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NECO
2002
43views more  NECO 2002»
13 years 4 months ago
A Note on the Decomposition Methods for Support Vector Regression
Shuo-Peng Liao, Hsuan-Tien Lin, Chih-Jen Lin
ECML
2006
Springer
13 years 7 months ago
Efficient Large Scale Linear Programming Support Vector Machines
This paper presents a decomposition method for efficiently constructing 1-norm Support Vector Machines (SVMs). The decomposition algorithm introduced in this paper possesses many d...
Suvrit Sra
ML
2002
ACM
104views Machine Learning» more  ML 2002»
13 years 4 months ago
A Simple Decomposition Method for Support Vector Machines
The decomposition method is currently one of the major methods for solving support vector machines. An important issue of this method is the selection of working sets. In this pape...
Chih-Wei Hsu, Chih-Jen Lin
NIPS
2003
13 years 6 months ago
Nonlinear Filtering of Electron Micrographs by Means of Support Vector Regression
Nonlinear filtering can solve very complex problems, but typically involve very time consuming calculations. Here we show that for filters that are constructed as a RBF network ...
Roland Vollgraf, Michael Scholz, Ian A. Meinertzha...