Lie algebraic discussion for aflnity based information diffusion in social networks

被引:69
作者
Shang, Yilun [1 ]
机构
[1] Tongji Univ, Sch Math, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
social network; Lie algebra; Markov process; diffusion; DEFFUANT MODEL; SYSTEMS; PHYSICS;
D O I
10.1515/phys-2017-0083
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this paper we develop a dynamical information diffusion model which features the affinity of people with information disseminated in social networks. Four types of agents, i.e., susceptible, informed, known, and refractory ones, are involved in the system, and the affinity mechanism composing of an affinity threshold which represents the fitness of information to be propagated is incorporated. The model can be generally described by a time-inhomogeneous Markov chain, which is governed by its master (Kolmogorov) equation. Based on theWei-Norman method, we derive analytical solutions of the model by constructing a low-dimensional Lie algebra. Numerical examples are provided to illustrate the obtained theoretical results. This study provides useful insights into the closed-form solutions of complex social dynamics models through the Lie algebra method.
引用
收藏
页码:705 / 711
页数:7
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