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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 24 / No. 1: Twenty-Fourth AAAI Conference on Artificial Intelligence

Security Games with Arbitrary Schedules: A Branch and Price Approach

March 8, 2023

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Authors

Manish Jain

University of Southern California


Erim Kardes

University of Southern California


Christopher Kiekintveld

University of Southern California


Fernando Ordonez

University of Southern California


Milind Tambe

University of Southern California


DOI:

10.1609/aaai.v24i1.7611


Abstract:

Security games, and important class of Stackelberg games, are used in deployed decision-support tools in use by LAX police and the Federal Air Marshals Service. The algorithms used to solve these games find optimal randomized schedules to allocate security resources for infrastructure protection. Unfortunately, the state of the art algorithms either fail to scale or to provide a correct solution for large problems with arbitrary scheduling constraints. We introduce ASPEN, a branch-and-price approach that overcomes these limitations based on two key contributions: (i) A column-generation approach that exploits a novel network flow representation, avoiding a combinatorial explosion of schedule allocations; (ii) A branch-and-bound algorithm that generates bounds via a fast algorithm for solving security games with relaxed scheduling constraints. ASPEN is the first known method for efficiently solving massive security games with arbitrary schedules.

Topics: AAAI

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HOW TO CITE:

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe Security Games with Arbitrary Schedules: A Branch and Price Approach Proceedings of the AAAI Conference on Artificial Intelligence, 24 (2010) 792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe Security Games with Arbitrary Schedules: A Branch and Price Approach AAAI 2010, 792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe (2010). Security Games with Arbitrary Schedules: A Branch and Price Approach. Proceedings of the AAAI Conference on Artificial Intelligence, 24, 792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. Security Games with Arbitrary Schedules: A Branch and Price Approach. Proceedings of the AAAI Conference on Artificial Intelligence, 24 2010 p.792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. 2010. Security Games with Arbitrary Schedules: A Branch and Price Approach. "Proceedings of the AAAI Conference on Artificial Intelligence, 24". 792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. (2010) "Security Games with Arbitrary Schedules: A Branch and Price Approach", Proceedings of the AAAI Conference on Artificial Intelligence, 24, p.792

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe, "Security Games with Arbitrary Schedules: A Branch and Price Approach", AAAI, p.792, 2010.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. "Security Games with Arbitrary Schedules: A Branch and Price Approach". Proceedings of the AAAI Conference on Artificial Intelligence, 24, 2010, p.792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. "Security Games with Arbitrary Schedules: A Branch and Price Approach". Proceedings of the AAAI Conference on Artificial Intelligence, 24, (2010): 792.

Manish Jain|| Erim Kardes|| Christopher Kiekintveld|| Fernando Ordonez|| Milind Tambe. Security Games with Arbitrary Schedules: A Branch and Price Approach. AAAI[Internet]. 2010[cited 2023]; 792.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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