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Secure Networked Inference with Unreliable Data Sources

Specificaties
Paperback, blz. | Engels
Springer Nature Singapore | e druk, 2019
ISBN13: 9789811347658
Rubricering
Juridisch :
Springer Nature Singapore e druk, 2019 9789811347658
Verwachte 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

ISBN13:9789811347658
Taal:Engels
Bindwijze:paperback
Uitgever:Springer Nature Singapore

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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        Secure Networked Inference with Unreliable Data Sources