Information Propagation in Online Social Network Based on Human Dynamics

被引:16
|
作者
Yan, Qiang [1 ]
Wu, Lianren [1 ]
Liu, Chao [2 ,3 ]
Li, Xiye [1 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Econ & Management, Beijing 100876, Peoples R China
[2] Arizona State Univ, Dept Elect Engn, Tempe, AZ 85287 USA
[3] Shanghai Univ Finance & Econ, Dept Appl Math, Shanghai 200433, Peoples R China
关键词
D O I
10.1155/2013/953406
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We investigate the impact of human dynamics on the information propagation in online social networks. First, statistical properties of the human behavior are studied using the data from "Sina Microblog," which is one of the most popular online social networks in China. We find that human activity patterns are heterogeneous and bursty and are often described by a power-law interevent time distribution. P(tau) similar to tau(-alpha). Second, we proposed an extended Susceptible-Infected (SI) propagation model to incorporate bursty and limited attention. We unveil how bursty human behavior and limited attention affect the information propagation in online social networks. The result in this paper can be useful for optimizing or controlling information propagation in online social networks.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Viral information propagation in the Digg online social network
    Freeman, Mark
    McVittie, James
    Sivak, Iryna
    Wu, Jianhong
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2014, 415 : 87 - 94
  • [2] A measurement analysis of information propagation in online social network
    Wang, Zhen
    Yang, Zilong
    Shan, Hong
    Shi, Jianglan
    2013 THIRD INTERNATIONAL CONFERENCE ON INSTRUMENTATION & MEASUREMENT, COMPUTER, COMMUNICATION AND CONTROL (IMCCC), 2013, : 23 - 27
  • [3] Network Diffusion for Information Propagation in Online Social Communities
    Jain, Shubham
    Mohan, Govind
    Sinha, Adwitiya
    2017 TENTH INTERNATIONAL CONFERENCE ON CONTEMPORARY COMPUTING (IC3), 2017, : 387 - 389
  • [4] An Empirical Study on the Efficiency of Information Propagation in Online Social Network
    Hai, Mo
    Zhang, Shuyun
    Zhu, Lei
    Ma, Yanlin
    COMMUNICATIONS AND INFORMATION PROCESSING, PT 1, 2012, 288 : 177 - 184
  • [5] Information Propagation and Public Opinion Evolution Model Based on Artificial Neural Network in Online Social Network
    Liu, Xiaoyang
    He, Daobing
    COMPUTER JOURNAL, 2020, 63 (11): : 1689 - 1703
  • [6] Cooperative and Competitive Dynamics Model for Information Propagation in Online Social Networks
    Zhang, Yaming
    Tang, Chaosheng
    Li Weigang
    JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [7] Propagation Dynamics Based on Social Contact Probability on Social Network
    Wang, Yanben
    Cai, Wandong
    Wang, Ru
    PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON ESTIMATION, DETECTION AND INFORMATION FUSION ICEDIF 2015, 2015, : 340 - 343
  • [8] Novel competitive information propagation macro mathematical model in online social network
    He, Daobing
    Liu, Xiaoyang
    JOURNAL OF COMPUTATIONAL SCIENCE, 2020, 41
  • [10] A CPN-based information propagation model in Online Social Networks
    Kong, Jinming
    Yu, Wangyang
    Hao, Fei
    20TH INT CONF ON UBIQUITOUS COMP AND COMMUNICAT (IUCC) / 20TH INT CONF ON COMP AND INFORMATION TECHNOLOGY (CIT) / 4TH INT CONF ON DATA SCIENCE AND COMPUTATIONAL INTELLIGENCE (DSCI) / 11TH INT CONF ON SMART COMPUTING, NETWORKING, AND SERV (SMARTCNS), 2021, : 323 - 330