Multi-hop Based Centrality of a Path in Complex Network

Lingjie Zhou, Yong Zeng, Yi He, Zhongyuan Jiang, Jianfeng Ma
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Abstract

It is of great significance to study the robustness of different networks under different attacks. To attack the network more effectively, a new attack centrality strategy for a path based on the multi-hop by mapping the problems into percolation, which is called multi-hop centrality, is proposed in this paper. This method is tested respectively in two kinds of model networks (ER network, SF network) and some real networks by removing the path with the largest centrality from a network iteratively, and then calculating the network efficiency, the maximum size of the connected sub-graph and the corresponding number of attacks. The experiment results demonstrate that our method performs good. It also shows that more homogeneous the denser of networks is, the higher robust of the network is, and the better it against with iterative path attack.
复杂网络中基于多跳的路径中心性
研究不同网络在不同攻击下的鲁棒性具有重要意义。为了更有效地攻击网络,本文提出了一种新的基于多跳的路径攻击中心性策略,将问题映射到渗透中,称为多跳中心性。该方法分别在两种模型网络(ER网络、SF网络)和一些实际网络中进行了测试,通过迭代去除网络中中心性最大的路径,计算网络效率、连通子图的最大大小和相应的攻击次数。实验结果表明,该方法具有良好的性能。网络密度越均匀,网络的鲁棒性越高,对迭代路径攻击的抵抗能力也越强。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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