Pre-extracting support vectors for support vector machine

Abstract

A new method called center distance ratio method which is able to extract support vectors from given training examples is presented for support vector algorithm. The method greatly reduces the training examples and so improves the speed of support vector machine, while the ability of support vector machine to classify is unaffected. Our experiment results show remarkable improvement of the speed of support vector machine, supporting our idea.