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: | 1.2.0 |
| Depends: | e1071, mlegp, MASS |
| Imports: | corpcor, statmod, tgp |
| Suggests: | testthat (≥ 3.0.0) |
| Published: | 2025-09-15 |
| DOI: | 10.32614/CRAN.package.penalizedSVM |
| Author: | Natalia Becker [aut], Wiebke Werft [aut], Axel Benner [aut], Frederic Bertrand [cre] |
| Maintainer: | Frederic Bertrand <frederic.bertrand at lecnam.net> |
| BugReports: | https://github.com/fbertran/penalizedSVM/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/fbertran/penalizedSVM, https://fbertran.github.io/penalizedSVM/ |
| NeedsCompilation: | no |
| Citation: | penalizedSVM citation info |
| Materials: | README, NEWS |
| CRAN checks: | penalizedSVM results |
| Reference manual: | penalizedSVM.html , penalizedSVM.pdf |
| Package source: | penalizedSVM_1.2.0.tar.gz |
| Windows binaries: | r-devel: penalizedSVM_1.2.0.zip, r-release: penalizedSVM_1.2.0.zip, r-oldrel: penalizedSVM_1.2.0.zip |
| macOS binaries: | r-release (arm64): penalizedSVM_1.2.0.tgz, r-oldrel (arm64): penalizedSVM_1.2.0.tgz, r-release (x86_64): penalizedSVM_1.2.0.tgz, r-oldrel (x86_64): penalizedSVM_1.2.0.tgz |
| Old sources: | penalizedSVM archive |
| Reverse imports: | c060 |
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