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Support Vector Machine (SVM) classification with simultaneous feature selection using penalty functions is implemented. The smoothly clipped absolute deviation (SCAD), 'L1-norm', 'Elastic Net' ('L1-norm' and 'L2-norm') and 'Elastic SCAD' (SCAD and 'L2-norm') penalties are available. The tuning parameters can be found using either a fixed grid or a interval search.
Version: | 1.1.4 |
Depends: | e1071, mlegp, MASS |
Imports: | corpcor, statmod, tgp |
Published: | 2023-03-23 |
DOI: | 10.32614/CRAN.package.penalizedSVM |
Author: | Natalia Becker, Wiebke Werft, Axel Benner |
Maintainer: | Frederic Bertrand <frederic.bertrand at utt.fr> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | no |
Materials: | NEWS |
CRAN checks: | penalizedSVM results |
Reference manual: | penalizedSVM.pdf |
Package source: | penalizedSVM_1.1.4.tar.gz |
Windows binaries: | r-devel: penalizedSVM_1.1.4.zip, r-release: penalizedSVM_1.1.4.zip, r-oldrel: penalizedSVM_1.1.4.zip |
macOS binaries: | r-release (arm64): penalizedSVM_1.1.4.tgz, r-oldrel (arm64): penalizedSVM_1.1.4.tgz, r-release (x86_64): penalizedSVM_1.1.4.tgz, r-oldrel (x86_64): penalizedSVM_1.1.4.tgz |
Old sources: | penalizedSVM archive |
Reverse imports: | c060 |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.