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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...

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Detalles Bibliográficos
Autores principales: Kim, Hyewon, Jo, Hang-Hyun, Jeong, Hawoong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
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.
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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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