Suppressing epidemics with a limited amount of immunization units

被引:119
作者
Schneider, Christian M. [1 ]
Mihaljev, Tamara [1 ]
Havlin, Shlomo [2 ,3 ]
Herrmann, Hans J. [1 ,4 ]
机构
[1] ETH, IfB, CH-8093 Zurich, Switzerland
[2] Bar Ilan Univ, Minerva Ctr, IL-52900 Ramat Gan, Israel
[3] Bar Ilan Univ, Dept Phys, IL-52900 Ramat Gan, Israel
[4] Univ Fed Ceara, Dept Fis, BR-60451970 Fortaleza, Ceara, Brazil
基金
以色列科学基金会; 瑞士国家科学基金会;
关键词
NETWORK; PREDICTABILITY; MODELS;
D O I
10.1103/PhysRevE.84.061911
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
The way diseases spread through schools, epidemics through countries, and viruses through the internet is crucial in determining their risk. Although each of these threats has its own characteristics, its underlying network determines the spreading. To restrain the spreading, a widely used approach is the fragmentation of these networks through immunization, so that epidemics cannot spread. Here we develop an immunization approach based on optimizing the susceptible size, which outperforms the best known strategy based on immunizing the highest-betweenness links or nodes. We find that the network's vulnerability can be significantly reduced, demonstrating this on three different real networks: the global flight network, a school friendship network, and the internet. In all cases, we find that not only is the average infection probability significantly suppressed, but also for the most relevant case of a small and limited number of immunization units the infection probability can be reduced by up to 55%.
引用
收藏
页数:6
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