ITP OpenIR  > 理论物理所2016年知识产出
Identifying optimal targets of network attack by belief propagation
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.
2016
发表期刊PHYSICAL REVIEW E
卷号94期号:1页码:12305
文章类型Article
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.
学科领域Physics
资助者National Basic Research Program of China [2013CB932804] ; National Basic Research Program of China [2013CB932804] ; National Natural Science Foundation of China [11121403, 11225526] ; National Natural Science Foundation of China [11121403, 11225526] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; CAS-TWAS president fellowship ; CAS-TWAS president fellowship ; National Basic Research Program of China [2013CB932804] ; National Basic Research Program of China [2013CB932804] ; National Natural Science Foundation of China [11121403, 11225526] ; National Natural Science Foundation of China [11121403, 11225526] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; CAS-TWAS president fellowship ; CAS-TWAS president fellowship
DOIhttp://dx.doi.org/10.1103/PhysRevE.94.012305
关键词[WOS]RANDOM REGULAR GRAPHS ; SCALE-FREE NETWORKS ; VERTEX SET PROBLEM ; COMPLEX NETWORKS ; EXPLOSIVE PERCOLATION
收录类别SCI
语种英语
资助者National Basic Research Program of China [2013CB932804] ; National Basic Research Program of China [2013CB932804] ; National Natural Science Foundation of China [11121403, 11225526] ; National Natural Science Foundation of China [11121403, 11225526] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; CAS-TWAS president fellowship ; CAS-TWAS president fellowship ; National Basic Research Program of China [2013CB932804] ; National Basic Research Program of China [2013CB932804] ; National Natural Science Foundation of China [11121403, 11225526] ; National Natural Science Foundation of China [11121403, 11225526] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; Knowledge Innovation Program of Chinese Academy of Sciences [KJCX2-EW-J02] ; CAS-TWAS president fellowship ; CAS-TWAS president fellowship
WOS类目Physics, Fluids & Plasmas ; Physics, Mathematical
引用统计
文献类型期刊论文
条目标识符http://ir.itp.ac.cn/handle/311006/21594
专题理论物理所2016年知识产出
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
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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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