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Effects of temporal correlations in social multiplex networks
Multi-layered networks represent a major advance in the description of natural complex systems, and their study has shed light on new physical phenomena. Despite its importance, however, the role of the temporal dimension in their structure and function has not been investigated in much detail so fa...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5561269/ https://www.ncbi.nlm.nih.gov/pubmed/28819293 http://dx.doi.org/10.1038/s41598-017-07591-0 |
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author | Starnini, Michele Baronchelli, Andrea Pastor-Satorras, Romualdo |
author_facet | Starnini, Michele Baronchelli, Andrea Pastor-Satorras, Romualdo |
author_sort | Starnini, Michele |
collection | PubMed |
description | Multi-layered networks represent a major advance in the description of natural complex systems, and their study has shed light on new physical phenomena. Despite its importance, however, the role of the temporal dimension in their structure and function has not been investigated in much detail so far. Here we study the temporal correlations between layers exhibited by real social multiplex networks. At a basic level, the presence of such correlations implies a certain degree of predictability in the contact pattern, as we quantify by an extension of the entropy and mutual information analyses proposed for the single-layer case. At a different level, we demonstrate that temporal correlations are a signature of a ‘multitasking’ behavior of network agents, characterized by a higher level of switching between different social activities than expected in a uncorrelated pattern. Moreover, temporal correlations significantly affect the dynamics of coupled epidemic processes unfolding on the network. Our work opens the way for the systematic study of temporal multiplex networks and we anticipate it will be of interest to researchers in a broad array of fields. |
format | Online Article Text |
id | pubmed-5561269 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-55612692017-08-21 Effects of temporal correlations in social multiplex networks Starnini, Michele Baronchelli, Andrea Pastor-Satorras, Romualdo Sci Rep Article Multi-layered networks represent a major advance in the description of natural complex systems, and their study has shed light on new physical phenomena. Despite its importance, however, the role of the temporal dimension in their structure and function has not been investigated in much detail so far. Here we study the temporal correlations between layers exhibited by real social multiplex networks. At a basic level, the presence of such correlations implies a certain degree of predictability in the contact pattern, as we quantify by an extension of the entropy and mutual information analyses proposed for the single-layer case. At a different level, we demonstrate that temporal correlations are a signature of a ‘multitasking’ behavior of network agents, characterized by a higher level of switching between different social activities than expected in a uncorrelated pattern. Moreover, temporal correlations significantly affect the dynamics of coupled epidemic processes unfolding on the network. Our work opens the way for the systematic study of temporal multiplex networks and we anticipate it will be of interest to researchers in a broad array of fields. Nature Publishing Group UK 2017-08-17 /pmc/articles/PMC5561269/ /pubmed/28819293 http://dx.doi.org/10.1038/s41598-017-07591-0 Text en © The Author(s) 2017 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Starnini, Michele Baronchelli, Andrea Pastor-Satorras, Romualdo Effects of temporal correlations in social multiplex networks |
title | Effects of temporal correlations in social multiplex networks |
title_full | Effects of temporal correlations in social multiplex networks |
title_fullStr | Effects of temporal correlations in social multiplex networks |
title_full_unstemmed | Effects of temporal correlations in social multiplex networks |
title_short | Effects of temporal correlations in social multiplex networks |
title_sort | effects of temporal correlations in social multiplex networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5561269/ https://www.ncbi.nlm.nih.gov/pubmed/28819293 http://dx.doi.org/10.1038/s41598-017-07591-0 |
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