Free-text keystroke dynamics authentication for Arabic language

被引:14
|
作者
Alsultan, Arwa [1 ]
Warwick, Kevin [2 ]
Wei, Hong [1 ]
机构
[1] Univ Reading, Sch Syst Engn, Reading RG6 6AH, Berks, England
[2] Coventry Univ, Vice Chancellors Off, Priory St, Coventry CV1 5FB, W Midlands, England
关键词
text analysis; natural language processing; authorisation; user interfaces; free-text keystroke dynamics; Arabic language; user authentication; English language; COMPUTER;
D O I
10.1049/iet-bmt.2015.0101
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study introduces an approach for user authentication using free-text keystroke dynamics which incorporates text in Arabic language. The Arabic language has completely different characteristics to those of English. The approach followed in this study involves the use of the keyboard's key-layout. The method extracts timing features from specific key-pairs in the typed text. Decision trees were exploited to classify each of the users' data. In parallel for comparison, support vector machines were also used for classification in association with an ant colony optimisation feature selection technique. The results obtained from this study are encouraging as low false accept rates and false reject rates were achieved in the experimentation phase. This signifies that satisfactory overall system performance was achieved by using the typing attributes in the proposed approach, while typing Arabic text.
引用
收藏
页码:164 / 169
页数:6
相关论文
共 50 条
  • [1] The impact of using different keyboards on free-text keystroke dynamics authentication for Arabic language
    Alsuhibany, Suliman A.
    Almushyti, Muna
    Alghasham, Noorah
    Alkhudhayr, Fatimah
    INFORMATION AND COMPUTER SECURITY, 2019, 27 (02) : 221 - 232
  • [2] Impact of using different-sized touch keyboards on free-text keystroke dynamics authentication in the Arabic language
    Suliman A. Alsuhibany
    Afnan S. Almuqbil
    Scientific Reports, 12
  • [3] Impact of using different-sized touch keyboards on free-text keystroke dynamics authentication in the Arabic language
    Alsuhibany, Suliman A.
    Almuqbil, Afnan S.
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [4] Analysis of Free-text Keystroke Dynamics for Arabic Language Using Euclidean Distance
    Alsuhibany, Suliman A.
    Almushyti, Muna
    Alghasham, Noorah
    Alkhudier, Fatimah
    PROCEEDINGS OF THE 2016 12TH INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION TECHNOLOGY (IIT), 2016, : 185 - 190
  • [5] Free-text User Authentication Technique through Keystroke Dynamics
    Roy, Soumen
    Roy, Utpal
    Sinha, D. D.
    2014 INTERNATIONAL CONFERENCE ON HIGH PERFORMANCE COMPUTING AND APPLICATIONS (ICHPCA), 2014,
  • [6] Improving the performance of free-text keystroke dynamics authentication by fusion
    Alsultan, Arwa
    Warwick, Kevin
    Wei, Hong
    APPLIED SOFT COMPUTING, 2018, 70 : 1024 - 1033
  • [7] Investigating the accuracy of free-text keystroke dynamics authentication in touchscreen devices
    Alsuhibany, Suliman A.
    Almushyti, Muna
    Alkhudhayr, Fatimah
    INTERNATIONAL JOURNAL OF BIOMETRICS, 2020, 12 (04) : 430 - 445
  • [8] Investigating the accuracy of free-Text keystroke dynamics authentication in touchscreen devices
    Alsuhibany, Suliman A.
    Almushyti, Muna
    Alkhudhayr, Fatimah
    International Journal of Biometrics, 2020, 12 (04): : 430 - 445
  • [9] Fast Free-Text Authentication via Instance-Based Keystroke Dynamics
    Ayotte B.
    Banavar M.
    Hou D.
    Schuckers S.
    IEEE Transactions on Biometrics, Behavior, and Identity Science, 2020, 2 (04): : 377 - 387
  • [10] Enhanced Free-Text Keystroke Continuous Authentication based on Dynamics of Wrist Motion
    Li, Borui
    Sun, Han
    Gao, Yang
    Phoha, Vir V.
    Jin, Zhanpeng
    2017 IEEE WORKSHOP ON INFORMATION FORENSICS AND SECURITY (WIFS), 2017,