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
[31]   A Natural Language Processing Pipeline of Chinese Free-Text Radiology Reports for Liver Cancer Diagnosis [J].
Liu, Honglei ;
Xu, Yan ;
Zhang, Zhiqiang ;
Wang, Ni ;
Huang, Yanqun ;
Hu, Yanjun ;
Yang, Zhenghan ;
Jiang, Rui ;
Chen, Hui .
IEEE ACCESS, 2020, 8 :159110-159119
[32]   A System for Decoding and Coloring Arabic Text for Language Learners [J].
Al-Khalifa, Hend S. .
IEEE ACCESS, 2019, 7 :104810-104822
[33]   A natural language processing pipeline for pairing measurements uniquely across free-text CT reports [J].
Sevenster, Merlijn ;
Bozeman, Jeffrey ;
Cowhy, Andrea ;
Trost, William .
JOURNAL OF BIOMEDICAL INFORMATICS, 2015, 53 :36-48
[34]   Fingerprint Based Authentication System with Keystroke Dynamics for Realistic User [J].
Kumar, G. Vinoth ;
Prasanth, K. ;
Raj, S. Govinth ;
Sarathi, S. .
SECOND INTERNATIONAL CONFERENCE ON CURRENT TRENDS IN ENGINEERING AND TECHNOLOGY (ICCTET 2014), 2014, :206-209
[35]   Continuous User Authentication using Keystroke Dynamics for Touch Devices [J].
Herath, H. M. C. K. B. ;
Dulanga, K. G. C. ;
Tharindu, N. V. D. ;
Ganegoda, G. U. .
2022 2ND INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND ROBOTICS (ICIPROB), 2022,
[36]   Keystroke Dynamics-Based Authentication Using Unique Keypad [J].
Choi, Maro ;
Lee, Shincheol ;
Jo, Minjae ;
Shin, Ji Sun .
SENSORS, 2021, 21 (06)
[37]   New soft biometrics for limited resource in keystroke dynamics authentication [J].
Chang, Ting-Yi ;
Tsai, Cheng-Jung ;
Yeh, Jen-Yuan ;
Peng, Chun-Cheng ;
Chen, Pei-Hsuan .
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (31-32) :23295-23324
[38]   User authentication method based on keystroke dynamics and mouse dynamics using HDA [J].
Yutong Shi ;
Xiujuan Wang ;
Kangfeng Zheng ;
Siwei Cao .
Multimedia Systems, 2023, 29 :653-668
[39]   User authentication method based on keystroke dynamics and mouse dynamics using HDA [J].
Shi, Yutong ;
Wang, Xiujuan ;
Zheng, Kangfeng ;
Cao, Siwei .
MULTIMEDIA SYSTEMS, 2023, 29 (02) :653-668
[40]   Automated free-text assessment: some lessons learned [J].
Dessus, Philippe ;
Lemaire, Benoit ;
Loiseau, Mathieu ;
Mandin, Sonia ;
Villiot-Leclercq, Emmanuelle .
INTERNATIONAL JOURNAL OF CONTINUING ENGINEERING EDUCATION AND LIFE-LONG LEARNING, 2011, 21 (2-3) :140-154