IEEE - Institute of Electrical and Electronics Engineers, Inc. - Incorporating covariance information in one class support vector classification

ICASSP 2013 - IEEE International Conference on Acoustics, Speech and Signal Processing

Author(s): Naimul Mefraz Khan ; Riadh Ksantiniy ; Imran Shafiq Ahmad ; Ling Guan
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 May 2013
Conference Location: Vancouver, BC, Canada
Conference Date: 26 May 2013
Page(s): 3,552 - 3,556
ISBN (Electronic): 978-1-4799-0356-6
ISSN (Paper): 1520-6149
DOI: 10.1109/ICASSP.2013.6638319
Regular:

Unlike multi-class problems, the low variance directions in the training data are important for one-class classification. However, projecting in these directions before classification will result... View More

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