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Information Fusion in Distributed Sensor Networks with Byzantines
Taschenbuch von Andrea Abrardo (u. a.)
Sprache: Englisch

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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.
Zusammenfassung

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

Inhaltsverzeichnis

Introduction.- Preliminaries.- Security attacks and defenses in distributed sensor networks.- A Heuristic defense: A soft isolation algorithm for adversarial decision fusion.- Optimum decision fusion in the presence of Byzantines.- Nearly optimum decision fusion via message passing.- Decision fusion of hidden-Markov observations with synchronized attacks.- Decision fusion with unbalanced priors.- Decision fusion game with incomplete knowledge in a Bayesian setup.- Conclusions.

Details
Erscheinungsjahr: 2021
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Signals and Communication Technology
Inhalt: xix
109 S.
11 s/w Illustr.
15 farbige Illustr.
109 p. 26 illus.
15 illus. in color.
ISBN-13: 9789813290037
ISBN-10: 981329003X
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Abrardo, Andrea
Tondi, Benedetta
Kallas, Kassem
Barni, Mauro
Auflage: 1st ed. 2021
Hersteller: Springer Singapore
Springer Nature Singapore
Signals and Communication Technology
Maße: 235 x 155 x 8 mm
Von/Mit: Andrea Abrardo (u. a.)
Erscheinungsdatum: 26.08.2021
Gewicht: 0,213 kg
Artikel-ID: 120279334
Zusammenfassung

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

Inhaltsverzeichnis

Introduction.- Preliminaries.- Security attacks and defenses in distributed sensor networks.- A Heuristic defense: A soft isolation algorithm for adversarial decision fusion.- Optimum decision fusion in the presence of Byzantines.- Nearly optimum decision fusion via message passing.- Decision fusion of hidden-Markov observations with synchronized attacks.- Decision fusion with unbalanced priors.- Decision fusion game with incomplete knowledge in a Bayesian setup.- Conclusions.

Details
Erscheinungsjahr: 2021
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Reihe: Signals and Communication Technology
Inhalt: xix
109 S.
11 s/w Illustr.
15 farbige Illustr.
109 p. 26 illus.
15 illus. in color.
ISBN-13: 9789813290037
ISBN-10: 981329003X
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Abrardo, Andrea
Tondi, Benedetta
Kallas, Kassem
Barni, Mauro
Auflage: 1st ed. 2021
Hersteller: Springer Singapore
Springer Nature Singapore
Signals and Communication Technology
Maße: 235 x 155 x 8 mm
Von/Mit: Andrea Abrardo (u. a.)
Erscheinungsdatum: 26.08.2021
Gewicht: 0,213 kg
Artikel-ID: 120279334
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