Skip to main content

2012 | OriginalPaper | Buchkapitel

A Hierarchical MultiModal Hybrid Stackelberg–Nash GA for a Leader with Multiple Followers Game

verfasst von : Egidio D’Amato, Elia Daniele, Lina Mallozzi, Giovanni Petrone, Simone Tancredi

Erschienen in: Dynamics of Information Systems: Mathematical Foundations

Verlag: Springer New York

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In this paper a numerical procedure based on a genetic algorithm (GA) evolution process is given to compute a Stackelberg solution for a hierarchical n + 1-person game. There is a leader player who enounces a decision before the others, and the rest of players (followers) take into account this decision and solve a Nash equilibrium problem. So there is a two-level game between the leader and the followers, called Stackelberg–Nash problem. The idea of the Stackelberg-GA is to bring together genetic algorithms and Stackelberg strategy in order to process a genetic algorithm to build the Stackelberg strategy. In the lower level, the followers make their decisions simultaneously at each step of the evolutionary process, playing a so called Nash game between themselves. The use of a multimodal genetic algorithm allows to find multiple Stackelberg strategies at the upper level. In this model the uniqueness of the Nash equilibrium at the lower-level problem has been supposed. The algorithm convergence is illustrated by means of several test cases.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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 "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!

Literatur
1.
Zurück zum Zitat Başar, T., Olsder, G.J.: Dynamic noncooperative game theory, Reprint of the second (1995) edition. Classics in Applied Mathematics, 23. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA (1999) Başar, T., Olsder, G.J.: Dynamic noncooperative game theory, Reprint of the second (1995) edition. Classics in Applied Mathematics, 23. Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA (1999)
2.
Zurück zum Zitat Chinchuluun, A., Pardalos, P.M., Huang, H-X.: Multilevel (Hierarchical) optimization: complexity issues, optimality conditions, algorithms. In: Gao, D., Sherali, H. (eds.) Advances in Applied Mathematics and Global Optimization, pp. 197–221. Springer USA (2009) Chinchuluun, A., Pardalos, P.M., Huang, H-X.: Multilevel (Hierarchical) optimization: complexity issues, optimality conditions, algorithms. In: Gao, D., Sherali, H. (eds.) Advances in Applied Mathematics and Global Optimization, pp. 197–221. Springer USA (2009)
3.
Zurück zum Zitat D’Amato, E., Daniele, E., Mallozzi, L., Petrone, G.: Stackelberg-Nash solutions for global emission games with genetic algorithm, Preprint n. 19 Dipartimento di Matematica e Applicazioni Universita di Napoli di Napoli Federico II (2010) D’Amato, E., Daniele, E., Mallozzi, L., Petrone, G.: Stackelberg-Nash solutions for global emission games with genetic algorithm, Preprint n. 19 Dipartimento di Matematica e Applicazioni Universita di Napoli di Napoli Federico II (2010)
4.
Zurück zum Zitat Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multi-objective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 181–197 (2002)CrossRef Deb, K., Pratap, A., Agarwal, S., Meyarivan, T.: A fast and elitist multi-objective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 6(2), 181–197 (2002)CrossRef
5.
Zurück zum Zitat Fudenberg, D., Tirole, J.: Game Theory. The MIT Press, Cambridge, Massachusetts (1993) Fudenberg, D., Tirole, J.: Game Theory. The MIT Press, Cambridge, Massachusetts (1993)
6.
Zurück zum Zitat Ho, Y.C., Luh, P.B., Muralidharan, R.: Information strucutre, stackelberg games, and incentive, controllability. IEEE Trans. Automat. Control 26, 454–460 (1981)MathSciNetMATHCrossRef Ho, Y.C., Luh, P.B., Muralidharan, R.: Information strucutre, stackelberg games, and incentive, controllability. IEEE Trans. Automat. Control 26, 454–460 (1981)MathSciNetMATHCrossRef
