A comparison of reduced support vector machines. (25th February 2008)

• Record Type: Journal Article
• Authors: Zheng, Lihong; He, Xiangjian
• Is Part Of: International journal of intelligent systems technologies and applications. Volume 4:Number 3/4(2008)
• Page Start: 301
• Page End: 312
• Publication Date: 2008-02-25
• Subjects: support vector machines -- SVM -- hyperplane -- reduced SVM -- RSVM -- parameters selection -- pattern recognition; Artificial intelligence -- Periodicals; Intelligent control systems -- Periodicals; 006.3
• Languages: English
• ISSNs: 1740-8865

Abstract

In this paper, we first briefly review some knowledge of Support Vector Machines (SVMs). This includes not only SVM's dual forms and solution forms but also the general process and properties of SVM. Then aiming at speeding up SVMs, some kinds of Reduced SVMs (RSVMs) are discussed in detailed. A comparison among them is presented in several aspects. Finally, we show research issues that need to be resolved or investigated further. A number of future trends are also briefly sketched.