2021-04-28 /pmc/articles/PMC8081251/ /pubmed/33909631 http://dx.doi.org/10.1371/journal.pone.0250612 Text en © 2021 Kim et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Kim, Hyewon Jo, Hang-Hyun Jeong, Hawoong Impact of environmental changes on the dynamics of temporal networks |
title | Impact of environmental changes on the dynamics of temporal networks |
title_full | Impact of environmental changes on the dynamics of temporal networks |
title_fullStr | Impact of environmental changes on the dynamics of temporal networks |
title_full_unstemmed | Impact of environmental changes on the dynamics of temporal networks |
title_short | Impact of environmental changes on the dynamics of temporal networks |
title_sort | impact of environmental changes on the dynamics of temporal networks |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8081251/ https://www.ncbi.nlm.nih.gov/pubmed/33909631 http://dx.doi.org/10.1371/journal.pone.0250612 |
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