An Improved Way to Make Large-Scale SVR Learning Practical

<p/> <p>We first put forward a new algorithm of reduced support vector regression (RSVR) and adopt a new approach to make a similar mathematical form as that of support vector classification. Then we describe a fast training algorithm for simplified support vector regression, sequential...

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Bibliographic Details
Main Authors: Yong Quan, Jie Yang, Lixiu Yao, Chenzhou Ye
Format: Article
Language:English
Published: SpringerOpen 2004-01-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Online Access:http://dx.doi.org/10.1155/S1110865704312096