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
相关论文
共 30 条
[11]   Propagation and immunization of infection on general networks with both homogeneous and heterogeneous components [J].
Liu, ZH ;
Lai, YC ;
Ye, N .
PHYSICAL REVIEW E, 2003, 67 (03) :5-031911
[12]   Recommender systems [J].
Lu, Linyuan ;
Medo, Matus ;
Yeung, Chi Ho ;
Zhang, Yi-Cheng ;
Zhang, Zi-Ke ;
Zhou, Tao .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2012, 519 (01) :1-49
[13]   The small world yields the most effective information spreading [J].
Lu, Linyuan ;
Chen, Duan-Bing ;
Zhou, Tao .
NEW JOURNAL OF PHYSICS, 2011, 13
[14]   Affinity Paths and information diffusion in social networks [J].
Luis Iribarren, Jose ;
Moro, Esteban .
SOCIAL NETWORKS, 2011, 33 (02) :134-142
[15]   Efficiency of human activity on information spreading on Twitter [J].
Morales, A. J. ;
Borondo, J. ;
Losada, J. C. ;
Benito, R. M. .
SOCIAL NETWORKS, 2014, 39 :1-11
[16]  
Moreno Y, 2004, PHYS REV E, V69, DOI 10.1103/PhysRevE.69.066130
[17]   Lie Algebraic Discussions for Time-Inhomogeneous Linear Birth-Death Processes with Immigration [J].
Ohkubo, Jun .
JOURNAL OF STATISTICAL PHYSICS, 2014, 157 (02) :380-391
[18]   Evolutionary dynamics of group interactions on structured populations: a review [J].
Perc, Matjaz ;
Gomez-Gardenes, Jesus ;
Szolnoki, Attila ;
Floria, Luis M. ;
Moreno, Yamir .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2013, 10 (80)
[19]   Deffuant model of opinion formation in one-dimensional multiplex networks [J].
Shang, Yilun .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2015, 48 (39)
[20]   ANALYTICAL SOLUTION FOR AN IN-HOST VIRAL INFECTION MODEL WITH TIME-INHOMOGENEOUS RATES [J].
Shang, Yilun .
ACTA PHYSICA POLONICA B, 2015, 46 (08) :1567-1577