Group SLOPE (Group Sorted L1 Penalized Estimation) is a penalized linear regression method that is used for adaptive selection of groups of significant predictors in a high-dimensional linear model. The Group SLOPE method can control the (group) false discovery rate at a user-specified level (i.e., control the expected proportion of irrelevant among all selected groups of predictors). For additional information about the implemented methods please see Brzyski, Gossmann, Su, Bogdan (2018) <doi:10.1080/01621459.2017.1411269>.
| Version: | 0.3.4 |
| Imports: | Rcpp |
| LinkingTo: | Rcpp |
| Suggests: | testthat,knitr,rmarkdown,pander,isotone |
| Published: | 2025-06-29 |
| DOI: | 10.32614/CRAN.package.grpSLOPE |
| Author: | Alexej Gossmann [aut, cre], Damian Brzyski [aut], Weijie Su [aut], Malgorzata Bogdan [aut], Ewout van den Berg [ctb] (Code adapted from 'SLOPE' version 0.1.3, as well as from http://statweb.stanford.edu/~candes/SortedL1/software.html under GNU GPL-3), Emmanuel Candes [ctb] (Code adapted from 'SLOPE' version 0.1.3, as well as from http://statweb.stanford.edu/~candes/SortedL1/software.html under GNU GPL-3), Chiara Sabatti [ctb] (Code adapted from 'SLOPE' version 0.1.3, as well as from http://statweb.stanford.edu/~candes/SortedL1/software.html under GNU GPL-3), Evan Patterson [ctb] (Code adapted from 'SLOPE' version 0.1.3, as well as from http://statweb.stanford.edu/~candes/SortedL1/software.html under GNU GPL-3) |
| Maintainer: | Alexej Gossmann <alexej.go at googlemail.com> |
| BugReports: | https://github.com/agisga/grpSLOPE/issues |
| License: | GPL-3 |
| URL: | https://github.com/agisga/grpSLOPE |
| NeedsCompilation: | yes |
| Materials: | README,NEWS |
| CRAN checks: | grpSLOPE results |
| Reference manual: | grpSLOPE.html ,grpSLOPE.pdf |
| Vignettes: | Basic usage of grpSLOPE (source,R code) |
| Package source: | grpSLOPE_0.3.4.tar.gz |
| Windows binaries: | r-devel:grpSLOPE_0.3.4.zip, r-release:grpSLOPE_0.3.4.zip, r-oldrel:grpSLOPE_0.3.4.zip |
| macOS binaries: | r-release (arm64):grpSLOPE_0.3.4.tgz, r-oldrel (arm64):grpSLOPE_0.3.4.tgz, r-release (x86_64):grpSLOPE_0.3.4.tgz, r-oldrel (x86_64):grpSLOPE_0.3.4.tgz |
| Old sources: | grpSLOPE archive |
| Reverse suggests: | sgs |
Please use the canonical formhttps://CRAN.R-project.org/package=grpSLOPEto link to this page.