Secure Networked Inference with Unreliable Data Sources

Secure Networked Inference with Unreliable Data Sources

Aditya Vempaty , Bhavya Kailkhura , Pramod K. Varshney
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Sep 14, 2018 · Englisch · Gebundene Ausgabe (221 Seiten)
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Buchdetails

Format Gebundene Ausgabe
Seiten 221
Sprache Englisch
Veröffentlicht Sep 14, 2018
Verlag Springer
Ausgabe 1st ed. 2018
ISBN-10 9811323119
ISBN-13 9789811323119

Beschreibung

The Book Presents Theory And Algorithms For Secure Networked Inference In The Presence Of Byzantines. It Derives Fundamental Limits Of Networked Inference In The Presence Of Byzantine Data And Designs Robust Strategies To Ensure Reliable Performance For Several Practical Network Architectures. In Particular, It Addresses Inference (or Learning) Processes Such As Detection, Estimation Or Classification, And Parallel, Hierarchical, And Fully Decentralized (peer-to-peer) System Architectures. Furthermore, It Discusses A Number Of New Directions And Heuristics To Tackle The Problem Of Design Complexity In These Practical Network Architectures For Inference.
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