Comparison of Statistical and Machine Learning Techniques for Physical Layer Authentication
@article{Senigagliesi2021ComparisonOS, title={Comparison of Statistical and Machine Learning Techniques for Physical Layer Authentication}, author={Linda Senigagliesi and M. Baldi and E. Gambi}, journal={IEEE Transactions on Information Forensics and Security}, year={2021}, volume={16}, pages={1506-1521} }
In this article we consider authentication at the physical layer, in which the authenticator aims at distinguishing a legitimate supplicant from an attacker on the basis of the characteristics of a set of parallel wireless channels, which are affected by time-varying fading. Moreover, the attacker’s channel has a spatial correlation with the supplicant’s one. In this setting, we assess and compare the performance achieved by different approaches under different channel conditions. We first… Expand
Figures and Tables from this paper
References
SHOWING 1-10 OF 38 REFERENCES
Blind Physical Layer Authentication over Fading Wireless Channels through Machine Learning
- Computer Science
- 2019 IEEE International Workshop on Information Forensics and Security (WIFS)
- 2019
- 3
Statistical and Machine Learning-Based Decision Techniques for Physical Layer Authentication
- Computer Science
- 2019 IEEE Global Communications Conference (GLOBECOM)
- 2019
- 5
- PDF
Physical-Layer Authentication Based on Extreme Learning Machine
- Computer Science
- IEEE Communications Letters
- 2017
- 42
Learning-Aided Physical Layer Authentication as an Intelligent Process
- Computer Science
- IEEE Transactions on Communications
- 2019
- 34
- Highly Influential
- PDF
Blind Authentication at the Physical Layer Under Time-Varying Fading Channels
- Computer Science
- IEEE Journal on Selected Areas in Communications
- 2018
- 21
A Learning Approach for Physical Layer Authentication Using Adaptive Neural Network
- Computer Science
- IEEE Access
- 2020
- 6
- Highly Influential
- PDF
Analysis of Channel-Based User Authentication by Key-Less and Key-Based Approaches
- Computer Science, Mathematics
- IEEE Transactions on Wireless Communications
- 2018
- 9
- PDF
Physical Layer Authentication over MIMO Fading Wiretap Channels
- Computer Science
- IEEE Transactions on Wireless Communications
- 2012
- 76
- Highly Influential
Application of Machine Learning for Channel based Message Authentication in Mission Critical Machine Type Communication
- Computer Science, Engineering
- ArXiv
- 2017
- 19
- PDF
Using Artificial Noise to Improve Detection Performance For Wireless User Authentication in Time-Variant Channels
- Computer Science
- IEEE Wireless Communications Letters
- 2014
- 14