Dynamical patterns of epidemic outbreaks in complex heterogeneous networks

被引:367
作者
Barthélemy, M
Barrat, A
Pastor-Satorras, R
Vespignani, A
机构
[1] Ctr Etud Bruyeres Le Chatel, CEA, Dept Phys Theor & Appl, F-91680 Bruyeres Le Chatel, France
[2] Univ Paris 11, UMR 8627, CNRS, Phys Theor Lab, F-91405 Orsay, France
[3] Univ Politecn Cataluna, Dept Fis & Engn Nucl, ES-08034 Barcelona, Spain
[4] Indiana Univ, Sch Informat, Bloomington, IN 47408 USA
[5] Indiana Univ, Biocomplex Ctr, Bloomington, IN 47408 USA
关键词
complex networks; disease spreading; epidemic modeling;
D O I
10.1016/j.jtbi.2005.01.011
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a thorough inspection of the dynamical behavior of epidemic phenomena in populations with complex and heterogeneous connectivity patterns. We show that the growth of the epidemic prevalence is virtually instantaneous in all networks characterized by diverging degree fluctuations, independently of the structure of the connectivity correlation functions characterizing the population network. By means of analytical and numerical results, we show that the outbreak time evolution follows a precise hierarchical dynamics. Once reached the most highly connected hubs, the infection pervades the network in a progressive cascade across smaller degree classes. Finally, we show the influence of the initial conditions and the relevance of statistical results in single case studies concerning heterogeneous networks. The emerging theoretical framework appears of general interest in view of the recently observed abundance of natural networks with complex topological features and might provide useful insights for the development of adaptive strategies aimed at epidemic containment. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:275 / 288
页数:14
相关论文
共 39 条
  • [1] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [2] Classes of small-world networks
    Amaral, LAN
    Scala, A
    Barthélémy, M
    Stanley, HE
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2000, 97 (21) : 11149 - 11152
  • [3] ANDERSON R M, 1991
  • [4] [Anonymous], 1974, THEORY MATRICES
  • [5] Bailey N, 1975, MATH THEORY INFECT D
  • [6] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [7] The architecture of complex weighted networks
    Barrat, A
    Barthélemy, M
    Pastor-Satorras, R
    Vespignani, A
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) : 3747 - 3752
  • [8] Velocity and hierarchical spread of epidemic outbreaks in scale-free networks -: art. no. 178701
    Barthélemy, M
    Barrat, A
    Pastor-Satorras, R
    Vespignani, A
    [J]. PHYSICAL REVIEW LETTERS, 2004, 92 (17) : 178701 - 1
  • [9] Spatial structure of the Internet traffic
    Barthelemy, M
    Gondran, B
    Guichard, E
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 319 : 633 - 642
  • [10] Boguñá M, 2003, LECT NOTES PHYS, V625, P127