Feature Selection SVM using Penalty Functions
Overview
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.
- Update maintainer email
- Add unit tests
- Fix package to get rid of CRAN check notes
- Add package doi
From NEWS.md in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
- NOTE12 OK, 1 NOTE2026-06-07
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- OK14 OK2026-03-10
Documentation
- Help pages
- 12 (1 internal)includes a package overview page
- Examples that run
- 70%7 run in a plain check · 3 only when donttest examples are enabled (R CMD check --as-cran)
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 58%
Downloads
Repository
4 development-tooling and community-health practices detected across 2 families in the upstream repository
Checks run against github.com/fbertran/penalizedsvm on 2026-10-18.
GitHub Pages site last deployed 2025-09-14
pkgdown site last built 2025-09-14, before release 1.2.0 (2025-09-15)
Dependencies
Installing penalizedSVM adds 7 packages (5 with compiled code, 3.5 MB of source tarballs). Heaviest: tgp 2.8 MB, e1071 311 KB, mlegp 191 KB.
Code & Tests
People & History
Maintainer since 1.1.3 (2022), previously Natalia Becker (1.0 to 1.1.2)
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 1.2.0Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.1.4
- 1.1.32022-05-11 · diff ↗
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- unarchivedReturned to CRAN2018-07-26
- 1.1.22018-07-26 · diff ↗
- orphanedOrphaned by its maintainer2018-07-21check problems were not corrected despite reminders
- 1.1.12018-07-21 · diff ↗
- RR 3.5.0 released · 2018-04-23
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- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- RR 3.0.0 released · 2013-04-03
- 1.1
- RR 2.15.0 released · 2012-03-30
- RR 2.14.0 released · 2011-10-31
- RR 2.13.0 released · 2011-04-13
- RR 2.12.0 released · 2010-10-15
- RR 2.11.0 released · 2010-04-22
- RR 2.10.0 released · 2009-10-26
- RR 2.9.0 released · 2009-04-17
- 1.02009-01-14
- RR 2.8.0 released · 2008-10-20
Package metadata
- First published
- 2009-01-14
- Total releases
- 7 / 17 yrs
- License
- GPL (>= 2) OSI
- Download size
- 67 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("penalizedSVM")The package provides a citation file that builds its entry when R runs it. Run citation() to see it.
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