Nonlinear dynamic information propagation mathematic modeling and analysis based on microblog social network

被引:0
作者
Xiaoyang Liu
Daobing He
机构
[1] Chongqing University of Technology,School of Computer Science and Engineering
[2] Xihua University,Center of Health Management Promotion
[3] Chongqing Technology and Business University,Chongqing Engineering Technology Research Center for Information Management in Development
来源
Social Network Analysis and Mining | 2020年 / 10卷
关键词
Microblog; Information propagation; Nonlinear dynamic; Social network;
D O I
暂无
中图分类号
学科分类号
摘要
Based on the complex network theory and topological properties of scale-free network, a new information propagation model (Susceptible Exposed Inactive Infected Recovered, SEIIR) and dynamic evolution equations are proposed based on microblog social network in this paper. Firstly, we analyze the structure of microblog social network through simulating the real microblog social network environment, and the topological properties of the microblog network are researched. Secondly, microblog network structure and topological properties, traditional information propagation models (SIR, SIRS and SEIR) and evolution mechanism are also studied. Dynamic evolution equations of information propagation are constructed in microblog network, and nonlinear dynamic information propagation model is proposed. Effect factors of the information propagation process in microblog network are investigated. Finally, a series of simulation experiments are carried out. Simulation results show that the proposed new SEIIR model and information propagation dynamic evolution equations are reasonable and effective. It reveals the relationship between the state of microblog social network nodes and the evolution public opinion. It accurately depicts the information interaction mechanism and diffusion pattern in online social network. It provides a new scientific method and research approach for the study of social network public opinion evolution and information propagation.
引用
收藏
相关论文
共 94 条
  • [1] Abubakre MA(2015)The role of formal controls in facilitating information system diffusion Inf Manag 52 599-609
  • [2] Ravishankar MN(2017)Information diffusion in social networks Adv Inf Knowl Process 11 165-184
  • [3] Coombs CR(2016)A Fractional order recovery SIR model from a stochastic process Bull Math Biol 78 468-499
  • [4] Al-Taie MZ(2020)The impact of information spreading on epidemic vaccination game dynamics in a heterogeneous complex network—A theoretical approach Chaos Solitons Fractals 132 1-12
  • [5] Kadry S(2017)Online social networks and information diffusion: the role of ego networks Online Soc Netw Med 1 44-55
  • [6] Angstmann CN(2019)Opinion leader detection: a methodological review Expert Syst Appl 115 200-222
  • [7] Henry BI(2020)Tweets can tell: activity recognition using hybrid gated recurrent neural networks Soc Netw Anal Min 10 1-15
  • [8] Mcgann AV(2017)Literature survey on interplay of topics, information diffusion and connections on social networks Soc Inf Netw 6 921-957
  • [9] Ariful Kabir KM(2020)A systematic literature review of sparsity issues in recommender systems Soc Netw Anal Min 10 1-23
  • [10] Kuga K(2016)Information diffusion through social networks: the case of an online petition Expert Syst Appl 44 187-197