Adversarial Reasoning: Computational Approaches to Reading the Opponent’s Mind: Chapman & Hall/CRC Computer and Information Science Series
Editat de Alexander Kott, William M. McEneaneyen Limba Engleză Hardback – 20 iul 2006
Addressing a broad range of practical problems, including military planning and command, military and foreign intelligence, antiterrorism, network security, as well as simulation and training systems, this reference presents an overview of each problem and then explores various approaches and applications to understand the minds and negate the actions of your opponents. The techniques discussed originate from a variety of disciplines such as stochastic processes, artificial intelligence planning, cognitive modeling, robotics and agent theory, robust control, game theory, and machine learning, among others. The beginning chapters outline the key concepts related to discovering the opponent's intent and plans while the later chapters journey into mathematical methods for counterdeception. The final chapters employ a range of techniques, including reinforcement learning within a stochastic dynamic games context to devise strategies that combat opponents.
By answering specific questions on how to create practical applications that require elements of adversarial reasoning while also exploring theoretical developments, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind is beneficial for practitioners as well as researchers.
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Specificații
ISBN-13: 9781584885887
ISBN-10: 1584885882
Pagini: 364
Ilustrații: 97 b/w images, 26 tables and 181 equations
Dimensiuni: 156 x 234 x 25 mm
Greutate: 0.66 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Computer and Information Science Series
ISBN-10: 1584885882
Pagini: 364
Ilustrații: 97 b/w images, 26 tables and 181 equations
Dimensiuni: 156 x 234 x 25 mm
Greutate: 0.66 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Seria Chapman & Hall/CRC Computer and Information Science Series
Public țintă
Professional and Professional Practice & DevelopmentCuprins
Adversarial Models for Opponent Intent Inferencing. Human Factors in Opponent Intent. Extrapolation of the Opponent's Past Behaviors. Plan Recognition. Detecting Deception. Deception as a Semantic Attack. Application and Value of Deception. Robustness against Deception. The Role of Imperfect Information. Handling Partial and Corrupted Information. Strategies in Large-Scale Problems. Learning to Strategize. Learning from and about the Opponent. Index.
Notă biografică
Alexander Kott, William M. McEneaney
Descriere
Featuring approaches that draw from disciplines such as artificial intelligence and cognitive modeling, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind describes technologies and applications that address a broad range of practical problems, including military planning and command, military and foreign intelligence, antiterrorism and domestic security, as well as simulation and training systems. The authors present an overview of each problem and then discuss approaches and applications, combining theoretical rigor with accessibility. This comprehensive volume covers intent and plan recognition, deception discovery, and strategy formulation.