计算机工程与应用 ›› 2008, Vol. 44 ›› Issue (33): 1-6.DOI: 10.3778/j.issn.1002-8331.2008.33.001

• 博士论坛 • 上一篇    下一篇

核函数支持向量机

杨钟瑾   

  1. 广东商学院 信息学院,广州 510320
  • 收稿日期:2008-07-29 修回日期:2008-08-04 出版日期:2008-11-21 发布日期:2008-11-21
  • 通讯作者: 杨钟瑾

Kernel-based support vector machines

YANG Zhong-jin   

  1. School of Information Science and Technology,Guangdong University of Business Studies,Guangzhou 510320,China
  • Received:2008-07-29 Revised:2008-08-04 Online:2008-11-21 Published:2008-11-21
  • Contact: YANG Zhong-jin

摘要: 概述了基于核函数方法的支持向量机。首先简要叙述支持向量机的基本思想和核特征空间,然后重点介绍核函数支持向量机的前沿理论与领先技术,同时描述了核函数支持向量机在关键领域的应用。

关键词: 核函数, 支持向量机, 推广性能

Abstract: This paper presents a survey of kernel-based support vector machines.The main ideas of support vector machines and kernel feature spaces are described briefly,and then a description of the kernel methods for support vector machines is indroduced,including details of the recent advanced techniques and its key applications.

Key words: kernel, support vector machines, generalization performance