Other packages > Find by keyword >

glmmPen  

High Dimensional Penalized Generalized Linear Mixed Models (pGLMM)
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("glmmPen", "1.5.4.8")



Attach the package and use:
library("glmmPen")
Maintained by
Hillary Heiling
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-01-21
Latest Update: 2024-08-29
Description:
Fits high dimensional penalized generalized linear mixed models using the Monte Carlo Expectation Conditional Minimization (MCECM) algorithm. The purpose of the package is to perform variable selection on both the fixed and random effects simultaneously for generalized linear mixed models. The package supports fitting of Binomial, Gaussian, and Poisson data with canonical links, and supports penalization using the MCP, SCAD, or LASSO penalties. The MCECM algorithm is described in Rashid et al. (2020) . The techniques used in the minimization portion of the procedure (the M-step) are derived from the procedures of the 'ncvreg' package (Breheny and Huang (2011) ) and 'grpreg' package (Breheny and Huang (2015) ), with appropriate modifications to account for the estimation and penalization of the random effects. The 'ncvreg' and 'grpreg' packages also describe the MCP, SCAD, and LASSO penalties.
How to cite:
Hillary Heiling (2022). glmmPen: High Dimensional Penalized Generalized Linear Mixed Models (pGLMM). R package version 1.5.4.8, https://cran.r-project.org/web/packages/glmmPen. Accessed 06 Mar. 2026.
Previous versions and publish date:
1.5.1.8 (2022-01-21 10:12), 1.5.1.10 (2022-04-29 14:30), 1.5.2.11 (2022-12-13 21:10), 1.5.3.0 (2023-03-15 15:50), 1.5.3.4 (2023-04-03 17:30), 1.5.4.4 (2024-01-18 18:40)
Other packages that cited glmmPen R package
View glmmPen citation profile
Other R packages that glmmPen depends, imports, suggests or enhances
Complete documentation for glmmPen
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  
EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
solitude  
An Implementation of Isolation Forest
Isolation forest is anomaly detection method introduced by the paper Isolation based Anomaly Detecti ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

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