Aditya Vempaty,
Bhavya Kailkhura,
Pramod K. Varshney
Secure Networked Inference with Unreliable Data Sources
Gebonden Engels 2018 9789811323119Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
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.
Specificaties
ISBN13:9789811323119
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer Nature Singapore
Lezersrecensies
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Inhoudsopgave
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.
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