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    Advances in the Keystroke Dynamics: The Practical Impact of Database Quality

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    Type
    Conference Paper
    Authors
    Rybnik, Mariusz
    Panasiuk, Piotr
    Saeed, Khalid
    Rogowski, Marcin
    KAUST Department
    Computer Science Program
    Computer, Electrical and Mathematical Science and Engineering (CEMSE) Division
    Date
    2012
    Permanent link to this record
    http://hdl.handle.net/10754/668665
    
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    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.
    Citation
    Rybnik, 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
    Publisher
    Springer Nature
    Conference/Event name
    11th IFIP TC 8 International Conference, Computer Information Systems and Industrial Management CISIM 2012
    ISBN
    9783642332593
    9783642332609
    DOI
    10.1007/978-3-642-33260-9_17
    Additional Links
    http://link.springer.com/10.1007/978-3-642-33260-9_17
    https://hal.inria.fr/hal-01551740/file/978-3-642-33260-9_17_Chapter.pdf
    ae974a485f413a2113503eed53cd6c53
    10.1007/978-3-642-33260-9_17
    Scopus Count
    Collections
    Conference Papers; Computer Science Program; Computer, Electrical and Mathematical Science and Engineering (CEMSE) Division

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