Secure Networked Inference with Unreliable Data Sources

Nonfiction, Computers, Networking & Communications, Hardware, Computer Security, General Computing
Cover of the book Secure Networked Inference with Unreliable Data Sources by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney ISBN: 9789811323126
Publisher: Springer Singapore Publication: August 30, 2018
Imprint: Springer Language: English
Author: Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
ISBN: 9789811323126
Publisher: Springer Singapore
Publication: August 30, 2018
Imprint: Springer
Language: English

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.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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.

More books from Springer Singapore

Cover of the book Digital Soil Mapping Across Paradigms, Scales and Boundaries by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Theory, Methodology, Tools and Applications for Modeling and Simulation of Complex Systems by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Compendium of Surface and Interface Analysis by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Quantum Computational Chemistry by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Fundamentals of Optical Computing Technology by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Theory, Methodology, Tools and Applications for Modeling and Simulation of Complex Systems by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Phosphorus Recovery and Recycling by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Bourdieu’s Field Theory and the Social Sciences by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book The Impact of ICT on Work by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Lychee Disease Management by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Smartphone-Based Indoor Map Construction by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Securing the Belt and Road Initiative by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Proceedings of the International Congress on Information and Communication Technology by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book World Congress on Medical Physics and Biomedical Engineering 2018 by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Cover of the book Equity Valuation and Negative Earnings by Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy