Pre-extracting support vectors for support vector machine
作者
Zhang Li,Zhou Weida,Licheng Jiao
标识
DOI:10.1109/icosp.2000.893370
摘要
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.