Secure Networked Inference with Unreliable Data Sources
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Sep 14, 2018
·
Englisch
·
Gebundene Ausgabe
(221 Seiten)
Format
Gebundene Ausgabe
Seiten
221
Sprache
Englisch
Veröffentlicht
Sep 14, 2018
Verlag
Springer
Ausgabe
1st ed. 2018
ISBN-10
9811323119
ISBN-13
9789811323119
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.