Computer Engineering & Science >
A New Method for Solving the Smooth Functionsof ε-Insensive Support Vector Regression
Received date: 2009-12-14
Revised date: 2010-03-25
Online published: 2010-07-28
Xiong et al. proposed a method in 2008, which can develop infinite smoothing functions for εinsensive support vector regression (εSVRs) in a theoritical sense, but whose reasoning process is very complex. Using the smoothing functions of support vector machine for classification, a new method is proposed by a new recursive way in this paper, whose reasoning process is more simpler. Besides, two examples are put forward to verify the new method. Moverover, an important property of the smoothing functions is deduced with the new method, i.e., the smoothing functions are monotonicaly decreasing with the smoothing order. This paper supports the theoretical basis for the further research of the smoothing functions of εSVRs.
CHEN Yong,XIONG Jinzhi . A New Method for Solving the Smooth Functionsof ε-Insensive Support Vector Regression[J]. Computer Engineering & Science, 2010 , 32(8) : 108 -111 . DOI: 10.3969/j.issn.1007130X.2010.
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