ITP OpenIR  > SCI期刊论文
Mugisha, S; Zhou, HJ; Zhou, HJ (reprint author), Chinese Acad Sci, Inst Theoret Phys, Key Lab Theoret Phys, Zhong Guan Cun East Rd 55, Beijing 100190, Peoples R China.
Identifying optimal targets of network attack by belief propagation
发表期刊PHYSICAL REVIEW E
语种英语
摘要

For a network formed by nodes and undirected links between pairs of nodes, the network optimal attack problem aims at deleting a minimum number of target nodes to break the network down into many small components. This problem is intrinsically related to the feedback vertex set problem that was successfully tackled by spin-glass theory and an associated belief propagation-guided decimation (BPD) algorithm [Zhou, Eur. Phys. J. B 86, 455 (2013)]. In the present work we apply the BPD algorithm (which has approximately linear time complexity) to the network optimal attack problem and demonstrate that it has much better performance than a recently proposed collective information algorithm [Morone and Makse, Nature 524, 65 (2015)] for different types of random networks and real-world network instances. The BPD-guided attack scheme often induces an abrupt collapse of the whole network, which may make it very difficult to defend.

2016
卷号94期号:1页码:12305
合作性质其它
学科领域Physics
DOIhttp://dx.doi.org/10.1103/PhysRevE.94.012305
收录类别SCI
引用统计
被引频次:55[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.itp.ac.cn/handle/311006/21263
专题SCI期刊论文
计算平台成果
通讯作者Zhou, HJ (reprint author), Chinese Acad Sci, Inst Theoret Phys, Key Lab Theoret Phys, Zhong Guan Cun East Rd 55, Beijing 100190, Peoples R China.
推荐引用方式
GB/T 7714
Mugisha, S,Zhou, HJ,Zhou, HJ . Identifying optimal targets of network attack by belief propagation[J]. PHYSICAL REVIEW E,2016,94(1):12305.
APA Mugisha, S,Zhou, HJ,&Zhou, HJ .(2016).Identifying optimal targets of network attack by belief propagation.PHYSICAL REVIEW E,94(1),12305.
MLA Mugisha, S,et al."Identifying optimal targets of network attack by belief propagation".PHYSICAL REVIEW E 94.1(2016):12305.
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