Immunization of complex networks

被引:788
作者
Pastor-Satorras, R
Vespignani, A
机构
[1] Univ Politecn Cataluna, Dept Fis & Engn Nucl, ES-08034 Barcelona, Spain
[2] Abdus Salam Int Ctr Theoret Phys, I-34100 Trieste, Italy
来源
PHYSICAL REVIEW E | 2002年 / 65卷 / 03期
关键词
D O I
10.1103/PhysRevE.65.036104
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Complex networks such as the sexual partnership web or the Internet often show a high degree of redundancy and heterogeneity in their connectivity properties. This peculiar connectivity provides an ideal environment for the spreading of infective agents. Here we show that the random uniform immunization of individuals does not lead to the eradication of infections in all complex networks. Namely, networks with scale-free properties do not acquire global immunity from major epidemic outbreaks even in the presence of unrealistically high densities of randomly immunized individuals. The absence of any critical immunization threshold is due to the unbounded connectivity fluctuations of scale-free networks. Successful immunization strategies can be developed only by taking into account the inhomogeneous connectivity properties of scale-free networks. In particular, targeted immunization schemes, based on the nodes' connectivity hierarchy, sharply lower the network's vulnerability to epidemic attacks.
引用
收藏
页码:1 / 036104
页数:8
相关论文
共 29 条
  • [11] DEZSO Z, CONDMAT0107420
  • [12] Diekmann O., 2000, Mathematical Epidemiology of Infectious Diseases: Model Building, Analysis and Interpretation
  • [13] Structure of growing networks with preferential linking
    Dorogovtsev, SN
    Mendes, JFF
    Samukhin, AN
    [J]. PHYSICAL REVIEW LETTERS, 2000, 85 (21) : 4633 - 4636
  • [14] DOROGOVTSEV SN, CONDMAT0106144
  • [15] ERDOS P, 1960, B INT STATIST INST, V38, P343
  • [16] Faloutsos M, 1999, COMP COMM R, V29, P251, DOI 10.1145/316194.316229
  • [17] HETHCOTE HW, 1984, LECT NOTES BIOMATHS, V56, P1
  • [18] COMPUTERS AND EPIDEMIOLOGY
    KEPHART, JO
    WHITE, SR
    CHESS, DM
    [J]. IEEE SPECTRUM, 1993, 30 (05) : 20 - 26
  • [19] The web of human sexual contacts
    Liljeros, F
    Edling, CR
    Amaral, LAN
    Stanley, HE
    Åberg, Y
    [J]. NATURE, 2001, 411 (6840) : 907 - 908
  • [20] Epidemiology - How viruses spread among computers and people
    Lloyd, AL
    May, RM
    [J]. SCIENCE, 2001, 292 (5520) : 1316 - 1317