Virus information interactive spreading with information attenuation on multiplex networks

计算机科学 传输(电信) 过程(计算) 突破 阈值模型 测距 计算机病毒 人工智能 理论计算机科学 电信 机器学习 计算机安全 财务 操作系统 经济
作者
Caiyun Sun,Honglin Wang
出处
期刊:International Journal of Modern Physics B [World Scientific]
卷期号:37 (08)
标识
DOI:10.1142/s0217979223500790
摘要

Controlling the virus spreading in complex networks is very important to the research fields ranging from social science to technology. However, recent researches only consider information transmission and virus spreading as independent and uncorrelated, which neglect their interactive process in real systems. To study the interactive process between information transmission and virus spreading, in this paper, we propose a new virus information interactive spreading model on multiplex network. The multiplex networks can be divided into information transmission layer and virus spreading layer. The interactive spreading model considers the inherent characteristics of information by introducing the information forgetting and information loss mechanisms. Specially, by utilizing the mean field theory, the information transmission and virus process are unified to deduce the critical threshold of virus breakout. It shows that the critical threshold is not only related to the spreading properties of virus, but also influenced by the information density of individuals. We also find that the critical threshold is independent of the information generation probability, and the loss of the information will lead to a decrease. Finally, to verify the theoretical derivations, we apply it on both artificial network and real social network. The experimental results show that the simulations perfectly coincide with theoretical results, which verified the effectiveness of our model.
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