Skip to main content
Top

2018 | OriginalPaper | Chapter

8. Bringing Lurking in Game Theory

Authors : Andrea Tagarelli, Roberto Interdonato

Published in: Mining Lurkers in Online Social Networks

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this chapter, we describe the Lurker Game, i.e., a model for analyzing the transitions from a lurking to a non-lurking (i.e., active) user role, and vice versa, in terms of evolutionary game theory. A study carried out on different complex network models shows how the Lurker Game is suitable to model lurking dynamics, and how the adoption of rewarding mechanisms combined with the modeling of hypothetical heterogeneity of users’ interests may lead users in an online community towards a cooperative behavior.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference G. Abramson and M. Kuperman. Social games in social networks. Physical Review E, 63, 2001. G. Abramson and M. Kuperman. Social games in social networks. Physical Review E, 63, 2001.
2.
go back to reference A. Anderson, D. Huttenlocher, J. Kleinberg, and J. Leskovec. Steering user behavior with badges. In Proc. ACM Conf. on World Wide Web (WWW), 2013. A. Anderson, D. Huttenlocher, J. Kleinberg, and J. Leskovec. Steering user behavior with badges. In Proc. ACM Conf. on World Wide Web (WWW), 2013.
4.
go back to reference A.L. Barabasi and R. Albert. Statistical mechanics of complex networks. Reviews of Modern Physics, 74:47–97, 2002.MathSciNetCrossRef A.L. Barabasi and R. Albert. Statistical mechanics of complex networks. Reviews of Modern Physics, 74:47–97, 2002.MathSciNetCrossRef
5.
go back to reference A. Barra. The mean field Ising model trough interpolating techniques. Journal of Statistical Physics, 132-5:787–809, 2008.CrossRef A. Barra. The mean field Ising model trough interpolating techniques. Journal of Statistical Physics, 132-5:787–809, 2008.CrossRef
6.
go back to reference D. Easley and J. Kleinberg. Networks, Crowds, and Markets: Reasoning about a highly connected world. Cambridge University Press, 2010.CrossRef D. Easley and J. Kleinberg. Networks, Crowds, and Markets: Reasoning about a highly connected world. Cambridge University Press, 2010.CrossRef
7.
go back to reference F. Fu, D.I. Rosenbloom, L. Wang, and M.A. Nowak. Imitation dynamics of vaccination behavior on social networks. The Royal Society - Proc. B, 278, 2011.CrossRef F. Fu, D.I. Rosenbloom, L. Wang, and M.A. Nowak. Imitation dynamics of vaccination behavior on social networks. The Royal Society - Proc. B, 278, 2011.CrossRef
9.
go back to reference M. A. Javarone, R. Interdonato, and A. Tagarelli. Complex Networks VII: Proc. of the 7th Workshop on Complex Networks CompleNet 2016, chapter Modeling Evolutionary Dynamics of Lurking in Social Networks, pages 227–239. 2016. M. A. Javarone, R. Interdonato, and A. Tagarelli. Complex Networks VII: Proc. of the 7th Workshop on Complex Networks CompleNet 2016, chapter Modeling Evolutionary Dynamics of Lurking in Social Networks, pages 227–239. 2016.
10.
go back to reference M.A. Javarone. Is poker a skill game? new insights from statistical physics. EPL, 110, 2015. M.A. Javarone. Is poker a skill game? new insights from statistical physics. EPL, 110, 2015.
11.
go back to reference M.A. Javarone. Statistical physics of the spatial prisoner’s dilemma with memory-aware agents. arxiv:1509.04558, 2015. M.A. Javarone. Statistical physics of the spatial prisoner’s dilemma with memory-aware agents. arxiv:1509.04558, 2015.
12.
go back to reference M.A. Javarone and A.E. Atzeni. The role of competitiveness in the prisoner’s dilemma. Computational Social Networks, 2, 2015. M.A. Javarone and A.E. Atzeni. The role of competitiveness in the prisoner’s dilemma. Computational Social Networks, 2, 2015.
13.
go back to reference E. Lieberman, C. Hauert, and M.A. Nowak. Evolutionary dynamics on graphs. Nature, 433:312–316, 2004.CrossRef E. Lieberman, C. Hauert, and M.A. Nowak. Evolutionary dynamics on graphs. Nature, 433:312–316, 2004.CrossRef
14.
go back to reference F. D. Malliaros and M. Vazirgiannis. To stay or not to stay: modeling engagement dynamics in social graphs. In Proc. ACM Conf. on Information and Knowledge Management (CIKM), pages 469–478, 2013. F. D. Malliaros and M. Vazirgiannis. To stay or not to stay: modeling engagement dynamics in social graphs. In Proc. ACM Conf. on Information and Knowledge Management (CIKM), pages 469–478, 2013.
