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Adversarial Reasoning: Computational Approaches to Reading the Opponent’s Mind: Chapman & Hall/CRC Computer and Information Science Series

Editat de Alexander Kott, William M. McEneaney
en Limba Engleză Hardback – 20 iul 2006
The rising tide of threats, from financial cybercrime to asymmetric military conflicts, demands greater sophistication in tools and techniques of law enforcement, commercial and domestic security professionals, and terrorism prevention. Concentrating on computational solutions to determine or anticipate an adversary's intent, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind discusses the technologies for opponent strategy prediction, plan recognition, deception discovery and planning, and strategy formulation that not only applies to security issues but also to game industry and business transactions.

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


Public țintă

Professional and Professional Practice & Development

Cuprins

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.