penalizedSVM: Feature Selection SVM using Penalty Functions

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.

Package details

AuthorNatalia Becker [aut], Wiebke Werft [aut], Axel Benner [aut], Frederic Bertrand [cre]
MaintainerFrederic Bertrand <frederic.bertrand@lecnam.net>
LicenseGPL (>= 2)
Version1.2.0
URL https://github.com/fbertran/penalizedSVM https://fbertran.github.io/penalizedSVM/
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("penalizedSVM")

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penalizedSVM documentation built on Sept. 15, 2025, 9:09 a.m.