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时空隔断下双层网络中信息扩散研究

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[目的/意义]厘清时空隔断对信息扩散的影响,对减少信息冗余、建立良好的社会关系具有一定意义.[方法/过程]考虑线下时空隔断对信息扩散的影响,基于传染病模型,分别使用线下均匀网络、随机游走网络与线上网络进行耦合构建双层信息扩散网络模型,并通过数值仿真对这两类双层网络上的信息扩散行为进行分析.[结果/结论]相较于单层网络,双层网络中信息扩散的范围更广、速度更快且持续时间更短;依次增加隔断时间,信息扩散的范围和速度会逐渐减小且持续时间会相应延长;在时空隔断为 6 时,双层网络信息扩散的效率与范围都会低于单层网络.
Research on Information Diffusion in Double Layer Networks Under Spatiotemporal Separation
[Purpose/significance]Clarifying the influence of spatiotemporal partition on information diffusion is of some signifi-cance in reducing information redundancy and establishing good social relations.[Method/process]Considering the influence of offline spatiotemporal separation on information diffusion,based on the infectious disease model,this paper used office offline uniform network,random walk network and online network to couple to construct a two-layer information diffusion network model,and analyzed the infor-mation diffusion behavior on these two types of two-layer networks through numerical simulation.[Result/conclusion]Compared with the single-layer network,the information diffusion in the two-layer network is wider in scope,faster in speed and shorter in duration;when the partition time is increased sequentially,the scope and speed of the information diffusion will gradually decrease and the dura-tion will be prolonged accordingly;when the spatial and temporal partitions are 6,the information diffusion of the two-layer network is less efficient and less extensive than that of the single-layer network.

information diffusionspatiotemporal partitioninfectious disease modeltwo-layer networkuniform networkrandom walk network

吴振东

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新疆财经大学信息管理学院 新疆 乌鲁木齐 830012

信息扩散 时空隔断 传染病模型 双层网络 均匀网络 随机游走网络

2024

情报探索
福建省科技情报学会,福建省科技信息研究所

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CHSSCD
影响因子:0.52
ISSN:1005-8095
年,卷(期):2024.(12)