Modeling and Analysis of Rumor Control Strategies in Social Networks

Publish Year: 1401
نوع سند: مقاله ژورنالی
زبان: English
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JR_CKE-5-1_006

تاریخ نمایه سازی: 29 شهریور 1401

Abstract:

Todays, although social networks are used for extensive information sharing, spreading rumors has also been accelerated and become a serious problem. Rumor control can be accomplished through either hard or soft control strategies. The former uses depriving actions like blocking rumor spreaders, while the latter tries to persuade people personally avoiding rumor propagation by increasing their knowledge and awareness. Although there are some proposals for rumor control in social networks, suitable frameworks for modeling and analysis of rumor control strategies and methods with proper consideration of the effective factors is still a need. This study introduces a rumor propagation model based on evolutionary game theory along with a number of soft and hard rumor control methods. Using the proposed model, we simulate and analyze rumor control methods considering different environmental, personal, and content-related factors that may influence people's decisions about rumors. The simulation is conducted on a Twitter graph according to various society conditions. One of the findings is that the soft rumor control strategy is generally more effective than the hard rumor control strategy. The proposed model itself and the conducted analysis can be adopted for developing and deploying effective rumor control mechanisms in social network systems.

Authors

Mojgan Askarizade

Faculty of Computer Engineering, Meybod University

Samad Najafi

Faculty of Computer Engineering, University of Isfahan

Behrouz Tork Ladani

Faculty of Computer Engineering, University of Isfahan

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  • G.W. Allport, Leo Postman., The psychology of rumor., (۱۹۴۷) ...
  • M. Amoozgar, R. Ramezanian, A Computational Model and Convergence Theorem ...
  • M. Askarizadeh, B. Tork Ladani, Soft rumor control in social ...
  • M. Askarizadeh, B. Tork Ladani, M.H. Manshaei, An evolutionary game ...
  • Y. Bao, C. Yi, Y. Xue, Y. Dong, Precise Modeling ...
  • X. Chen, N. Wang, Rumor spreading model considering rumor credibility, ...
  • D.J. DALEY, D.G. KENDALL, Stochastic Rumours, IMA J. Appl. Math. ...
  • N. DiFonzo, P. Bordia, Rumor psychology: Social and organizational approaches., ...
  • N. DiFonzo, P. Bordia, R.L. Rosnow, Reining in rumors, Organ. ...
  • Ebrahim Sahafizadeh, Rumor Control in Social Networks using Soft Security ...
  • L. Fan, Z. Lu, W. Wu, B. Thuraisingham, H. Ma, ...
  • W. Hong, Z. Gao, Y. Hao, X. Li, A novel ...
  • J. Hopcroft, T. Lou, J. Tang, Nov ۲۰۱۸, [dataset] Twitter-Dynamic-Net, ...
  • A.I.E. Hosni, K. Li, S. Ahmad, Minimizing rumor influence in ...
  • A. Jain, J. Dhar, V.K. Gupta, Optimal Control of Rumor ...
  • C. Jiang, Y. Chen, K.J.R. Liu, Evolutionary Information Diffusion over ...
  • M. Kimura, K. Saito, H. Motoda, Minimizing the Spread of ...
  • R.C. Lewontin, Evolution and the Theory of Games, (۱۹۶۱) ...
  • D. Li, J. Ma, Z. Tian, H. Zhu, An evolutionary ...
  • N.K.U. Nkpa, Rumor mongering in war time, J. Soc. Psychol. ...
  • M.A. Nowak, Evolutionary Dynamics of Biological Games, Science (۸۰-. ), ...
  • H. Ohtsuki, M.A. Nowak, The replicator equation on graphs, J. ...
  • H. Ohtsuki, M.A. Nowak, Evolutionary stability on graphs, J. Theor. ...
  • R. Pastor-Satorras, A. Vespignani, Immunization of complex networks, Phys. Rev. ...
  • E. Sahafizadeh, B. Tork Ladani, The impact of group propagation ...
  • E. Sahafizadeh, B. Tork Ladani, A Model for Social Communication ...
  • L. Samuelson, Evolutionary games and equilibrium selection, MIT press, (۱۹۹۷) ...
  • J.M. SMITH, G.R. PRICE, The Logic of Animal Conflict, Nature. ...
  • Z. Tan, D. Wu, T. Gao, I. You, V.S.-F.G. Computer, ...
  • J. Tanimoto, Evolutionary Games with Sociophysics, Springer Singapore, Singapore, (۲۰۱۸) ...
  • S. Tasnim, M. Hossain, H. Mazumder, Impact of rumors and ...
  • A.R. Tilman, J.B. Plotkin, E. Akçay, Evolutionary games with environmental ...
  • G. Tong, W. Wu, L. Guo, D. Li, C. Liu, ...
  • R.M. Tripathy, A. Bagchi, S. Mehta, A study of rumor ...
  • R.M. Tripathy, A. Bagchi, S. Mehta, Towards combating rumors in ...
  • Y.-Q. Wang, X.-Y. Yang, J. Wang, A Rumor Spreading Model ...
  • S.B. Weinberg, R.K. Eich, Fighting fire with fire: Establishment of ...
  • Y. Xiao, D. Chen, S. Wei, Q. Li, H. Wang, ...
  • Q. Yao, C. Zhou, R. Shi, P. Wang, L. Guo, ...
  • S. Yu, Z. Yu, H. Jiang, S.Y.-I. Sciences, undefined, The ...
  • Z. Yu, S. Lu, D. Wang, Z. Li, Modeling and ...
  • N. Zhang, H. Huang, B. Su, J. Zhao, B. Zhang, ...
  • نمایش کامل مراجع