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An improved one-class support vector machine classifier for outlier detection

โœ Scribed by An, W.; Liang, M.; Liu, H.


Book ID
126804623
Publisher
SAGE Publications
Year
2014
Tongue
English
Weight
280 KB
Volume
229
Category
Article
ISSN
0954-4062

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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