Information propagation based on information value

Yu Gao, Ping Kuang
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Abstract

On social networks, the spread of a piece of information may attract a lot of people’s attention. Some people who are not interested in the beginning may become interested and start to spread it after repeated contact. Similarly, those who are interested in the beginning tend to disappear after a while. In this study, a propagation model, in which infective’s and removals can transform form each other, is constructed. We introduce the LIF neuron model in neurology and propose a SEIRI information propagation model based on this model. In the process of a piece of information, its information value will change with the range and time of propagation. To reflect the change of the actual value of information in the process of communication, this paper puts forward the influence of the change of information value with time and the range of propagation. The experimental results show that the propagation process can be divided into initial stage, rapid propagation stage, and stable stage. The process of spreading different messages is different, but the overall trend is similar.
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基于信息价值的信息传播
在社交网络上,一条信息的传播可能会吸引很多人的注意力。一些一开始不感兴趣的人,可能会在反复接触后产生兴趣并开始传播。同样,那些对开始感兴趣的人往往会在一段时间后消失。本文建立了侵染体和脱毒体相互转化的传播模型。我们引入神经学中的LIF神经元模型,并在此基础上提出了一个SEIRI信息传播模型。在一条信息的传播过程中,其信息价值会随着传播范围和传播时间的变化而变化。为了反映信息在传播过程中实际价值的变化,本文提出了信息价值随时间和传播范围变化的影响。实验结果表明,传播过程可分为初始阶段、快速传播阶段和稳定传播阶段。传播不同信息的过程不同,但总体趋势是相似的。
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