penalizedSVM-package {penalizedSVM} | R Documentation |
Feature Selection SVM using penalty functions. The smoothly clipped absolute deviation (SCAD) and L1-norm penalties are availible up to now. Other functions will be implemented in the near feature.
Package: | penaltySVM |
Type: | Package |
Version: | 1.0 |
Date: | 2008-12-15 |
License: | GPL-2 |
LazyLoad: | yes |
The main function is svm.fs, see the documentation file with examples
Natalia Becker, Axel Benner, Wiebke Werft
Maintainer: Natalia Becker (natalia.becker@dkfz.de)
Zhang, H. H., Ahn, J., Lin, X. and Park, C. (2006). Gene selection using support vector machines with nonconvex penalty. Bioinformatics, 22, pp. 88-95.
Fung, G. and Mangasarian, O. L. (2004). A feature selection newton method for support vector machine classification. Computational Optimization and Applications Journal ,28.2 , pp. 185-202.