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MAC ID Spoofing-Resistant Radio Fingerprinting

Abstract: 

We explore the resistance of deep learning methods for radio fingerprinting to MAC ID spoofing. We demonstrate that classifying transmission slices enables classification of a transmission with a fixed-length input deep classifier, enhances shift-invariance, and, most importantly, makes the classifier resistant to MAC ID spoofing. This is a consequence of the fact that the classifier does not learn to use the MAC ID to classifying among transmissions, but relies on other inherent discriminating signals, e.g., device imperfections. We demonstrate this via experiments on transmissions generated using two protocols, namely, WiFi and ADS-B.

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Paper Details

Authors:
Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis
Submitted On:
11 November 2019 - 9:13pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Tong Jian
Document Year:
2019
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Document Files

MACSpoof_Globalsip2019

(21)

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[1] Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis, "MAC ID Spoofing-Resistant Radio Fingerprinting", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4948. Accessed: Dec. 12, 2019.
@article{4948-19,
url = {http://sigport.org/4948},
author = {Tong Jian; Bruno Costa Rendon; Andrey Gritsenko; Jennifer Dy; Kaushik Chowdhury; Stratis Ioannidis },
publisher = {IEEE SigPort},
title = {MAC ID Spoofing-Resistant Radio Fingerprinting},
year = {2019} }
TY - EJOUR
T1 - MAC ID Spoofing-Resistant Radio Fingerprinting
AU - Tong Jian; Bruno Costa Rendon; Andrey Gritsenko; Jennifer Dy; Kaushik Chowdhury; Stratis Ioannidis
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4948
ER -
Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis. (2019). MAC ID Spoofing-Resistant Radio Fingerprinting. IEEE SigPort. http://sigport.org/4948
Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis, 2019. MAC ID Spoofing-Resistant Radio Fingerprinting. Available at: http://sigport.org/4948.
Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis. (2019). "MAC ID Spoofing-Resistant Radio Fingerprinting." Web.
1. Tong Jian, Bruno Costa Rendon, Andrey Gritsenko, Jennifer Dy, Kaushik Chowdhury, Stratis Ioannidis. MAC ID Spoofing-Resistant Radio Fingerprinting [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4948