Keystroke Dynamics Based Biometric Identification

被引:0
作者
Boz, Hasan Alp [1 ]
Gurkan, Mert [1 ]
Yanikoglu, Berrin [1 ]
机构
[1] Sabanci Univ, Tuzla, Turkey
来源
2020 28TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU) | 2020年
关键词
Biometric Identification; Keystroke Dynamics; Attention Mechanism; AUTHENTICATION;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Biometrics based keystroke dynamics aim to perform user identification and authentication based on users' typing behaviour on digital devices. In this study, keystroke timing and regional distributions extracted from free-text are utilized to perform user identification. In order to obtain the highest representative set of attributes, attributes based on directional graph, hold time and keyboard distance have been extracted and used in different configurations. In order to process the generated feature sets more effectively, unlike the existing studies, a multilayer artificial neural network model with attention mechanism was used and 0.13% FAR and 2.5% FRR results were obtained.
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页数:4
相关论文
共 20 条
[11]  
Krishnamoorthy S., 2018, P 2018 2 INT C BIOM, P50, DOI DOI 10.1145/3230820.3230829
[12]  
Li B, 2017, POLYMER NANOCOMPOSITES FOR DIELECTRICS, P1
[13]   Continuous authentication by free-text keystroke based on CNN plus RNN [J].
Lu Xiaofeng ;
Zhang Shengfei ;
Yi Shengwei .
2018 INTERNATIONAL CONFERENCE ON IDENTIFICATION, INFORMATION AND KNOWLEDGE IN THE INTERNET OF THINGS, 2019, 147 :314-318
[14]  
Messerman Arik., 2011, BIOMETRICS IJCB 2011, P1, DOI DOI 10.1109/IJCB.2011.6117552
[15]   Identification Based on Typing Patterns Between Programming and Free Text [J].
Peltola, Petrus ;
Kangas, Vilma ;
Pirttinen, Nea ;
Nygren, Henrik ;
Leinonen, Juho .
17TH KOLI CALLING INTERNATIONAL CONFERENCE ON COMPUTING EDUCATION RESEARCH (KOLI CALLING 2017), 2017, :163-167
[16]   A parallel decision tree-based method for user authentication-based on keystroke patterns [J].
Sheng, Y ;
Phoha, VV ;
Rovnyak, SM .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2005, 35 (04) :826-833
[17]  
Singhal S, 2011, P 3 PAC AS C CIRC CO, P1, DOI DOI 10.1109/PACCS.2011.5990168
[18]  
Song D., 1997, USER RECOGNITION KEY, V19
[19]   A Survey of Keystroke Dynamics Biometrics [J].
Teh, Pin Shen ;
Teoh, Andrew Beng Jin ;
Yue, Shigang .
SCIENTIFIC WORLD JOURNAL, 2013,
[20]   Keystroke dynamics enabled authentication and identification using triboelectric nanogenerator array [J].
Wu, Changsheng ;
Ding, Wenbo ;
Liu, Ruiyuan ;
Wang, Jiyu ;
Wang, Aurelia C. ;
Wang, Jie ;
Li, Shengming ;
Zi, Yunlong ;
Wang, Zhong Lin .
MATERIALS TODAY, 2018, 21 (03) :216-222