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Modeling Propaganda Battle: Decision-Making, Homophily, and Echo Chambers

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Artificial Intelligence and Natural Language (AINL 2018)

Abstract

Studies concerning social patterns that appear as a result of propaganda and rumors generally tend to neglect considerations of the behavior of individuals that constitute these patterns. This places obvious limitations upon the scope of research. We propose a dynamical model for the mechanics of the processes of polarization and formation of echo chambers. This model is based on the Rashevsky neurological scheme of decision-making.

Supported by the Russian Foundation for Basic Research (project 17-01-00390 A).

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References

  1. McCombs, M.E., Shaw, D.L.: The agenda-setting function of mass-media. Public Opin. Q. 36(2), 176–187 (2016)

    Article  Google Scholar 

  2. Chomsky, N.: Media Control: The Spectacular Achievements of Propaganda. Seven Stories Press, New York (1997)

    Google Scholar 

  3. Herman, E.S., Chomsky, N.: Manufacturing Consent: The Political Economy of the Mass-Media. Pantheon Books, New York (1988)

    Google Scholar 

  4. Borum, R.: Understanding the terrorist mindset. FBI Law Enforc. Bull. 72(7), 7–10 (2003)

    Google Scholar 

  5. Borum, R.: Radicalization into violent extremism II: a review of conceptual models and empirical research. J. Strateg. Secur. 4(4), 37–62 (2011)

    Article  Google Scholar 

  6. Moghaddam, F.M.: The staircase to terrorism: a psychological exploration. Am. Psychol. 60, 161–169 (2005)

    Article  Google Scholar 

  7. Silber, M.D., Bhatt, A.: Radicalization in the West: The Homegrown Threat. NYPD Intelligence Division, New York Police Department, City of New York (2007)

    Google Scholar 

  8. Precht, T.: Home grown terrorism and Islamist radicalization in Europe: from conversion to terrorism. Danish Ministry of Defense (2007)

    Google Scholar 

  9. Rashevsky, N.: Mathematical Biophysics: Physico-Mathematical Foundations of Biology. Chicago Press, Univ. of Chicago (1938). University of Chicago

    MATH  Google Scholar 

  10. Daley, D.J., Kendall, D.G.: Stochastic rumors. J. Inst. Math. Appl. 1, 42–55 (1964)

    Article  Google Scholar 

  11. Maki, D.P., Thompson, M.: Mathematical Models and Applications. Prentice-Hall, Englewood Cliffs (1973)

    Google Scholar 

  12. DiFonzo, N., Bordia, P.: Rumor, Gossip and urban legends. Diogenes 54(1), 19–35 (2007)

    Article  Google Scholar 

  13. Chen, G., Shen, H., Ye, T., Chen, G., Kerr, N.: A kinetic model for the spread of rumor in emergencies. Discrete Dyn. Nat. Soc. 2013, 1–8 (2013)

    MathSciNet  Google Scholar 

  14. Isea, R., Mayo-García, R.: Mathematical analysis of the spreading of a rumor among different subgroups of spreaders. Pure Appl. Math. Lett. 2015, 50–54 (2015)

    Google Scholar 

  15. Huo, L., Huang, P., Guo, C.: Analyzing the dynamics of a rumor transmission model with incubation. Discrete Dyn. Nat. Soc. 2012, 1–21 (2012). Article ID 328151

    MathSciNet  MATH  Google Scholar 

  16. Kawachi, K.: Deterministic models for rumor transmission. Nonlinear Anal. Real World Appl. 9(5), 1989–2028 (2008)

    Article  MathSciNet  Google Scholar 

  17. Pearce, C.E.: The exact solution of the general stochastic rumour. Math. Comput. Model. Int. J. 31(10–12), 289–298 (2000)

    Article  MathSciNet  Google Scholar 

  18. Dickinson, R.E., Pearce, C.E.M.: Rumours, epidemics, and processes of mass action: synthesis and analysis. Math. Comput. Model. 38(11–13), 1157–1167 (2003)

