By Richard Khoury, Christopher Drummond
This ebook constitutes the refereed lawsuits of the twenty ninth Canadian convention on synthetic Intelligence, Canadian AI 2016, held in Victoria, BC, Canada, in May/June 2016. The 12 complete papers and 27 brief papers offered have been conscientiously reviewed and chosen from ninety seven submissions. the focal point of the convention used to be at the following topics: activities and behaviours, audio and visible popularity, typical language processing, reasoning and studying, streams and dispensed computing.
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The other allows the user to type any text in an unconstrained way and involves continuous or periodic monitoring of his/her keystroke behavior. During the last three decades, the state of the art of keystroke dynamics says that static text input provides much more acceptable error rates and is signiﬁcantly easier to be implemented . Robinson et al. 4 characters . Bleha et al. used users’ ﬁrst and last names to get slightly better results. In this case, the string length doubled (the length of a full name varies from 11 to 17 characters) .
Commun. ACM 33(2), 168–176 (1990) 4. : Biometric personal authentication using keystroke dynamics: a review. Appl. Soft Comput. 11(2), 1565–1573 (2011) 5. : A practical guide to support vector classiﬁcation. National Taiwan University (2003). pdf 6. : Keystroke dynamics as a biometric for authentication. Future Gener. Comput. Syst. 16(4), 351–359 (2000) 7. : A systematic review on keystroke dynamics. J. Braz. Comput. Soc. 19(4), 573–587 (2013) 8. : Computer user veriﬁcation using login string keystroke dynamics.
Thus we could get a weak accuracy in the training phase, and it will also decrease the accuracy in the testing phase. On the other hand, the parameter ν ∈ [0, 1] is used to tune the upper bound on the fraction of outliers outside the decision boundaries and the lower bound on the fraction of support vectors in the training dataset . Therefore, it is still possible for One-Class SVM to contain outliers in the training data, since the training data may be polluted by noises caused by the measurement.
Advances in Artificial Intelligence: 29th Canadian Conference on Artificial Intelligence, Canadian AI 2016, Victoria, BC, Canada, May 31 - June 3, 2016. Proceedings by Richard Khoury, Christopher Drummond