Secure Networked Inference with Unreliable Data Sources
by
Vempaty, Aditya. author.
Title
:
Secure Networked Inference with Unreliable Data Sources
Author
:
Vempaty, Aditya. author.
ISBN
:
9789811323126
Personal Author
:
Vempaty, Aditya. author.
Physical Description
:
XIII, 208 p. 74 illus., 71 illus. in color. online resource.
Contents
:
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.
Abstract
:
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.
Subject Term
:
Computer Communication Networks.
Computer security.
Telecommunication.
Coding theory.
Computer science.
Computer Communication Networks. http://scigraph.springernature.com/things/product-market-codes/I13022
Systems and Data Security. http://scigraph.springernature.com/things/product-market-codes/I28060
Communications Engineering, Networks. http://scigraph.springernature.com/things/product-market-codes/T24035
Signal, Image and Speech Processing. http://scigraph.springernature.com/things/product-market-codes/T24051
Coding and Information Theory. http://scigraph.springernature.com/things/product-market-codes/I15041
Probability and Statistics in Computer Science. http://scigraph.springernature.com/things/product-market-codes/I17036
Added Author
:
Kailkhura, Bhavya.
Varshney, Pramod K.
Added Corporate Author
:
SpringerLink (Online service)
Electronic Access
:
Library | Material Type | Item Barcode | Shelf Number | Status |
---|
IYTE Library | E-Book | 2084248-1001 | TK5105.5 -5105.9 | Online Springer |