Estimate of error bounds in the improved support vector regression  

作　　者：SUNYanfeng LIANGYanchun WUChunguo YANGXiaowei LEEHeowPueh LINWuZhong 

机构地区：[1]CollegeofComputerScienceandTechnology,JilinUniversity,Changchun130012,China [2]DepartmentofAppliedMathematics,SouthChinaUniversityofTechnology,Guangzhou510640,China [3]InstituteofHighPerformanceComputing,Singapore117528,Singapore

出　　处：《Progress in Natural Science:Materials International》2004年第4期362-364,共3页自然科学进展·国际材料（英文版）

基　　金：Supported by the Science-Technology Development Project of Jilin Province of China (Grant No. 20030520);the Key Project of Ministry of Edu-cation of China (Grant No. 02090) ; the National Natural Science Foundation of China (Grant No. 19901009)

摘　　要：An estimate of a generalization error bound of the improved support vector regression (SVR) is provided based on our previous work. The boundedness of the error of the improved SVR is proved when the algorithm is applied to the function approximation.An estimate of a generalization error bound of the improved support vector regression (SVR) is provided based on our previous work. The boundedness of the error of the improved SVR is proved when the algorithm is applied to the function approximation.

关 键 词：support vector regression (SVR) generalization error approximation error estimation error. 

分 类 号：TP183[自动化与计算机技术—控制理论与控制工程] O174.41[自动化与计算机技术—控制科学与工程]