关键词:核方法; 有监督学习算法; 无监督学习算法; 支持向量机
Kernel-basedlearning machines research overview
WANG Tao, LI Ai-hua, CAI Yan-ping, WANG Sheng-cai
(Dept. of Mechanical & Electronic, The Second Artillery Engineering College, Xi’an 710025, China)
Abstract:It is believed that the study of kernel methods is becoming a new hot area in the field of machine learning recently. Kernel methods have been applied in many fields successfully. But as a new technique,there are still plenty of limitations in kernel-based learning machines. This paper firstly analyzed the basic ideas of kernel-based learning machines then provided an introduction to some kinds of kernel learning machines developed recently from supervised learning and unsupervised learning. Pointed out the key issues and the future research directions on kernel learning machines finally. It is expected to understand kernel methods comprehensively.......