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.
引用
收藏
页数:8
相关论文
共 50 条
  • [1] Effects of temporal correlations in social multiplex networks
    Michele Starnini
    Andrea Baronchelli
    Romualdo Pastor-Satorras
    Scientific Reports, 7
  • [2] Effects of temporal correlations on cascades: Threshold models on temporal networks
    Backlund, Ville-Pekka
    Saramaki, Jari
    Pan, Raj Kumar
    PHYSICAL REVIEW E, 2014, 89 (06)
  • [3] Measuring and modeling correlations in multiplex networks
    Nicosia, Vincenzo
    Latora, Vito
    PHYSICAL REVIEW E, 2015, 92 (03):
  • [4] Community Size Effects on Epidemic Spreading in Multiplex Social Networks
    Liu, Ting
    Li, Ping
    Chen, Yan
    Zhang, Jie
    PLOS ONE, 2016, 11 (03):
  • [5] Hidden geometric correlations in real multiplex networks
    Kleineberg, Kaj-Kolja
    Boguna, Marian
    Serrano, M. Angeles
    Papadopoulos, Fragkiskos
    NATURE PHYSICS, 2016, 12 (11) : 1076 - +
  • [6] Hidden geometric correlations in real multiplex networks
    Kaj-Kolja Kleineberg
    Marián Boguñá
    M. Ángeles Serrano
    Fragkiskos Papadopoulos
    Nature Physics, 2016, 12 : 1076 - 1081
  • [7] Layer entanglement in multiplex, temporal multiplex, and coupled multilayer networks
    Blaž Škrlj
    Benjamin Renoust
    Applied Network Science, 5
  • [8] Layer entanglement in multiplex, temporal multiplex, and coupled multilayer networks
    Skrlj, Blaz
    Renoust, Benjamin
    APPLIED NETWORK SCIENCE, 2020, 5 (01)
  • [9] Network robustness of multiplex networks with interlayer degree correlations
    Min, Byungjoon
    Do Yi, Su
    Lee, Kyu-Min
    Goh, K. -I.
    PHYSICAL REVIEW E, 2014, 89 (04)
  • [10] Influence of geometric correlations on epidemic spreading in multiplex networks
    Fan, Dongmei
    Jiang, Guo-Ping
    Song, Yu-Rong
    Zhang, Xu
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 533