Profile Generation Methods for Reinforcing Robustness of Keystroke Authentication in Free Text Typing

Read  full  paper  at:http://www.scirp.org/journal/PaperInformation.aspx?PaperID=55742#.VTBo_tKqpBc

ABSTRACT

We have investigated several characteristics of the keystroke authentication in Japanese free text typing, and our methods have provided high recognition accuracy for high typing skill users who can type 700 or more letters per 5 minutes. There are, however, some situations decreasing the accuracy such as long period passage after registering each user’s profile documents and existence of lower typing skill users who can type only about 500 – 600 letters per 5 minutes. In this paper, we propose new profile generation methods, profile-updating and profile-combining methods, to reinforce the robustness of keystroke authentication and show the effectiveness of them through three examinations with experimental data.

Cite this paper

Matsubara, Y. , Samura, T. and Nishimura, H. (2015) Profile Generation Methods for Reinforcing Robustness of Keystroke Authentication in Free Text Typing. Journal of Information Security, 6, 131-141. doi:10.4236/jis.2015.62014.

References

[1] Banerjee, S. and Woodard, D. (2012) Biometric Authentication and Identification Using Keystroke Dynamics: A Survey. Journal of Pattern Recognition Research, 7, 116-139.
http://dx.doi.org/10.13176/11.427
[2] Alsultan, A. and Warwick, K. (2013) Keystroke Dynamics Authentication: A Survey of Free-text Methods. International Journal of Computer Science Issues, 10, 1-10.
[3] Teh, P.S., Teoh, A.B.J. and Yue, S. (2013) A Survey of Keystroke Dynamics Biometrics. The Scientific World Journal, 2013, Article ID: 408280, 24 p.
[4] Umphress, D. and Williams, G. (1985) Identity Verification through Keyboard Characteristics. International Journal of Man-Machine Studies, 23, 263-273.
http://dx.doi.org/10.1016/S0020-7373(85)80036-5
[5] Joyce, R. and Gupta, G. (1990) Identity Authentication Based on Keystroke Latencies. Communications of the ACM, 33, 168-176.
http://dx.doi.org/10.1145/75577.75582
[6] Monrose, F. and Rubin, A. (2000) Keystroke Dynamics as a Biometric for Authentication. Future Generation Computer Systems, 16, 351-359.
http://dx.doi.org/10.1016/S0167-739X(99)00059-X
[7] Bergadano, F., Gunetti, D. and Picardi, C. (2002) User Authentication through Keystroke Dynamics. ACM Transactions of Information and Systems Security, 5, 367-397.
http://dx.doi.org/10.1145/581271.581272
[8] Gunetti, D. and Picardi, C. (2005) Keystroke Analysis of Free Text. ACM Transactions of Information and System Security, 8, 312-347.
http://dx.doi.org/10.1145/1085126.1085129
[9] Tappert, C.C., Villani, M. and Cha, S. (2009) Keystroke Biometric Identification and Authentication on Long-Text Input. Behavioral Biometrics for Human Identification: Intelligent Applications, IGI Global, 342-367.
[10] Samura, T. and Nishimura, H. (2009) Personal Identification by Keystroke Dynamics in Japanese Free Text Typing. Transactions of the Institute of Systems, Control and Information Engineers, 22, 145-153. [In Japanese]
http://dx.doi.org/10.5687/iscie.22.145
[11] Samura, T. and Nishimura, H. (2010) A Hybrid Model for Individual Identification Based on Keystroke Data in Japanese Free Text Typing. Transactions of the Society of Instrument and Control Engineers, 46, 676-684. [In Japanese]
http://dx.doi.org/10.9746/sicetr.46.676
[12] Samura, T. and Nishimura, H. (2011) Keystroke Dynamics for Individual Identification in Japanese Free Text Typing. SICE Journal of Control, Measurement, and System Integration, 4, 172-176.
http://dx.doi.org/10.9746/jcmsi.4.172
[13] Samura, T. and Nishimura, H. (2011) Personal Identification and Authentication Based on Keystroke Dynamics in Japanese Long-Text. In: Traore, I., et al., Eds., Continuous Authentication based on Biometrics, Data, Models, and Metrics, IGI Global, 212-231.
[14] Matsubara, Y., Samura, T. and Nishimura, H. (2012) Robustness of Keystroke Dynamics against Changing in Input and Recognition Conditions for Japanese Atypical Text. Proceedings of 2012 International Symposium on Technology for Sustainability, Bangkok, November 2012, 103-106.
[15] Hiraoka, H., Ishii, M., Samura, T. and Nishimura, H. (2011) Keystroke Dynamics in Japanese Free text Typing. Proceedings of Forum on Information Technology, Hakodate, September 2011, 19-24. [In Japanese]
[16] Samura, T., Matsubara, Y. and Nishimura, H. (2013) Performance Assessment in Keystroke Dynamics by Combined Profile Documents for Free Text Typing. Proceedings of SICE Annual Conference, 2013, 265-270.
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