Simple Incremental One-Class Support Vector Classification

We introduce the OneClassMaxMinOver (OMMO) algorithm for the problem of one-class support vector classification. The algorithm is extremely simple and therefore a convenient choice for practitioners. We prove that in the hard-margin case the algorithm converges with O(1/ t) to the maximum margin solution of the support vector approach for one-class classification introduced by Sch

• Type: Conference
• Year: 2008
• Where: DAGM
• Authors: Kai Labusch, Fabian Timm, Thomas Martinetz
• Keywords: Algorithm, DAGM 2008, Image Processing, Support Vector, Support Vector Classification