Abstract
Intention-aware prediction is regarded as an important agreement technology to help large amount of agents in aligning their activities towards an equilibrium. If the agents do not align their activities in online routing games, then the multi-agent system is not guaranteed to get to a stable equilibrium. We formally define two intention-aware prediction methods for online routing games and empirically evaluate them in a real-world scenario. The experiments confirm that the defined intention-aware routing strategies limit the fluctuation in this online routing game scenario and make the system more or less converge to the equilibrium.
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References
Beckmann, M.J., McGuire, C.B., Winsten, C.B.: Studies in the Economics of Transportation. Yale University Press, New Haven (1956)
Blum, A., Even-Dar, E., Ligett, K.: Routing without regret: on convergence to nash equilibria of regret-minimizing algorithms in routing games. In: Proceedings of the Twenty-fifth Annual ACM Symposium on Principles of Distributed Computing, pp. 45–52, PODC 2006. ACM, New York (2006)
Claes, R., Holvoet, T.: Traffic coordination using aggregation-based traffic predictions. IEEE Intell. Syst. 29(4), 96–100 (2014)
Claes, R., Holvoet, T., Weyns, D.: A decentralized approach for anticipatory vehicle routing using delegate multi-agent systems. IEEE Trans. Intell. Transp. Syst. 12(2), 364–373 (2011)
Fischer, S., Vöcking, B.: On the evolution of selfish routing. In: Albers, S., Radzik, T. (eds.) ESA 2004. LNCS, vol. 3221, pp. 323–334. Springer, Heidelberg (2004). https://doi.org/10.1007/978-3-540-30140-0_30
Nisan, N., Roughgarden, T., Tardos, E., Vazirani, V.V.: Algorithmic Game Theory. Cambridge University Press, New York (2007)
Rosenschein, J.S.: Multiagent systems, and the search for appropriate foundations. In: Proceedings of the 12th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2013, pp. 5–6 (2013). www.ifaamas.org/
Roughgarden, T.: Routing games. In: Algorithmic Game Theory, pp. 461–486. Cambridge University Press, New York (2007)
Sandholm, W.H.: Potential games with continuous player sets. J. Econ. Theor. 97(1), 81–108 (2001)
Varga, L.: On intention-propagation-based prediction in autonomously self-adapting navigation. Scalable Comput. Pract. Exp. 16(3), 221–232 (2015)
Varga, L.Z.: Online routing games and the benefit of online data. In: Klügl, F., Vizzari, G., Vokřínek, J. (eds.) ATT 2014 8th International Workshop on Agents in Traffic and Transportation, Held at the 13th International Conference on Autonomous Agents and Multiagent Systems, 5–6 May 2014, Paris, France, pp. 88–95 (2014)
Varga, L.Z.: Paradox phenomena in autonomously self-adapting navigation. Cybern. Inf. Technol. 15(5), 78–87 (2015)
Varga, L.Z.: Benefit of online real-time data in the braess paradox with anticipatory routing. In: Kounev, S., Giese, H., Liu, J. (eds.) 2016 IEEE International Conference on Autonomic Computing, ICAC 2016, 17–22 July 2016, Würzburg, Germany, pp. 245–250. IEEE Computer Society (2016)
Varga, L.Z.: How good is predictive routing in the online version of the braess paradox? In: Kaminka, G.A., Fox, M., Bouquet, P., Hüllermeier, E., Dignum, V., Dignum, F., van Harmelen, F. (eds.) ECAI 2016, Frontiers in Artificial Intelligence and Applications, vol. 285, pp. 1696–1697. IOS Press (2016)
Varga, L.Z.: Equilibrium with predictive routeing in the online version of the braess paradox. IET Softw. 11(4), 165–170 (2017)
Varga, L.Z.: Game theory models for the verification of the collective behaviour of autonomous cars. In: Bulwahn, L., Kamali, M., Linker, S. (eds.) Proceedings First Workshop on Formal Verification of Autonomous Vehicles. Electronic Proceedings in Theoretical Computer Science, 19 September 2017, Turin, Italy, vol. 257, pp. 27–34. Open Publishing Association (2017)
Wardrop, J.G.: Some theoretical aspects of road traffic research. Proc. Inst. Civ. Eng. Part II 1(36), 352–378 (1952)
de Weerdt, M.M., Stein, S., Gerding, E.H., Robu, V., Jennings, N.R.: Intention-aware routing of electric vehicles. IEEE Trans. Intell. Transp. Syst. 17(5), 1472–1482 (2016)
Wooldridge, M.: An Introduction to MultiAgent Systems, 2nd edn. Wiley, Hoboken (2009)
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Varga, L.Z. (2018). Two Prediction Methods for Intention-Aware Online Routing Games. In: Belardinelli, F., Argente, E. (eds) Multi-Agent Systems and Agreement Technologies. EUMAS AT 2017 2017. Lecture Notes in Computer Science(), vol 10767. Springer, Cham. https://doi.org/10.1007/978-3-030-01713-2_30
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DOI: https://doi.org/10.1007/978-3-030-01713-2_30
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