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A Lightweight Privacy-Aware Continuous Authentication Protocol-PACA

delete2021-09-02
delete8
PRE
AI
A
Abbas Acar *
S
Shoukat Ali
K
Koray Karabina
C
Cengiz Kaygusuz
H
Hidayet Aksu
K
Kemal Akkaya
DOI:10.1145/3464690delete
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Abstract

Abstract

En 中文
As many vulnerabilities of one-time authentication systems have already been uncovered, there is a growing need and trend to adopt continuous authentication systems. Biometrics provides an excellent means for periodic verification of the authenticated users without breaking the continuity of a session. Nevertheless, as attacks to computing systems increase, biometric systems demand more user information in their operations, yielding privacy issues for users in biometric-based continuous authentication systems. However, the current state-of-the-art privacy technologies are not viable or costly for the continuous authentication systems, which require periodic real-time verification. In this article, we introduce a novel, lightweight, privacy-aware, and secure continuous authentication protocol called PACA. PACA is initiated through a password-based key exchange (PAKE) mechanism, and it continuously authenticates users based on their biometrics in a privacy-awaremanner. Then, we design an actual continuous user authentication system under the proposed protocol. In this concrete system, we utilize a privacy-aware template matching technique and a wearable-assisted keystroke dynamics-based continuous authentication method. This provides privacy guarantees without relying on any trusted third party while allowing the comparison of noisy user inputs (due to biometric data) and yielding an efficient and lightweight protocol. Finally, we implement our system on an Apple smartwatch and perform experiments with real user data to evaluate the accuracy and resource consumption of our concrete system.
Keywords:
Continuous
authentication
privacy-aware
biometrics
secure
template
matching

Journal

A
ACM Transactions on Privacy and Security
IF:
2.8
Papers:
291
Citations:
770

Organization

U
University of Calgary
Scholars:
3.8W
Papers: 3.3W
Citations: 52
State University System of Florida cover
State University System of Florida
Scholars:
12.7W
Papers: 10.9W
Citations: 130
F
Florida International University
Scholars:
7.4K
Papers: 5.9K
Citations: 1.1W
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