山西大学学报(自然科学版)2012,Vol.35Issue(1):38-42,5.
一类新的支持向量机核函数——埃尔米特核函数
A New Set of Hemite Kernel Functions for Support Vector Machine
摘要
Abstract
A new set of kernel functions were derived from the generalized Hemite polynomial which is put forth based on Hemite polynomial. Because the presented kernel has only one parameter choosed from natural number,the parameter optimization is facilitated greatly. The performance and robustness of the presented kernel and commonly used kernel (polynomial kernel and Radial Basis Function etc. ) are investigated on bi-spiral benchmark data set as well as five data sets from the UCI benchmark repository.关键词
支持向量机/核函数/模型选择Key words
support vector machine/kenel function/model selection分类
信息技术与安全科学引用本文复制引用
张瑞,高红,张立伟..一类新的支持向量机核函数——埃尔米特核函数[J].山西大学学报(自然科学版),2012,35(1):38-42,5.基金项目
国家自然科学基金(60975035) (60975035)
教育部博士点基金(20091401110003) (20091401110003)
山东理工大学博士基金(4041-410002) (4041-410002)