Information Fusion in Distributed Sensor Networks With Byzantines 1st edition by Andrea Abrardo, Mauro Barni, Kassem Kallas, Benedetta Tondi 9789813290013 9813290013
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Authors:Andrea Abrardo; Mauro Barni; Kassem Kallas; Benedetta Tondi , Series:IT & Computer [128] , Tags:Technology & Engineering; Electronics; General; Computers; Security; Engineering (General); Imaging Systems; Electrical; Fire Science , Author sort:Abrardo, Andrea & Barni, Mauro & Kallas, Kassem & Tondi, Benedetta , Ids:Google; 9789813290013 , Languages:Languages:eng , Published:Published:Jul 2020 , Publisher:Springer Nature , Comments:Comments: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.
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Product details:
ISBN 10: 9813290013
ISBN 13: 9789813290013
Author: :Andrea Abrardo; Mauro Barni; Kassem Kallas; Benedetta Tondi
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.
Information Fusion in Distributed Sensor Networks With Byzantines 1st Table of contents:
1. Introduction
2. Basic Notions of Distributed Detection, Information Fusion and Game Theory
3. Security Attacks and Defenses in Distributed Sensor Networks
4. Adversarial Decision Fusion: A Heuristic Approach
5. A Game-Theoretic Framework for Optimum Decision Fusion in the Presence of Byzantines
6. An Efficient Nearly-Optimum Decision Fusion Technique Based on Message Passing
7. Conclusion
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