信息传播模型中注意力衰减的影响

Zili Xiong, Zaobin Gan, Haifeng Xiang, Hongwei Lu
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引用次数: 3

摘要

一些关于信息传播的研究表明,注意在解释人类行为中起着重要的作用,在信息传播过程中存在着注意衰减。然而,很少有研究者在研究信息的传播动态时考虑到注意力衰减。本文提出一个易感-接受-接受-免疫(SRAI)信息传播模型,整合记忆、社会强化和注意衰减,探讨注意衰减对信息传播动态的影响。我们在不同的复杂网络中对模型进行了仿真,验证了注意力衰减对信息传播过程的影响。仿真结果表明,在某些情况下,注意力衰减的影响会随着网络随机性的增加而减弱。我们的工作可以为理解注意力衰减在信息传播中的作用提供见解。
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The Influence of the Attention Decay in an Information Spreading Model
Some work in information spreading show that the attention plays an important role in explaining human behaviors and the attention decay exists in the process of information spreading. However, few researchers take the attention decay into consideration when studying the spreading dynamics of information. In this paper, we propose a susceptible-received-accepted-immune (SRAI) information spreading model to explore the attention decay's effect on the spread dynamics of information, integrating the memory, the social reinforcement and the attention decay. We simulate the model in different complex networks and verify the impacts of the attention decay on the information spreading process. Particularly, simulation results show that in some situations, the effect of the attention decay will decrease with the increasement of the network's randomness. Our work can provide insights to the understanding of the role of the attention decay in information spreading.
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