Information Fusion in Distributed Sensor Networks with Byzantines
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Beschreibung
This book reviews the most powerful attack strategies and potential defense mechanisms, always approaching the interplay between the Fusion Center and the Byzantines from a game-theoretic perspective. For each of the settings considered, the equilibria of the game and the corresponding payoffs are derived, shedding new light on the achievable performance level and the impact that the presence of the Byzantines has on the accuracy of decisions made by the Fusion Center.
Accordingly, the book offers a simple yet effective introduction to the emerging field of adversarial information fusion, providing a wealth of intuitive take-home lessons for practitioners interested in applying the most basic notions to the design of practical systems, while at the same time introducing researchers and other readers to the mathematical details behind the theory.
This book reviews the most powerful attack strategies and potential defense mechanisms, always approaching the interplay between the Fusion Center and the Byzantines from a game-theoretic perspective. For each of the settings considered, the equilibria of the game and the corresponding payoffs are derived, shedding new light on the achievable performance level and the impact that the presence of the Byzantines has on the accuracy of decisions made by the Fusion Center.
Accordingly, the book offers a simple yet effective introduction to the emerging field of adversarial information fusion, providing a wealth of intuitive take-home lessons for practitioners interested in applying the most basic notions to the design of practical systems, while at the same time introducing researchers and other readers to the mathematical details behind the theory.An essential introduction to adversarial information fusion Offers a valuable point of departure for researchers new to the field Details attacks and defenses in connection with distributed sensor networks
Autor*in
Andrea Abrardo
Themen in »Information Fusion in Distributed Sensor Networks with Byzantines«
Detection Theory Game Theory Byzantines Attack Game-theoretic Framework Information Fusion Decision Fusion Game Message Passing Algorithm Distributed Sensor Networks Adversarial Signal Processing Optimum Fusion Rule