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作者 Vempaty, Aditya, author
書名 Secure networked inference with unreliable data sources / by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
出版項 Singapore : Springer Singapore : Imprint: Springer, 2018
國際標準書號 9789811323126 (electronic bk.)
9789811323119 (paper)
國際標準號碼 10.1007/978-981-13-2312-6 doi
book jacket
說明 1 online resource (xiii, 208 pages) : illustrations, digital ; 24 cm
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
text file PDF rda
附註 Chapter 1 Introduction -- Chapter 2 Conventional Inference theories -- Chapter 3 Distributed Detection in Networks -- Chapter 4 Distributed Estimation and Target Localization -- Chapter 5 Distributed Classification and Target Tracking -- Chapter 6 New Research Directions Discussion and conclusions
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
Host Item Springer eBooks
主題 Computer network architectures
Computer Communication Networks
Systems and Data Security
Communications Engineering, Networks
Signal, Image and Speech Processing
Coding and Information Theory
Probability and Statistics in Computer Science
Alt Author Kailkhura, Bhavya, author
Varshney, Pramod K., author
SpringerLink (Online service)
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