Knowledge Management System of Institute of Theoretical Physics, CAS
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 |
DOI | http://dx.doi.org/10.1103/PhysRevE.94.012305 |
收录类别 | SCI |
引用统计 | |
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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Identifying optimal (457KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 请求全文 |
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