Rumor Diffusion and Control Based on Double-Layer Dynamic Evolution Model

被引:11
|
作者
Yin, Haofei [1 ]
Wang, Zhiping [1 ]
Gou, Yue [1 ]
Xu, Zhaohui [2 ]
机构
[1] Dalian Maritime Univ, Coll Sci, Dalian 116026, Peoples R China
[2] Dalian Med Univ, Clin Lab Dept, Affiliated Hosp 1, Dalian 116011, Peoples R China
来源
IEEE ACCESS | 2020年 / 8卷 / 08期
关键词
Analytical models; complex networks; dynamics; numerical simulation; propagation; SPREADING MODEL; INFORMATION DIFFUSION; IMPACT; MECHANISM;
D O I
10.1109/ACCESS.2020.3004455
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The widespread of rumors is no doubt harmful to information security and social stability. Therefore, it is necessary to control it effectively. In this paper, a dynamic model with a double-layer interaction process is proposed to explore the impact of network interaction and dynamic evolution. Considering the individual heterogeneity and time-varying, the probability of node state transformation is not a fixed parameter, but closely related to the degree and hyperdegree of each node in the time step. Then, the theoretical analysis is conducted by Microscopic Markov Chain Approach and the impact of each parameter is tested. The simulation results show that the rumor diffusion is not only related to the interaction of the network, but also affected by the dynamic evolution of the network structure. Finally, according to the simulation results, the corresponding control strategies are proposed. The model is universal and can be reduced to traditional double-layer network model or single-layer dynamic hypernetwork model.
引用
收藏
页码:115273 / 115286
页数:14
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