Advances in the keystroke dynamics: the practical impact of database quality

Authors:
Mariusz Rybnik;Piotr Panasiuk;Khalid Saeed;Marcin Rogowski
Affiliations:
University of Bialystok, Bialystok, Poland;AGH University of Science and Technology, Cracow, Poland;AGH University of Science and Technology, Cracow, Poland;King Abdullah University of Science and Technology, Thuwal, Kingdom of Saudi Arabia
Venue:
CISIM'12 Proceedings of the 11th IFIP TC 8 international conference on Computer Information Systems and Industrial Management
Year:
2012

Citing 10
Cited 0

Authenticating mobile phone users using keystroke analysis

International Journal of Information Security
Keystroke Patterns Classification Using the ARTMAP-FD Neural Network

IIH-MSP '07 Proceedings of the Third International Conference on International Information Hiding and Multimedia Signal Processing (IIH-MSP 2007) - Volume 01
A Keystroke Dynamics Based System for User Identification

CISIM '08 Proceedings of the 2008 7th Computer Information Systems and Industrial Management Applications
The Effect of Clock Resolution on Keystroke Dynamics

RAID '08 Proceedings of the 11th international symposium on Recent Advances in Intrusion Detection
The use of passwords for controlling access to remote computer systems and services

AFIPS '77 Proceedings of the June 13-16, 1977, national computer conference
User Authentication with Keystroke Dynamics Using Fixed Text

ICBAKE '09 Proceedings of the 2009 International Conference on Biometrics and Kansei Engineering
A practical pressure sensitive computer keyboard

Proceedings of the 22nd annual ACM symposium on User interface software and technology
Authenticating user using keystroke dynamics and finger pressure

CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
An adaptive multimodal biometric management algorithm

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Gait Components and Their Application to Gender Recognition

IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews

Quantified Score

Hi-index	0.00

Visualization

Abstract

This paper concerns database quality in the Keystroke Dynamics domain. The authors present their own algorithm and test it using two databases: the authors' own KDS database and Keystroke Dynamics - Benchmark Data Set online database. Following problems are studied theoretically and experimentally: classification accuracy, database representativeness, increase in typing proficiency and finally: time precision in samples acquisition. Results show that the impact of the database uniqueness on the experimental results is substantial and should not be disregarded in classification algorithm evaluation.