A comparison of reduced support vector machines

Author: Zheng Lihong   He Xiangjian  

Publisher: Inderscience Publishers

ISSN: 1740-8865

Source: International Journal of Intelligent Systems Technologies and Applications, Vol.4, Iss.3-4, 2008-02, pp. : 301-312

Disclaimer: Any content in publications that violate the sovereignty, the constitution or regulations of the PRC is not accepted or approved by CNPIEC.

Previous Menu Next

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.