TY - JOUR
T1 - Immunization strategy based on the critical node in percolation transition
AU - Liu, Yang
AU - Wei, Bo
AU - Wang, Zhen
AU - Deng, Yong
N1 - Publisher Copyright:
© 2015 Elsevier B.V. All rights reserved.
PY - 2015/11/6
Y1 - 2015/11/6
N2 - The problem of finding a better immunization strategy for controlling the spreading of the epidemic with limited resources has attracted much attention since its great theoretical significance and wide application. In this letter, we propose a novel and successful targeted immunization strategy based on percolation transition. Our strategy repeatedly looks for the critical nodes for immunizing. The critical node, which leads to the emergence of the giant connected component as the degree threshold increases, is determined when the maximal second-largest connected component disappears. To test the effectiveness of the proposed method, we conduct the experiments on several artificial networks and real-world networks. The results show that the proposed method outperforms the degree centrality strategy, the betweenness centrality strategy and the adaptive degree centrality strategy with 18% to 50% fewer immunized nodes for same amount of immunization.
AB - The problem of finding a better immunization strategy for controlling the spreading of the epidemic with limited resources has attracted much attention since its great theoretical significance and wide application. In this letter, we propose a novel and successful targeted immunization strategy based on percolation transition. Our strategy repeatedly looks for the critical nodes for immunizing. The critical node, which leads to the emergence of the giant connected component as the degree threshold increases, is determined when the maximal second-largest connected component disappears. To test the effectiveness of the proposed method, we conduct the experiments on several artificial networks and real-world networks. The results show that the proposed method outperforms the degree centrality strategy, the betweenness centrality strategy and the adaptive degree centrality strategy with 18% to 50% fewer immunized nodes for same amount of immunization.
KW - Critical nodes
KW - Degree threshold
KW - Immunization strategy
KW - Percolation transition
UR - http://www.scopus.com/inward/record.url?scp=84942872474&partnerID=8YFLogxK
U2 - 10.1016/j.physleta.2015.09.017
DO - 10.1016/j.physleta.2015.09.017
M3 - 文章
AN - SCOPUS:84942872474
SN - 0375-9601
VL - 379
SP - 2795
EP - 2801
JO - Physics Letters, Section A: General, Atomic and Solid State Physics
JF - Physics Letters, Section A: General, Atomic and Solid State Physics
IS - 43-44
ER -