TY  - BOOK
AU  - Vempaty,Aditya
AU  - Kailkhura,Bhavya
AU  - Varshney,Pramod K.
ED  - SpringerLink (Online service)
TI  - Secure Networked Inference with Unreliable Data Sources
SN  - 9789811323126
AV  - TK5105.5-5105.9 
U1  - 004.6 23
PY  - 2018///
CY  - Singapore
PB  - Springer Singapore, Imprint: Springer
KW  - Computer communication systems
KW  - Computer security
KW  - Electrical engineering
KW  - Signal processing
KW  - Image processing
KW  - Speech processing systems
KW  - Coding theory
KW  - Information theory
KW  - Mathematical statistics
KW  - Computer Communication Networks
KW  - Systems and Data Security
KW  - Communications Engineering, Networks
KW  - Signal, Image and Speech Processing
KW  - Coding and Information Theory
KW  - Probability and Statistics in Computer Science
N1  - Acceso multiusuario; 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
N2  - 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
UR  - http://148.231.10.114:2048/login?url=https://doi.org/10.1007/978-981-13-2312-6
ER  -