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Effects of temporal correlations in social multiplex networks
dc.contributor.author | Starnini, Michele |
dc.contributor.author | Baronchelli, Andrea |
dc.contributor.author | Pastor Satorras, Romualdo |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament de Física |
dc.date.accessioned | 2018-01-26T15:22:22Z |
dc.date.available | 2018-01-26T15:22:22Z |
dc.date.issued | 2017-08-17 |
dc.identifier.citation | Starnini, M., Baronchelli, A., Pastor-Satorras, R. Effects of temporal correlations in social multiplex networks. "Scientific reports", 17 Agost 2017, vol. 7, núm. 8597, p. 1-8. |
dc.identifier.issn | 2045-2322 |
dc.identifier.uri | http://hdl.handle.net/2117/113278 |
dc.description.abstract | 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. |
dc.format.extent | 8 p. |
dc.language.iso | eng |
dc.publisher | Macmillan Publishers |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Física |
dc.subject.lcsh | Phase transitions and critical phenomena |
dc.subject.other | Complex networks Phase transitions and critical phenomena |
dc.title | Effects of temporal correlations in social multiplex networks |
dc.type | Article |
dc.subject.lemac | Fenòmens crítics (Física) |
dc.subject.lemac | Transformacions de fase (Física estadística) |
dc.contributor.group | Universitat Politècnica de Catalunya. SIMCON - First-principles approaches to condensed matter physics: quantum effects and complexity |
dc.identifier.doi | 10.1038/s41598-017-07591-0 |
dc.relation.publisherversion | https://www.nature.com/articles/s41598-017-07591-0 |
dc.rights.access | Open Access |
local.identifier.drac | 21477739 |
dc.description.version | Postprint (published version) |
dc.relation.projectid | info:eu-repo/grantAgreement/EC/FP7/317532/EU/Foundational Research on MULTIlevel comPLEX networks and systems/MULTIPLEX |
local.citation.author | Starnini, M.; Baronchelli, A.; Pastor-Satorras, R. |
local.citation.publicationName | Scientific reports |
local.citation.volume | 7 |
local.citation.number | 8597 |
local.citation.startingPage | 1 |
local.citation.endingPage | 8 |
dc.identifier.pmid | 28819293 |
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