Secure Networked Inference with Unreliable Data Sources
Aditya Vempaty, Bhavya Kailkhura, Pramod K. VarshneyThe 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.
Рік:
2018
Видання:
1st ed.
Видавництво:
Springer Singapore
Мова:
english
ISBN 10:
9811323127
ISBN 13:
9782018952908
Файл:
PDF, 5.69 MB
IPFS:
,
english, 2018
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