Midpoint-validation algorithm for support vector machine classification

Abstract

In this article, we propose a midpoint-validation algorithm for a support vector machine which improves the generalization of the support vector machine so that the midpoint-validation error is minimized. We compared its performance with other techniques for support vector machines, and also tested our proposed method on fifth benchmark problems. The… (More)
DOI: 10.1007/s10015-010-0779-6

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