Probabilistic novelty detection with support vector machines

Novelty detection, or one-class classification, is of particular use in the analysis of high-integrity systems, in which examples of failure are rare in comparison with the number of examples of stable behaviour, such that a conventional multi-class classification approach cannot be taken. Support V...

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Bibliographic Details
Main Authors: Clifton, L, Clifton, D, Zhang, Y, Watkinson, P, Tarassenko, L, Yin, H
Format: Journal article
Published: Institute of Electrical and Electronics Engineers 2014