Abstract
The goal of this paper is to introduce a real-world challenge problem for researchers in multiagent systems and beyond, where our collective efforts may have a significant impact on activities in the real-world. The challenge is in applying game theory for security: Our goal is not only to introduce the problem, but also to provide exemplars of initial successes of deployed systems in this challenge problem arena, some key open research challenges and pointers to getting started in this research.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Pita, J., Jain, M., Western, C., Portway, C., Tambe, M., Ordonez, F., Kraus, S., Parachuri, P.: Deployed ARMOR protection: The application of a game-theoretic model for security at the Los Angeles International Airport. In: Proc. of the 7th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 125–132 (2008)
Tsai, J., Rathi, S., Kiekintveld, C., Ordonez, F., Tambe, M.: IRIS: a tool for strategic security allocation in transportation networks. In: Proc. of the 8th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 37–44 (2009)
An, B., Pita, J., Shieh, E., Tambe, M., Kiekintveld, C., Marecki, J.: Guards and protect: Next generation applications of security games. SIGECOM 10, 31–34 (2011)
Shieh, E., An, B., Yang, R., Tambe, M., Baldwin, C., DiRenzo, J., Maule, B., Meyer, G.: PROTECT: A deployed game theoretic system to protect the ports of the united states. In: Proc. of the 11th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2012)
Pita, J., Tambe, M., Kiekintveld, C., Cullen, S., Steigerwald, E.: Guards - game theoretic security allocation on a national scale. In: Proc. of the 10th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2011)
Yin, Z., Jiang, A., Johnson, M., Tambe, M., Kiekintveld, C., Leyton-Brown, K., Sandholm, T., Sullivan, J.: Trusts: Scheduling randomized patrols for fare inspection in transit systems. In: Proc. of the 24th Conference on Innovative Applications of Artificial Intelligence, IAAI (2012)
Osbourne, M.J., Rubinstein, A.: A Course in Game Theory. MIT Press (1994)
von Stengel, B., Zamir, S.: Leadership with commitment to mixed strategies. Technical Report LSE-CDAM-2004-01, CDAM Research Report (2004)
Conitzer, V., Sandholm, T.: Computing the Optimal Strategy to Commit to. In: Proc. of the ACM Conference on Electronic Commerce, ACM-EC, pp. 82–90 (2006)
Paruchuri, P., Pearce, J.P., Marecki, J., Tambe, M., Ordonez, F., Kraus, S.: Playing games with security: An efficient exact algorithm for Bayesian Stackelberg games. In: Proc. of the 7th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 895–902 (2008)
Harsanyi, J., Selten, R.: A Generalized Nash Solution for Two-Person Bargaining Games with Incomplete Information 18, 80–106 (1972)
Paruchuri, P., Pearce, J.P., Tambe, M., Ordonez, F., Kraus, S.: An efficient heuristic approach for security against multiple adversaries. In: Proc. of the 6th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 311–318 (2007)
Basilico, N., Gatti, N., Amigoni, F.: Leader-follower strategies for robotic patrolling in environments with arbitrary topologies. In: Proc. of the 8th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 500–503 (2009)
Korzhyk, D., Conitzer, V., Parr, R.: Complexity of computing optimal stackelberg strategies in security resource allocation games. In: Proc. of the 24th AAAI Conference on Artificial Intelligence, pp. 805–810 (2010)
Jain, M., Tsai, J., Pita, J., Kiekintveld, C., Rathi, S., Tambe, M., Ordonez, F.: Software assistants for randomized patrol planning for the lax airport police and the federal air marshal service. Interfaces 40, 267–290 (2010)
Jain, M., Kardes, E., Kiekintveld, C., Ordonez, F., Tambe, M.: Security games with arbitrary schedules: A branch and price approach. In: Proc. of the 24th AAAI Conference on Artificial Intelligence, pp. 792–797 (2010)
McKelvey, R.D., Palfrey, T.R.: Quantal response equilibria for normal form games. Games and Economic Behavior 10(1), 6–38 (1995)
TSA: Layers of Security: What We Do (2011)
TSA: Transportation Security Administration – U.S. Department of Homeland Security (2011)
Hamilton, B.A.: Faregating analysis. Report commissioned by the la metro (2007)
Jiang, A.X., Yin, Z., Kietkintveld, C., Leyton-Brown, K., Sandholm, T., Tambe, M.: Towards optimal patrol strategies for urban security in transit systems. In: Proc. of the AAAI Spring Symposium on Game Theory for Security, Sustainability and Health (2012)
