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Trade-offs between robustness and small-world effect in complex networks

机译:复杂网络中的健壮性和小世界效应之间的权衡

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摘要

Robustness and small-world effect are two crucial structural features of complex networks and have attracted increasing attention. However, little is known about the relation between them. Here we demonstrate that, there is a conflicting relation between robustness and small-world effect for a given degree sequence. We suggest that the robustness-oriented optimization will weaken the small-world effect and vice versa. Then, we propose a multi-objective trade-off optimization model and develop a heuristic algorithm to obtain the optimal trade-off topology for robustness and small-world effect. We show that the optimal network topology exhibits a pronounced core-periphery structure and investigate the structural properties of the optimized networks in detail.
机译:健壮性和小世界效应是复杂网络的两个关键结构特征,并引起了越来越多的关注。但是,关于它们之间的关系知之甚少。在这里,我们证明,对于给定的度数序列,鲁棒性与小世界效应之间存在冲突关系。我们建议面向鲁棒性的优化将削弱小世界效应,反之亦然。然后,我们提出了一个多目标权衡优化模型,并开发了一种启发式算法来获得具有鲁棒性和小世界效应的最优权衡拓扑。我们表明,最佳网络拓扑表现出明显的核心外围结构,并详细研究了优化网络的结构特性。

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