7.
Zurück zum Zitat Liu, B.: Stackelberg-Nash equilibrium for multilevel programming with multiple followers using genetic algorithms. Computers Math. Applic. 36(7), 79–89 (1998)MATHCrossRef Liu, B.: Stackelberg-Nash equilibrium for multilevel programming with multiple followers using genetic algorithms. Computers Math. Applic. 36(7), 79–89 (1998)MATHCrossRef
8.
Zurück zum Zitat Liu, W. and Chawla, S.: A game theoretical model for adversarial learning. 2009 IEEE International Conference on Data Mining Workshops Miami, Florida, USA, pp. 25–30 (2009) Liu, W.  and Chawla, S.: A game theoretical model for adversarial learning. 2009 IEEE International Conference on Data Mining Workshops Miami, Florida, USA, pp. 25–30 (2009)
9.
Zurück zum Zitat Luo, Z-Q., Pang, J-S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996) Luo, Z-Q., Pang, J-S., Ralph, D.: Mathematical Programs with Equilibrium Constraints. Cambridge University Press, Cambridge (1996)
10.
Zurück zum Zitat Marcotte, P., Blain, M.A: Stackelberg-Nash model for the design of deregulated transit system, dynamic games in economic analysis. In: Hamalainen, R.H., Ethamo, H.K. (eds.) Lecture Notes in Control and Information Sciences, vol. 157, pp. 21–28. Springer, Berlin (1991) Marcotte, P., Blain, M.A: Stackelberg-Nash model for the design of deregulated transit system, dynamic games in economic analysis. In: Hamalainen, R.H., Ethamo, H.K. (eds.) Lecture Notes in Control and Information Sciences, vol. 157, pp. 21–28. Springer, Berlin (1991)
11.
Zurück zum Zitat Migdalas, A., Pardalos, P.M., Varbrand, P. (eds.): Multilevel Optimization: Algorithms and Applications. Kluwer Academic Publishers Kluwer Academic Publishers, Boston USA (1997) Migdalas, A., Pardalos, P.M., Varbrand, P. (eds.): Multilevel Optimization: Algorithms and Applications. Kluwer Academic Publishers Kluwer Academic Publishers, Boston USA (1997)
13.
Zurück zum Zitat Periaux, J., Chen, H.Q., Mantel, B., Sefrioui, M., Sui, H.T.: Combining game theory and genetic algorithms with application to DDM-nozzle optimization problems. Finite Elem. Anal. Des. 37, 417–429 (2001)MATHCrossRef Periaux, J., Chen, H.Q., Mantel, B., Sefrioui, M., Sui, H.T.: Combining game theory and genetic algorithms with application to DDM-nozzle optimization problems. Finite Elem. Anal. Des. 37, 417–429 (2001)MATHCrossRef
14.
Zurück zum Zitat Sheraly, H.D., Soyster, A.L., Murphy, F.H.: Stackelberg-Nash-Cournot equilibria: characterizations and computations. Operation Res. 31, 253–276 (1983)CrossRef Sheraly, H.D., Soyster, A.L., Murphy, F.H.: Stackelberg-Nash-Cournot equilibria: characterizations and computations. Operation Res. 31, 253–276 (1983)CrossRef
15.
Zurück zum Zitat Vallée, T., Başar, T.: Off-line computation of Stackelberg solutions with the genetic algorithm. Comput. Econ. 13, 201–209 (2001)CrossRef Vallée, T., Başar, T.: Off-line computation of Stackelberg solutions with the genetic algorithm. Comput. Econ. 13, 201–209 (2001)CrossRef
16.
Zurück zum Zitat Wang, J.F., Periaux, J.: Multi-Point optimization using GAS and Nash/Stackelberg games for high lift multi-airfoil design in aerodynamics. In: Proceedings of the 2001 Congress on Evolutionary Computation CEC 2001, May 2001, COEX, World Trade Center, 159 Samseong-dong, Gangnam-gu, Seoul, Korea, 27–30, pp. 552–559 Wang, J.F., Periaux, J.: Multi-Point optimization using GAS and Nash/Stackelberg games for high lift multi-airfoil design in aerodynamics. In: Proceedings of the 2001 Congress on Evolutionary Computation CEC 2001, May 2001, COEX, World Trade Center, 159 Samseong-dong, Gangnam-gu, Seoul, Korea, 27–30, pp. 552–559
Metadaten
Titel
A Hierarchical MultiModal Hybrid Stackelberg–Nash GA for a Leader with Multiple Followers Game
verfasst von
Egidio D’Amato
Elia Daniele
Lina Mallozzi
Giovanni Petrone
Simone Tancredi
Copyright-Jahr
2012
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-3906-6_14

Premium Partner