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 · English · Hardcover (221 pages)
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Book Details

Format Hardcover
Pages 221
Language English
Published Sep 14, 2018
Publisher Springer
Edition 1st ed. 2018
ISBN-10 9811323119
ISBN-13 9789811323119

Description

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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