工程科学与技术2018,Vol.50Issue(1):113-119,7.DOI:10.15961/j.jsuese.201700093
基于节点态度的社交网络信息传播模型
An Information Diffusion Model of Social Network Based on Node Attitude
摘要
Abstract
In order to reveal the inherent laws of information diffusion in social network,the process of information diffusion in social network was studied in-depth.It was found that the process of information diffusion in social network was not only influenced by the attraction of informa-tion and social environment,but also influenced by the attitude of nodes to information.However,the existing information diffusion models rarely considered the attitude of the nodes,and thuscould not reflect the impact of different attitudes of the nodes on the process of information diffusion.Therefore,a node attitude-based information diffusion model was proposed in social network,which combined the node attitude and SIRS model to analyze the influence of node attitude on information diffusion.It also provided the theoretical basis for the study of information diffusion mechanism in social network.In particular,considering the differences in the attitude of different nodes and their change rules,the node attitudes of nodes and their updating principles were respectively defined based on the node behavior.Furthermore,combining the information dif-fusion and the SIRS model-based infection spread mechanism as well as the impact of node attitude on diffusion state transition,an information diffusion model in social network based on node attitude were obtained by exploiting the social learning theory.The model could describe the dif-fusion rules,reveal the evolution law of information diffusion and analyze the influence of node attitude on information diffusion.At last,datasets from Sina micro-blog were used as the experimental data in the simulation.The simulation results showed that the attitude of node affected the in-formation diffusion.Meanwhile,it was also demonstrated that the proposed model was more accurate in revealing the information diffusion law and reflecting the process of information diffusion.关键词
社交网络/信息传播模型/SIRS/节点态度Key words
social network/information diffusion model/SIRS/node attitude分类
信息技术与安全科学引用本文复制引用
黄宏程,孙欣然,胡敏..基于节点态度的社交网络信息传播模型[J].工程科学与技术,2018,50(1):113-119,7.基金项目
国家自然科学基金资助项目(61371097 ()
61401051) ()
重庆市科委基础与前沿研究计划资助项目(cstc2014jcyjA40039) (cstc2014jcyjA40039)