基于八卦机制的多路网络信息传播研究

Yufan Huang, H. Dai
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引用次数: 5

摘要

在这项工作中,我们研究了信息在多路网络中的传播,采用基于八卦(随机漫步)的模型。多路网络的两个关键特性允许潜在的更快的信息传播:多个通道的可用性和每个用户的通信行为,以及更多的邻居联系选择。作为该领域的第一个工作,我们探讨了层数、层相似度和平均节点度对信息传播效率的影响,并从理论上证明了我们的结果。另一个观察是,多路网络结构可以改善网络连通性。仿真结果为理论分析提供了支持和补充。
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On information spreading in multiplex networks with gossip mechanism
In this work, we investigate information spreading in multiplex networks, adopting the gossip (random-walk) based model. Two key features of multiplex networks allow potentially much faster information spreading: availability of multiple channels and communication actions for each user, and more choices on neighbor contacting. As a first work in this area, we explore the impact of layer number, layer similarity, and average node degree on the efficiency of information spreading, and theoretically prove our results. Another observation is that multiplex network structure can improve network connectivity. Simulation results are provided to support and complement theoretical analysis.
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