Information Fusion in Distributed Sensor Networks with Byzantines

Author:   Andrea Abrardo ,  Mauro Barni ,  Kassem Kallas ,  Benedetta Tondi
Publisher:   Springer Verlag, Singapore
Edition:   1st ed. 2021
ISBN:  

9789813290037


Pages:   109
Publication Date:   26 August 2021
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Information Fusion in Distributed Sensor Networks with Byzantines


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Overview

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.

Full Product Details

Author:   Andrea Abrardo ,  Mauro Barni ,  Kassem Kallas ,  Benedetta Tondi
Publisher:   Springer Verlag, Singapore
Imprint:   Springer Verlag, Singapore
Edition:   1st ed. 2021
Weight:   0.215kg
ISBN:  

9789813290037


ISBN 10:   981329003
Pages:   109
Publication Date:   26 August 2021
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

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.

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