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.

Getting started

Package details

AuthorBen Sherwood [aut, cre], Adam Maidman [aut], Shaobo Li [aut]
MaintainerBen Sherwood <ben.sherwood@ku.edu>
LicenseMIT + file LICENSE
Version4.1.1
URL https://github.com/bssherwood/rqpen/blob/master/ignore/rqPenArticle.pdf
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("rqPen")

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rqPen documentation built on June 22, 2024, 11:57 a.m.