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刻画双曲嵌入与复杂网络社区结构之间的类比关系。

Characterizing the Analogy Between Hyperbolic Embedding and Community Structure of Complex Networks.

机构信息

MACSI, Department of Mathematics and Statistics, University of Limerick, Limerick V94 T9PX, Ireland.

Center for Complex Networks and Systems Research, School of Informatics, Computing, and Engineering, Indiana University, Bloomington, Indiana 47408, USA.

出版信息

Phys Rev Lett. 2018 Aug 31;121(9):098301. doi: 10.1103/PhysRevLett.121.098301.

Abstract

We show that the community structure of a network can be used as a coarse version of its embedding in a hidden space with hyperbolic geometry. The finding emerges from a systematic analysis of several real-world and synthetic networks. We take advantage of the analogy for reinterpreting results originally obtained through network hyperbolic embedding in terms of community structure only. First, we show that the robustness of a multiplex network can be controlled by tuning the correlation between the community structures across different layers. Second, we deploy an efficient greedy protocol for network navigability that makes use of routing tables based on community structure.

摘要

我们表明,网络的社区结构可以用作其在具有双曲几何的隐藏空间中的嵌入的粗略版本。这一发现源于对几个真实世界和合成网络的系统分析。我们利用这种类比,仅从社区结构的角度重新解释最初通过网络双曲嵌入获得的结果。首先,我们表明,可以通过调整不同层之间的社区结构之间的相关性来控制多重网络的鲁棒性。其次,我们部署了一种有效的贪婪协议来提高网络的可导航性,该协议利用基于社区结构的路由表。

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