Title :
Computation of a Rejection Threshold Used for the Bayes Classifier
Author :
Blankenburg, Matthias ; Bloch, Christian ; Kruger, Jorg
Author_Institution :
Fraunhofer Inst. for Production Syst. & Design Technol., Berlin, Germany
Abstract :
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.
Keywords :
pattern classification; statistical distributions; Bayes classification; multimodal high-dimensional probability distribution; rejection threshold; unimodal high-dimensional probability distribution; bayes classifier; rejection; statistical learning;
Conference_Titel :
Machine Learning and Applications (ICMLA), 2014 13th International Conference on
Conference_Location :
Detroit, MI
DOI :
10.1109/ICMLA.2014.61
