Analysis of Information Propagation Characteristics in a Class of Three-layer Coupled Networks

Youpeng Qin, Yuzhi Xiao, Lin-Zong Zhou, Peng Liu
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Abstract

In order to reveal the cross-platform communication characteristics of information in social networks, a three-layer coupled network communication model (TCNM) of "user layer-medium layer-platform layer" is constructed using the SIR communication mechanism and social behavior characteristics, and the three categories of node nearest neighbor, node path and node feature vector are used to determine the node importance and seven indicators to select the communication sources, and the correlation between inter-layer coupling mechanism and communication conditions, communication period and peak value is analyzed. Combined with the experiments, it is concluded that the stronger the inter-layer coupling, the shorter the information propagation period, the faster the peak and the higher the peak; when the inter-layer coupling is weak, the information propagation is fastest when the source is in the platform layer, and the period is smallest and the peak is highest when it is in the media layer. The choice of different source indicators has different effects on the information dissemination cycle and peak value.
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一类三层耦合网络的信息传播特性分析
为了揭示信息在社交网络中的跨平台传播特征,利用SIR传播机制和社交行为特征,构建了“用户层-媒质层-平台层”的三层耦合网络传播模型(TCNM),采用节点最近邻、节点路径和节点特征向量三类来确定节点重要性,采用7个指标来选择传播源。分析了层间耦合机制与通信条件、通信周期和峰值之间的关系。结合实验得出:层间耦合越强,信息传播周期越短,峰值越快,峰值越高;层间耦合较弱时,源在平台层时信息传播速度最快,在介质层时周期最小,峰值最高。不同源指标的选择对信息传播周期和峰值有不同的影响。
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