CRAN/E | glmnetSE

glmnetSE

Add Nonparametric Bootstrap SE to 'glmnet' for Selected Coefficients (No Shrinkage)

Installation

About

Builds a LASSO, Ridge, or Elastic Net model with 'glmnet' or 'cv.glmnet' with bootstrap inference statistics (SE, CI, and p-value) for selected coefficients with no shrinkage applied for them. Model performance can be evaluated on test data and an automated alpha selection is implemented for Elastic Net. Parallelized computation is used to speed up the process. The methods are described in Friedman et al. (2010) doi:10.18637/jss.v033.i01 and Simon et al. (2011) doi:10.18637/jss.v039.i05.

github.com/sebastianbahr/glmnetSE
Bug report File report

Key Metrics

Version 0.0.1
R ≥ 4.0.0
Published 2021-11-05 502 days ago
Needs compilation? no
License GPL-3
CRAN checks glmnetSE results
Language en-US

Downloads

Last 24 hours 10 -64%
Last 7 days 54 +80%
Last 30 days 158 -8%
Last 90 days 443 -21%
Last 365 days 2.250 +76%

Maintainer

Maintainer

Sebastian Bahr

sebastian.bahr@unibe.ch

Authors

Sebastian Bahr

cre / aut

Material

README
NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 4.0.0

Imports

boot
glmnet
graphics
parallel
stats