A novel game theoretic approach for modeling competitive information diffusion in social networks with heterogeneous nodes

被引:35
作者
Kermani, Mehrdad Agha Mohammad Ali [1 ]
Ardestani, Seyed Farshad Fatemi [2 ]
Aliahmadi, Alireza [1 ]
Barzinpour, Farnaz [1 ]
机构
[1] Iran Univ Sci & Technol, Tehran, Iran
[2] Sharif Univ Technol, Tehran, Iran
关键词
Social network; Influence maximization; Diffusion; Competition; Heterogenous nodes; Game theory; INFLUENTIAL NODES;
D O I
10.1016/j.physa.2016.09.038
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Influence maximization deals with identification of the most influential nodes in a social network given an influence model. In this paper, a game theoretic framework is developed that models a competitive influence maximization problem. A novel competitive influence model is additionally proposed that incorporates user heterogeneity, message content, and network structure. The proposed game-theoretic model is solved using Nash Equilibrium in a real-world dataset. It is shown that none of the well-known strategies are stable and at least one player has the incentive to deviate from the proposed strategy. Moreover, violation of Nash equilibrium strategy by each player leads to their reduced payoff. Contrary to previous works, our results demonstrate that graph topology, as well as the nodes' sociability and initial tendency measures have an effect on the determination of the influential node in the network. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:570 / 582
页数:13
相关论文
共 42 条
[1]  
Agha Mohammad Ali Kermani M., 2015, INT J COMMUN SYST
[2]   A note on competitive diffusion through social networks [J].
Alon, Noga ;
Feldman, Michal ;
Procaccia, Ariel D. ;
Tennenholtz, Moshe .
INFORMATION PROCESSING LETTERS, 2010, 110 (06) :221-225
[3]  
[Anonymous], 2003, PROC ACM SIGKDD INT
[4]  
[Anonymous], 1992, PRIMER GAME THEORY
[5]  
Apt KR, 2011, LECT NOTES COMPUT SC, V6982, P212, DOI 10.1007/978-3-642-24829-0_20
[6]   The Diffusion of Microfinance [J].
Banerjee, Abhijit ;
Chandrasekhar, Arun G. ;
Duflo, Esther ;
Jackson, Matthew O. .
SCIENCE, 2013, 341 (6144) :363-+
[7]  
Borodin A, 2010, LECT NOTES COMPUT SC, V6484, P539, DOI 10.1007/978-3-642-17572-5_48
[8]  
Broecheler Matthias, 2010, Proceedings of the 2010 IEEE Second International Conference on Social Computing (SocialCom 2010). the Second IEEE International Conference on Privacy, Security, Risk and Trust (PASSAT 2010), P295, DOI 10.1109/SocialCom.2010.49
[9]  
Chatterjee B., 2009, Methods and Models in Computer Science, P1, DOI DOI 10.1109/ICM2CS.2009.5397970
[10]   THE COMPLEXITY OF COMPUTING A NASH EQUILIBRIUM [J].
Daskalakis, Constantinos ;
Goldberg, Paul W. ;
Papadimitriou, Christos H. .
SIAM JOURNAL ON COMPUTING, 2009, 39 (01) :195-259