Implements optimization techniques for Lasso regression, R.Tibshirani(1996)<doi:10.1111/j.2517-6161.1996.tb02080.x> using Fast Iterative Shrinkage-Thresholding Algorithm (FISTA) and Iterative Shrinkage-Thresholding Algorithm (ISTA) based on proximal operators, A.Beck(2009)<doi:10.1137/080716542>. The package is useful for high-dimensional regression problems and includes cross-validation procedures to select optimal penalty parameters.
| Version: | 1.1.2 |
| Imports: | dplyr,EBImage,glmnet |
| Suggests: | knitr,rmarkdown |
| Published: | 2025-06-17 |
| DOI: | 10.32614/CRAN.package.ProxReg |
| Author: | YingHong Chen [aut, cre], Ferran Reverter Comes [aut], Esteban Vegas Lozano [aut] |
| Maintainer: | YingHong Chen <yinghongchen1402 at gmail.com> |
| License: | MIT + fileLICENSE |
| NeedsCompilation: | no |
| Language: | en-US |
| CRAN checks: | ProxReg results |
| Reference manual: | ProxReg.html ,ProxReg.pdf |
| Vignettes: | Manual for the package: ProxReg (source,R code) |
| Package source: | ProxReg_1.1.2.tar.gz |
| Windows binaries: | r-devel:ProxReg_1.1.2.zip, r-release:ProxReg_1.1.2.zip, r-oldrel:ProxReg_1.1.2.zip |
| macOS binaries: | r-release (arm64):ProxReg_1.1.2.tgz, r-oldrel (arm64):ProxReg_1.1.2.tgz, r-release (x86_64):ProxReg_1.1.2.tgz, r-oldrel (x86_64):ProxReg_1.1.2.tgz |
| Old sources: | ProxReg archive |
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