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rqPen: Penalized Quantile Regression

Performs penalized quantile regression with LASSO, elastic net, SCAD and MCP penalty functions including group penalties. In addition, offers a group penalty that provides consistent variable selection across quantiles. Provides a function that automatically generates lambdas and evaluates different models with cross validation or BIC, including a large p version of BIC. Below URL provides a link to a work in progress vignette.

Version:4.1.3
Depends:R (≥ 3.0.0)
Imports:methods,quantreg,hqreg,hrqglas,data.table,Rdpack,lifecycle,plyr,Matrix,Rcpp
LinkingTo:Rcpp,RcppArmadillo
Suggests:splines,knitr
Published:2025-02-13
DOI:10.32614/CRAN.package.rqPen
Author:Ben Sherwood [aut, cre], Shaobo Li [aut], Adam Maidman [aut]
Maintainer:Ben Sherwood <ben.sherwood at ku.edu>
License:MIT + fileLICENSE
URL:https://github.com/bssherwood/rqpen/blob/master/ignore/rqPenArticle.pdf
NeedsCompilation:yes
Materials:README,NEWS
CRAN checks:rqPen results

Documentation:

Reference manual:rqPen.html ,rqPen.pdf

Downloads:

Package source: rqPen_4.1.3.tar.gz
Windows binaries: r-devel:rqPen_4.1.3.zip, r-release:rqPen_4.1.3.zip, r-oldrel:rqPen_4.1.3.zip
macOS binaries: r-release (arm64):rqPen_4.1.3.tgz, r-oldrel (arm64):rqPen_4.1.3.tgz, r-release (x86_64):rqPen_4.1.3.tgz, r-oldrel (x86_64):rqPen_4.1.3.tgz
Old sources: rqPen archive

Reverse dependencies:

Reverse imports:evalITR,MTE,WpProj

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=rqPento link to this page.


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