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Security and Game Theory
Algorithms, Deployed Systems, Lessons Learned
This study describes deployed applications of game theory for security for the LAX police and US Federal Air Marshals Service.
Milind Tambe (Author)
9781107096424, Cambridge University Press
Hardback, published 12 December 2011
336 pages, 55 b/w illus. 27 tables
23.1 x 16 x 2.8 cm, 0.59 kg
'Connecting to deep scientific ideas, Professor Tambe and his team have impacted the way physical infrastructure is being safeguarded in the United States. This book is required reading for those interested in bridging the gap between theory and the real world.' Yoav Shoham, Stanford University
Global threats of terrorism, drug-smuggling and other crimes have led to a significant increase in research on game theory for security. Game theory provides a sound mathematical approach to deploy limited security resources to maximize their effectiveness. A typical approach is to randomize security schedules to avoid predictability, with the randomization using artificial intelligence techniques to take into account the importance of different targets and potential adversary reactions. This book distills the forefront of this research to provide the first and only study of long-term deployed applications of game theory for security for key organizations such as the Los Angeles International Airport police and the US Federal Air Marshals Service. The author and his research group draw from their extensive experience working with security officials to intelligently allocate limited security resources to protect targets, outlining the applications of these algorithms in research and the real world.
1. Introduction
Part I. Security Experts' Perspective: 2. LAX - terror target: the history, the reason, the countermeasure Erroll Southers
3. Maritime transportation system security and the use of game theory: a perfect match to address operational and tactical concerns Joe DiRenzo III, Erik Jensen and Fred Bertsch
Part II. Deployed Applications: 4. Deployed ARMOR protection: the application of a game theoretic model for security at the Los Angeles International Airport James Pita, Manish Jain, Craig Western, Praveen Paruchuri, Janusz Marecki, Milind Tambe, Fernando Ordonez and Sarit Kraus
5. IRIS: a tool for strategic security allocation in transportation networks Jason Tsai, Shyamsunder Rathi, Christopher Kiekintveld, Milind Tambe and Fernando Ordonez
6. GUARDS - game theoretic security allocation on a national scale James Pita, Christopher Kiekintveld, Milind Tambe, Shane Cullen and Erin Steigerwald
Part III. Efficient Algorithms for Massive Security Games: 7. Coordinating randomized policies for increasing security of agent systems Praveen Paruchuri, Jonathan Pearce, Janusz Marecki, Milind Tambe, Fernando Ordonez and Sarit Kraus
8. Computing optimal randomized resource allocations for massive security games Christopher Kiekintveld, James Pita, Manish Jain, Jason Tsai, Milind Tambe and Fernando Ordonez
9. Security games with arbitrary schedules: a branch and price approach Manish Jain, Christopher Kiekintveld, Erim Kardes, Fernando Ordonez and Milind Tambe
Part IV. Future Research: 10. Effective solutions for real-world Stackelberg games: when agents must deal with human uncertainties James Pita, Manish Jain, Milind Tambe, Fernando Ordonez, Sarit Kraus and Romi Magori-Cohen
11. Robust Bayesian methods for Stackelberg security games Christopher Kiekintveld, Janusz Marecki and Milind Tambe
12. Stackelberg vs. Nash in security games: interchangeability, equivalence, and uniqueness Zhengyu Yin, Dmytro Korzhyk, Christopher Kiekintveld, Vincent Conitzer and Milind Tambe
13. Evaluating deployed decision support systems for security: challenges, arguments, and approaches Matthew E. Taylor, Christopher Kiekintveld and Milind Tambe.
Subject Areas: Artificial intelligence [UYQ], Police & security services [JKSW1], Information theory [GPF]