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Computation of a rejection threshold used for the Bayes classifier

: Blankenburg, M.; Krüger, J.; Bloch, C.


Chen, X. ; Institute of Electrical and Electronics Engineers -IEEE-:
13th International Conference on Machine Learning and Applications, ICMLA 2014 : Detroit, Michigan, USA, 3 - 6 December 2014
Piscataway, NJ: IEEE, 2014
ISBN: 978-1-4799-7416-0
ISBN: 978-1-4799-7415-3
International Conference on Machine Learning and Applications (ICMLA) <13, 2014, Detroit/Mich.>
Conference Paper
Fraunhofer IPK ()

In this paper an algorithm for the efficient computation of a rejection threshold for Bayes classification is discussed. A theoretical and a practical evaluation of the performance regarding the accuracy of the numerical computation for uni- and multimodal high-dimensional probability distributions is given. Additionally some observations regarding the dimensionality and the number of samples are shared.