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2017 | OriginalPaper | Chapter

The Impact of the Number of Averaged Attacker’s Strategies on the Results Quality in Mixed-UCT

Authors : Jan Karwowski, Jacek Mańdziuk

Published in: Artificial Intelligence and Soft Computing

Publisher: Springer International Publishing

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Abstract

Mixed-UCT is a method for finding efficient defender’s mixed strategy in multi-act Security Games. This paper presents experimental evaluation of the impact of the number of averaged past attackers (APA) used to define the defender’s strategy on solution quality of the method. Specifically designed set of test games is proposed for evaluation of the Mixed-UCT method with different values of APA parameter. The results indicate that larger values of APA generally lead to faster convergence of the method, and in some cases also improve the results in terms of the expected defender’s payoff value.

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Achterberg, T.: SCIP: solving constraint integer programs. Math. Program. Comput. 1(1), 1–41 (2009)MathSciNetCrossRefMATH

An, B., Ordóñez, F., Tambe, M., Shieh, E., Yang, R., Baldwin, C., DiRenzo, J., Moretti, K., Maule, B., Meyer, G.: A deployed quantal response-based patrol planning system for the us coast guard. Interfaces 43(5), 400–420 (2013)

Auer, P., Cesa-Bianchi, N., Fischer, P.: Finite-time analysis of the multiarmed bandit problem. Mach. Learn. 47(2–3), 235–256 (2002)CrossRefMATH

Browne, C., Powley, E., Whitehouse, D., Lucas, S., Cowling, P., Rohlfshagen, P., Tavener, S., Perez, D., Samothrakis, S., Colton, S.: A survey of monte carlo tree search methods. IEEE Trans. Comput. Intell. AI Games 4(1), 1–43 (2012)CrossRef

Delle Fave, F.M., Jiang, A.X., Yin, Z., Zhang, C., Tambe, M., Kraus, S., Sullivan, J.P.: Game-theoretic patrolling with dynamic execution uncertainty and a case study on a real transit system. JAIR 50, 321–367 (2014)MathSciNetMATH

Fang, F., Stone, P., Tambe, M.: When Security Games go green: Designing defender strategies to prevent poaching and illegal fishing. In: IJCAI (2015)

Jain, M., Tsai, J., Pita, J., Kiekintveld, C., Rathi, S., Tambe, M., Ordóñez, F.: Software assistants for randomized patrol planning for the LAX airport police and the federal air marshal service. Interfaces 40(4), 267–290 (2010)CrossRef

Karwowski, J., Mańdziuk, J.: A new approach to security games. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2015. LNCS (LNAI), vol. 9120, pp. 402–411. Springer, Cham (2015). doi:10.1007/978-3-319-19369-4_36 CrossRef

Karwowski, J., Mańdziuk, J.: Mixed strategy extraction from UCT tree in security games. In: ECAI 2016, pp. 1746–1747. IOS Press (2016)

10.

Kocsis, L., Szepesvári, C.: Bandit based monte-carlo planning. In: Fürnkranz, J., Scheffer, T., Spiliopoulou, M. (eds.) ECML 2006. LNCS (LNAI), vol. 4212, pp. 282–293. Springer, Heidelberg (2006). doi:10.1007/11871842_29 CrossRef

11.

Paruchuri, P., Pearce, J.P., Marecki, J., Tambe, M., Ordonez, F., Kraus, S.: Efficient algorithms to solve bayesian stackelberg games for security applications. In: AAAI, pp. 1559–1562 (2008)

12.

Paruchuri, P., Pearce, J.P., Marecki, J., Tambe, M., Ordonez, F., Kraus, S.: Playing games for security: an efficient exact algorithm for solving bayesian stackelberg games. In: AAMAS, pp. 895–902 (2008)

13.

Silver, D., Huang, A., Maddison, C.J., Guez, A., Sifre, L., van den Driessche, G., Schrittwieser, J., Antonoglou, I., Panneershelvam, V., Lanctot, M., Dieleman, S., Grewe, D., Nham, J., Kalchbrenner, N., Sutskever, I., Lillicrap, T., Leach, M., Kavukcuoglu, K., Graepel, T., Hassabis, D.: Mastering the game of go with deep neural networks and tree search. Nature 529, 484–503 (2016)CrossRef

14.

Świechowski, M., Mańdziuk, J.: Self-adaptation of playing strategies in general game playing. IEEE Trans. Comput. Intell. AI Games 6(4), 367–381 (2014)CrossRefMATH

15.

Waledzik, K., Mańdziuk, J.: An automatically-generated evaluation function in general game playing. IEEE Trans. Comput. Intell. AI Games 6(3), 258–270 (2014)CrossRef

Title: The Impact of the Number of Averaged Attacker’s Strategies on the Results Quality in Mixed-UCT
Authors: Jan Karwowski
Jacek Mańdziuk
Publisher: Springer International Publishing
Book: Artificial Intelligence and Soft Computing
Print ISBN: 978-3-319-59059-2

Electronic ISBN: 978-3-319-59060-8

Copyright Year: 2017
DOI: https://doi.org/10.1007/978-3-319-59060-8_43

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