    Article  MathSciNet  Google Scholar 

  19. Belen, S.: The behaviour of stochastic rumours. Ph.D. Thesis, The University of Adelaide (2008)

    Google Scholar 

  20. Belen, S., Pearce, C.E.M.: Rumours with general initial conditions. ANZIAM J. 4, 393–400 (2004)

    Article  MathSciNet  Google Scholar 

  21. Osei, G.K., Thompson, J.W.: The supersession of one rumour by another. J. Appl. Prob. 14(1), 127–134 (1977)

    Article  MathSciNet  Google Scholar 

  22. Escalante, R., Odehnal, M.: A deterministic mathematical model for the spread of two rumors. ArXiv preprint arXiv:1709.01726 (2017)

  23. Mikhailov, A.P., Marevtseva, N.A.: Models of information warfare. Math. Model. 23(10), 19–32 (2011)

    MATH  Google Scholar 

  24. Kaligotla, C., Yucesan, E., Chick, S.E.: An agent based model of spread of competing rumors through online interactions on social media. In: 9th International Proceedings of the 2015 Winter Simulation Conference, pp. 3985–3996 (2015)

    Google Scholar 

  25. Breer, V.V., Novikov, D.A., Rogatkin, A.D.: Mob Control: Models of Threshold Collective Behavior. SSDC, vol. 85. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-51865-7

    Book  MATH  Google Scholar 

  26. Gubanov, D.A., Novikov, D.A., Chkhartishvili, A.G.: Informational influence and informational control models in social networks. Autom. Remote Control 72(7), 1557–1567 (2011)

    Article  Google Scholar 

  27. Doerr, B., Fouz, M., Friedrich, T.: Why rumors spread so quickly in social networks. Commun. ACM 55(6), 70–75 (2012)

    Article  Google Scholar 

  28. Zhang, Y., Tang, C., Weigang, L.: Cooperative and competitive dynamics model for information propagation in online social networks. J. Appl. Math. 2014, 1–12 (2014). Article ID 610382

    MathSciNet  Google Scholar 

  29. Yanagizawa-Drott, D.: Propaganda and conflict: evidence from the rwandan genocide. Q. J. Econ. 129(4), 1947–1994 (2014)

    Article  Google Scholar 

  30. Mikhailov, A., Petrov, A., Pronchev, G., Proncheva, O.: Modeling a decrease in public attention to a past one-time political event. Dokl. Math. 97(3), 247–249 (2018)

    Article  Google Scholar 

  31. McPherson, M., Smith-Lovin, L., Cook, J.M.: Birds of a feather: homophily in social networks. Ann. Rev. Sociol. 27(1), 415–444 (2001)

    Article  Google Scholar 

  32. Garrett, R.K.: Politically motivated reinforcement seeking: reframing the selective exposure debate. J. Commun. 59(4), 676–699 (2009)

    Article  Google Scholar 

  33. Fiorina, M.P., Abrams, S.J.: Political polarization in the American public. Ann. Rev. Polit. Sci. 26(10), 1531–1542 (2015)

    Google Scholar 

  34. Barbera, P., Jost, J.T., Nagler, J., Tucker, J.A., Bonneau, R.: Tweeting from left to right: is online political communication more than an echo chamber? Psychol. Sci. 26(10), 1531–1542 (2015)

    Article  Google Scholar 

  35. Petrov, A.P., Maslov, A.I., Tsaplin, N.A.: Modeling position selection by individuals during information warfare in society. Math. Models Comput. Simul. 8(4), 401–408 (2016)

    Article  MathSciNet  Google Scholar 

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Correspondence to Olga Proncheva .

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Petrov, A., Proncheva, O. (2018). Modeling Propaganda Battle: Decision-Making, Homophily, and Echo Chambers. In: Ustalov, D., Filchenkov, A., Pivovarova, L., Žižka, J. (eds) Artificial Intelligence and Natural Language. AINL 2018. Communications in Computer and Information Science, vol 930. Springer, Cham. https://doi.org/10.1007/978-3-030-01204-5_19

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  • DOI: https://doi.org/10.1007/978-3-030-01204-5_19

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  • Print ISBN: 978-3-030-01203-8

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