Text-Based Active Authentication for Mobile Devices

被引:0
|
作者
Saevanee, Hataichanok [1 ]
Clarke, Nathan [1 ,3 ]
Furnell, Steven [1 ,3 ]
Biscione, Valerio [2 ]
机构
[1] Univ Plymouth, Ctr Secur Commun & Network Res, Plymouth PL4 8AA, Devon, England
[2] Univ Plymouth, Ctr Robot & Neural Syst, Plymouth PL4 8AA, Devon, England
[3] Edith Cowan Univ, Secur Res Inst, Perth, WA, Australia
关键词
Active authentication; Transparent authentication; Continuous authentication; Multimodal; Biometric; Mobile devices;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As modern mobile devices are increasing in their capability and accessibility, they introduce additional demands in terms of security - particularly authentication. With the widely documented poor use of PINs, Active Authentication is designed to overcome the fundamental issue of usable and secure authentication through utilizing biometric-based techniques to continuously verify user identity. This paper proposes a novel text-based multimodal biometric approach utilizing linguistic analysis, keystroke dynamics and behavioral profiling. Experimental investigations show that users can be discriminated via their text-based entry, with an average Equal Error Rate (EER) of 3.3%. Based on these findings, a framework that is able to provide robust, continuous and transparent authentication is proposed. The framework is evaluated to examine the effectiveness of providing security and user convenience. The result showed that the framework is able to provide a 91% reduction in the number of intrusive authentication requests required for high security applications.
引用
收藏
页码:99 / 112
页数:14
相关论文
共 50 条
  • [1] FACE-BASED ACTIVE AUTHENTICATION ON MOBILE DEVICES
    Fathy, Mohammed E.
    Patel, Vishal M.
    Chellappa, Rama
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 1687 - 1691
  • [2] Active User Authentication for Mobile Devices
    Sui, Yan
    Zou, Xukai
    Li, Feng
    Du, Eliza Y.
    [J]. WIRELESS ALGORITHMS, SYSTEMS, AND APPLICATIONS, WASA 2012, 2012, 7405 : 540 - 548
  • [3] Federated Learning-based Active Authentication on Mobile Devices
    Oza, Poojan
    Patel, Vishal M.
    [J]. 2021 INTERNATIONAL JOINT CONFERENCE ON BIOMETRICS (IJCB 2021), 2021,
  • [4] Facial attributes for active authentication on mobile devices
    Samangouei, Pouya
    Patel, Vishal M.
    Chellappa, Rama
    [J]. IMAGE AND VISION COMPUTING, 2017, 58 : 181 - 192
  • [5] Face-Based Multiple User Active Authentication on Mobile Devices
    Perera, Pramuditha
    Patel, Vishal M.
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2019, 14 (05) : 1240 - 1250
  • [6] Interactive Handwritten and Text-Based Handwritten Arabic CAPTCHA Schemes for Mobile Devices: A Comparative Study
    Alsuhibany, Suliman A.
    Alnoshan, Ayshah A.
    [J]. IEEE ACCESS, 2021, 9 : 140991 - 141001
  • [7] New Text-Based User Authentication Scheme Using CAPTCHA
    Usmani, Atiya
    Maryam, Amrah
    Umar, M. Sarosh
    Khan, Muneeb Hasan
    [J]. INFORMATION AND COMMUNICATION TECHNOLOGY FOR COMPETITIVE STRATEGIES, 2019, 40 : 313 - 322
  • [8] Poster: Improving Communication and Communicability with Smarter Use of Text-based Messages on Mobile and Wearable devices
    Choo, Kenny T. W.
    [J]. MOBISYS'16: COMPANION COMPANION PUBLICATION OF THE 14TH ANNUAL INTERNATIONAL CONFERENCE ON MOBILE SYSTEMS, APPLICATIONS, AND SERVICES, 2016, : 18 - 18
  • [9] A Camouflage Text-Based Password Approach for Mobile Devices against Shoulder-Surfing Attack
    Alsuhibany, Suliman A.
    [J]. SECURITY AND COMMUNICATION NETWORKS, 2021, 2021
  • [10] Towards Multiple User Active Authentication in Mobile Devices
    Perera, Pramuditha
    Patel, Vishal M.
    [J]. 2017 12TH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION (FG 2017), 2017, : 354 - 361