15.
go back to reference M. Perc, J. Gomez-Gardenes, A. Szolnoki, L.M. Floria, and Y. Moreno. Evolutionary dynamics of group interactions on structured populations: a review. J. R. Soc. Interface, 10-80, 2013. M. Perc, J. Gomez-Gardenes, A. Szolnoki, L.M. Floria, and Y. Moreno. Evolutionary dynamics of group interactions on structured populations: a review. J. R. Soc. Interface, 10-80, 2013.
16.
go back to reference M. Rowe. Mining user lifecycles from online community platforms and their application to churn prediction. In Proc. IEEE Int. Conf. on Data Mining (ICDM), pages 637–646, 2013. M. Rowe. Mining user lifecycles from online community platforms and their application to churn prediction. In Proc. IEEE Int. Conf. on Data Mining (ICDM), pages 637–646, 2013.
17.
go back to reference F. C. Santos, M. D. Santos, and J. M. Pacheco. Social diversity promotes the emergence of cooperation in public goods games. Nature, 454:231–216, 2008. F. C. Santos, M. D. Santos, and J. M. Pacheco. Social diversity promotes the emergence of cooperation in public goods games. Nature, 454:231–216, 2008.
18.
go back to reference K. Seaborn and D.I. Fels. Gamification in theory and action: A survey. International Journal of Human-Computer Studies, 74:14–31, 2015.CrossRef K. Seaborn and D.I. Fels. Gamification in theory and action: A survey. International Journal of Human-Computer Studies, 74:14–31, 2015.CrossRef
19.
go back to reference S. Van Segbroeck, F. C. Santos, T. Lenaerts, and J.M. Pacheco. Reacting differently to adverse ties promotes cooperation in social networks. Physical Review Letters, 102(058105), 2009. S. Van Segbroeck, F. C. Santos, T. Lenaerts, and J.M. Pacheco. Reacting differently to adverse ties promotes cooperation in social networks. Physical Review Letters, 102(058105), 2009.
21.
go back to reference A. Szolnoki and M. Perc. Reward and cooperation in the spatial public goods game. EPL, 92, 2010.CrossRef A. Szolnoki and M. Perc. Reward and cooperation in the spatial public goods game. EPL, 92, 2010.CrossRef
22.
go back to reference A. Szolnoki, G. Szabo, and M. Perc. Phase diagrams for the spatial public goods game with pool punishment. Physical Review E, 83, 2011. A. Szolnoki, G. Szabo, and M. Perc. Phase diagrams for the spatial public goods game with pool punishment. Physical Review E, 83, 2011.
23.
go back to reference M. Tomassini. Introduction to evolutionary game theory. 2014. M. Tomassini. Introduction to evolutionary game theory. 2014.
24.
go back to reference T. Vafeiadis, K. I. Diamantaras, G. Sarigiannidis, and K. Ch. Chatzisavvas. A comparison of machine learning techniques for customer churn prediction. Simulation Modelling Practice and Theory, 55:1–9, 2015.CrossRef T. Vafeiadis, K. I. Diamantaras, G. Sarigiannidis, and K. Ch. Chatzisavvas. A comparison of machine learning techniques for customer churn prediction. Simulation Modelling Practice and Theory, 55:1–9, 2015.CrossRef
25.
go back to reference Z. Wang, A. Szolnoki, and M. Perc. Interdependent network reciprocity in evolutionary games. Scientific Reports, 3-1183, 2013. Z. Wang, A. Szolnoki, and M. Perc. Interdependent network reciprocity in evolutionary games. Scientific Reports, 3-1183, 2013.
26.
go back to reference D.J. Watts and S.H. Strogatz. Collective dynamics of small-world networks. Nature, 393:440–442, 1998.CrossRef D.J. Watts and S.H. Strogatz. Collective dynamics of small-world networks. Nature, 393:440–442, 1998.CrossRef
27.
go back to reference S. Wu, A. D. Sarma, A. Fabrikant, S. Lattanzi, and A. Tomkins. Arrival and departure dynamics in social networks. In Proc. ACM Conf. on Web Search and Web Data Mining (WSDM), pages 233–242, 2013. S. Wu, A. D. Sarma, A. Fabrikant, S. Lattanzi, and A. Tomkins. Arrival and departure dynamics in social networks. In Proc. ACM Conf. on Web Search and Web Data Mining (WSDM), pages 233–242, 2013.
Metadata
Title
Bringing Lurking in Game Theory
Authors
Andrea Tagarelli
Roberto Interdonato
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-030-00229-9_8

Premium Partner