penalizedSVM: Feature Selection SVM using penalty functions

This package provides feature selection SVM using penalty functions. The smoothly clipped absolute deviation (SCAD), 'L1-norm', 'Elastic Net' ('L1-norm' and 'L2-norm') and 'Elastic SCAD' (SCAD and 'L2-norm') penalties are availible. The tuning parameters can be founf using either a fixed grid or a interval search.

Version: 1.1
Depends: e1071, MASS, corpcor, statmod, tgp, mlegp, lhs
Published: 2012-10-29
Author: Natalia Becker, Wiebke Werft, Axel Benner
Maintainer: Natalia Becker <natalia.becker at>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
In views: MachineLearning
CRAN checks: penalizedSVM results


Reference manual: penalizedSVM.pdf
Package source: penalizedSVM_1.1.tar.gz
Windows binaries: r-devel:, r-release:, r-oldrel:
OS X Mavericks binaries: r-release: penalizedSVM_1.1.tgz, r-oldrel: penalizedSVM_1.1.tgz
Old sources: penalizedSVM archive

Reverse dependencies:

Reverse imports: c060


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