Influence Model of User Behavior Characteristics on Information Dissemination

被引:0
|
作者
Han, S. C. [1 ]
Liu, Y. [1 ]
Chen, H. L. [2 ,3 ]
Zhang, Z. J. [1 ]
机构
[1] Beijing Jiao Tong Univ, Beijing 100044, Peoples R China
[2] Tianjin Univ, Sch Pharmaceut Sci & Technol, Tianjin, Peoples R China
[3] TianJin Univ Tradit Chinese Med, Tianjin, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金; 高等学校博士学科点专项科研基金;
关键词
SIR; behavior dynamics; scaling laws; information dissemination; SIMULATION; NETWORKS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Quantitative analysis on human behavior, especially mining and modeling temporal and spatial regularities, is a common focus of statistical physics and complexity sciences. The in-depth understanding of human behavior helps in explaining many complex socioeconomic phenomena, and in finding applications in public opinion monitoring, disease control, transportation system design, calling center services, information recommendation. In this paper, we study the impact of human activity patterns on information diffusion. Using SIR propagation model and empirical data, conduct quantitative research on the impact of user behavior on information dissemination. It is found that when the exponent is small, user behavioral characteristics have features of many new dissemination nodes, fast information dissemination, but information continued propagation time is short, with limited influence; when the exponent is big, there are fewer new dissemination nodes, but will expand the scope of information dissemination and extend information dissemination duration; it is also found that for group behaviors, the power-law characteristic a greater impact on the speed of information dissemination than individual behaviors. This study provides a reference to better understand influence of social networking user behavior characteristics on information dissemination and kinetic effect.
引用
收藏
页码:209 / 223
页数:15
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