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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...

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Autores principales: Starnini, Michele, Baronchelli, Andrea, Pastor-Satorras, Romualdo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
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.
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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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