计算机工程2009,Vol.35Issue(21):183-185,3.
基于简单特征值问题的修正GEPSVM
Modified GEPSVM Based on Simple Eigen-values Problems
摘要
Abstract
Aiming at the flaw of singular problems appearing in GEPSVM, this paper proposes an improved GEPSVM--SMGEPSVM. Two non-parallel surfaces are obtained by solving simple Eigen-values problems. Compared with GEPSVM, the approach can solve XOR problems, and it further solves the simple Eigen-value problems, avoids the singular problems appearing in GEPSVM, it has better test set correctness and faster training time. Computational results on artificial datasets and UCI indicate the better performance of SMGEPSVM.关键词
XOR问题/奇异性问题/广义特征值/简单特征值Key words
XOR problems/ singular problems/ generalized Eigen-values/ simple Eigen-values分类
信息技术与安全科学引用本文复制引用
徐金宝,业巧林,业宁..基于简单特征值问题的修正GEPSVM[J].计算机工程,2009,35(21):183-185,3.基金项目
国家自然科学基金资助项目(30671639) (30671639)
2008年江苏省研究生科技创新基金资助项目 ()
南京工程学院科研基金资助项目(KXJ08071) (KXJ08071)