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Redundant Interdependencies Boost the Robustness of Multiplex Networks

机译:冗余的相互依赖性提高了多重网络的健壮性

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In the analysis of the robustness of multiplex networks, it is commonly assumed that a node is functioning only if its interdependent nodes are simultaneously functioning. According to this model, a multiplex network becomes more and more fragile as the number of layers increases. In this respect, the addition of a new layer of interdependent nodes to a preexisting multiplex network will never improve its robustness. Whereas such a model seems appropriate to understand the effect of interdependencies in the simplest scenario of a network composed of only two layers, it may seem unsuitable to characterize the robustness of real systems formed by multiple network layers. In fact, it seems unrealistic that a real system evolved, through the development of multiple layers of interactions, towards a fragile structure. In this paper, we introduce a model of percolation where the condition that makes a node functional is that the node is functioning in at least two of the layers of the network. The model reduces to the commonly adopted percolation model for multiplex networks when the number of layers equals two. a larger number of layers, however, the model describes a scenario where the addition of new layers boosts the robustness of the system by creating redundant interdependencies among layers. We prove this fact thanks to the development of a message-passing theory that is able to characterize the model in both synthetic and real-world multiplex graphs.
机译:在分析多路复用网络的鲁棒性时,通常假定一个节点仅在其相互依赖的节点同时起作用时才起作用。根据该模型,随着层数的增加,多路复用网络变得越来越脆弱。在这方面,将新的相互依赖节点层添加到预先存在的多路复用网络将永远不会提高其健壮性。尽管这样的模型似乎很适合理解仅由两层组成的网络的最简单情况下的相互依赖性的影响,但是似乎不适合描述由多个网络层组成的实际系统的健壮性。实际上,通过多层交互的发展,将真实的系统演变成脆弱的结构似乎是不现实的。在本文中,我们介绍了一种渗流模型,其中使节点起作用的条件是该节点至少在网络的两个层中起作用。当层数等于2时,该模型简化为多路复用网络常用的渗透模型。但是,该模型描述了一个场景,其中添加新层会通过在各层之间创建冗余的相互依赖关系来增强系统的健壮性。我们通过消息传递理论的发展证明了这一事实,该理论能够在合成和现实世界的多重图形中表征模型。

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