Other packages > Find by keyword >

grpnet  

Group Elastic Net Regularized GLMs and GAMs
View on CRAN: Click here


Download and install grpnet package within the R console
Install from CRAN:
install.packages("grpnet")

Install from Github:
library("remotes")
install_github("cran/grpnet")

Install by package version:
library("remotes")
install_version("grpnet", "0.6")



Attach the package and use:
library("grpnet")
Maintained by
Nathaniel E. Helwig
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-07-13
Latest Update: 2024-02-20
Description:
Efficient algorithms for fitting generalized linear and additive models with group elastic net penalties. Implements group lasso, group MCP, and group SCAD with an optional group ridge penalty. Computes the regularization path for linear regression (gaussian), logistic regression (binomial), multinomial logistic regression (multinomial), log-linear count regression (poisson and negative.binomial), and log-linear continuous regression (gamma and inverse gaussian). Supports default and formula methods for model specification, k-fold cross-validation for tuning the regularization parameters, and nonparametric regression via tensor product reproducing kernel (smoothing spline) basis function expansion.
How to cite:
Nathaniel E. Helwig (2023). grpnet: Group Elastic Net Regularized GLMs and GAMs. R package version 0.6, https://cran.r-project.org/web/packages/grpnet. Accessed 22 Dec. 2024.
Previous versions and publish date:
0.1 (2023-07-13 15:10), 0.2 (2023-09-08 22:50), 0.3 (2024-02-21 00:00), 0.4 (2024-06-05 23:40), 0.5 (2024-07-13 06:40)
Other packages that cited grpnet R package
View grpnet citation profile
Other R packages that grpnet depends, imports, suggests or enhances
Complete documentation for grpnet
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

Rfast2  
A Collection of Efficient and Extremely Fast R Functions II
A collection of fast statistical and utility functions for data analysis. Functions for regression, ...
Download / Learn more Package Citations See dependency  
elect  
Estimation of Life Expectancies Using Multi-State Models
Functions to compute state-specific and marginal life expectancies. The computation is based on a fi ...
Download / Learn more Package Citations See dependency  
wordspace  
Distributional Semantic Models in R
An interactive laboratory for research on distributional semantic models ('DSM', see < ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
dmlalg  
Double Machine Learning Algorithms
Implementation of double machine learning (DML) algorithms in R, based on Emmenegger and Buehlmann ...
Download / Learn more Package Citations See dependency  
tropAlgebra  
Tropical Algebraic Functions
It includes functions like tropical addition, tropical multiplication for vectors and matrices. In t ...
Download / Learn more Package Citations See dependency  

23,394

R Packages

201,798

Dependencies

63,416

Author Associations

23,395

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA