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Covariance-guided One-Class Support Vector Machine

โœ Scribed by Mefraz Khan, Naimul; Ksantini, Riadh; Shafiq Ahmad, Imran; Guan, Ling


Book ID
122110112
Publisher
Elsevier Science
Year
2014
Tongue
English
Weight
934 KB
Volume
47
Category
Article
ISSN
0031-3203

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This letter proposes and analyzes a method (naq-estimate) to estimate the generalization performance of one-class support vector machine (SVM) for novelty detection. The method is an extended version of the na-estimate method, which is used to estimate the generalization performance of standard SVM