Johnson, M., Fang, F., Yang, R., Tambe, M., Albers, H.: Patrolling to maximize pristine forest area. In: Proc. of the AAAI Spring Symposium on Game Theory for Security, Sustainability and Health (2012)
Ordonez, F., Tambe, M., Jara, J.F., Jain, M., Kiekintveld, C., Tsai, J.: Deployed security games for patrol planning. In: Handbook on Operations Research for Homeland Security (2008)
Trusov, M., Bucklin, R.E., Pauwels, K.: Effects of word-of-mouth versus traditional marketing: Findings from an internet social networking site. Journal of Marketing 73 (2009)
Howard, N.J.: Finding optimal strategies for influencing social networks in two player games. Master’s thesis, MIT, Sloan School of Management (2011)
Alpcan, T.: Network Security: A Decision and Game-Theoretic Approach. Cambridge University Press (2010)
Vanek, O., Yin, Z., Jain, M., Bosansky, B., Tambe, M., Pechoucek, M.: Game-theoretic resource allocation for malicious packet detection in computer networks. In: Proc. of the 11th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2012)
Jain, M., Korzhyk, D., Vanek, O., Pechoucek, M., Conitzer, V., Tambe, M.: A double oracle algorithm for zero-sum security games on graphs. In: Proc. of the 10th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2011)
Kiekintveld, C., Marecki, J., Tambe, M.: Approximation methods for infinite bayesian stackelberg games: modeling distributional uncertainty. In: Proc. of the 10th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2011)
Yin, Z., Jain, M., Tambe, M., Ordonez, F.: Risk-averse strategies for security games with execution and observational uncertainty. In: Proc. of the 25th AAAI Conference on Artificial Intelligence, AAAI, pp. 758–763 (2011)
An, B., Tambe, M., Ordonez, F., Shieh, E., Kiekintveld, C.: Refinement of strong stackelberg equilibria in security games. In: Proc. of the 25th Conference on Artificial Intelligence, pp. 587–593 (2011)
Kahneman, D., Tvesky, A.: Prospect theory: An analysis of decision under risk. Econometrica 47(2), 263–291 (1979)
Yang, R., Kiekintveld, C., Ordonez, F., Tambe, M., John, R.: Improving resource allocation strategy against human adversaries in security games. In: IJCAI (2011)
Pita, J., Jain, M., Tambe, M., Ordóñez, F., Kraus, S.: Robust solutions to stackelberg games: Addressing bounded rationality and limited observations in human cognition. Artificial Intelligence 174(15), 1142–1171 (2010)
An, B., Jain, M., Tambe, M., Kiekintveld, C.: Mixed-initiative optimization in security games: A preliminary report. In: Proc. of the AAAI Spring Symposium on Help Me Help You: Bridging the Gaps in Human-Agent Collaboration, pp. 8–11 (2011)
Brown, M., An, B., Kiekintveld, C., Ordonez, F., Tambe, M.: Multi-objective optimization for security games. In: Proc. of the 11th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2012)
Taylor, M.E., Kiekintveld, C., Western, C., Tambe, M.: A framework for evaluating deployed security systems: Is there a chink in your armor? Informatica 34, 129–139 (2010)
Tambe, M.: Security and Game Theory: Algorithms, Deployed Systems, Lessons Learned. Cambridge University Press (2011)
Dickerson, J.P., Simari, G.I., Subrahmanian, V.S., Kraus, S.: A graph-theoretic approach to protect static and moving targets from adversaries. In: Proc. of the 9th International Conference on Autonomous Agents and Multiagent Systems, AAMAS, pp. 299–306 (2010)
Korzhyk, D., Conitzer, V., Parr, R.: Solving stackelberg games with uncertain observability. In: Proc. of the 10th International Conference on Autonomous Agents and Multiagent Systems, AAMAS (2011)
Korzhyk, D., Conitzer, V., Parr, R.: Security games with multiple attacker resources. In: Proc. of the International Joint Conference on Artificial Intelligence, IJCAI (2011)
Letchford, J., Vorobeychik, Y.: Computing randomized security strategies in networked domains. In: Proc. of the AAAI Workshop on Applied Adversarial Reasoning and Risk Modeling, AARM (2011)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2012 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
An, B., Tambe, M. (2012). Game Theory for Security: An Important Challenge for Multiagent Systems. In: Cossentino, M., Kaisers, M., Tuyls, K., Weiss, G. (eds) Multi-Agent Systems. EUMAS 2011. Lecture Notes in Computer Science(), vol 7541. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-34799-3_2
Download citation
DOI: https://doi.org/10.1007/978-3-642-34799-3_2
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-34798-6
Online ISBN: 978-3-642-34799-3
eBook Packages: Computer ScienceComputer Science (R0)