Advances in the Keystroke Dynamics: The Practical Impact of Database Quality
KAUST DepartmentComputer Science Program
Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division
Permanent link to this recordhttp://hdl.handle.net/10754/668665
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AbstractThis 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.
CitationRybnik, M., Panasiuk, P., Saeed, K., & Rogowski, M. (2012). Advances in the Keystroke Dynamics: The Practical Impact of Database Quality. Lecture Notes in Computer Science, 203–214. doi:10.1007/978-3-642-33260-9_17
Conference/Event name11th IFIP TC 8 International Conference, Computer Information Systems and Industrial Management CISIM 2012