PARTIAL DIFFERENTIAL EQUATIONS WITH ROBIN BOUNDARY CONDITION IN ONLINE SOCIAL NETWORKS

被引:15
作者
Dai, Guowei [1 ]
Ma, Ruyun [1 ]
Wang, Haiyan [1 ,2 ,3 ]
Wang, Feng [3 ]
Xu, Kuai [3 ]
机构
[1] Northwest Normal Univ, Dept Math, Lanzhou 730070, Peoples R China
[2] North Univ China, Dept Math, Taiyuan 030051, Shanxi, Peoples R China
[3] Arizona State Univ, Sch Math & Nat Sci, Phoenix, AZ 85069 USA
来源
DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS-SERIES B | 2015年 / 20卷 / 06期
基金
美国国家科学基金会;
关键词
Bifurcation; stability; diffusive logistic model; online social networks; indefinite weight; Robin Boundary Condition; INFORMATION DIFFUSION; COMPLETE TRAJECTORIES; MODELS;
D O I
10.3934/dcdsb.2015.20.1609
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In recent years, online social networks such as Twitter, have become a major source of information exchange and research on information diffusion in social networks has been accelerated. Partial differential equations are proposed to characterize temporal and spatial patterns of information diffusion over online social networks. The new modeling approach presents a new analytic framework towards quantifying information diffusion through the interplay of structural and topical influences. In this paper we develop a non-autonomous diffusive logistic model with indefinite weight and the Robin boundary condition to describe information diffusion in online social networks. It is validated with a real dataset from an online social network, Digg.com. The simulation shows that the logistic model with the Robin boundary condition is able to more accurately predict the density of influenced users. We study the bifurcation, stability of the diffusive logistic model with heterogeneity in distance. The bifurcation and stability results of the model information describe either information spreading or vanishing in online social networks.
引用
收藏
页码:1609 / 1624
页数:16
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