Effects of temporal correlations in social multiplex networks

被引:20
|
作者
Starnini, Michele [1 ,2 ]
Baronchelli, Andrea [3 ]
Pastor-Satorras, Romualdo [4 ]
机构
[1] Univ Barcelona, Dept Fis Fonamental, Marti & Franques 1, E-08028 Barcelona, Spain
[2] Univ Barcelona, Inst Complex Syst UBICS, Barcelona, Spain
[3] City Univ London, Dept Math, Northampton Sq, London EC1V 0HB, England
[4] Univ Politecn Cataluna, Dept Fis, Campus Nord B4, ES-08034 Barcelona, Spain
来源
SCIENTIFIC REPORTS | 2017年 / 7卷
关键词
D O I
10.1038/s41598-017-07591-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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页数:8
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