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 26 Aug. 2026.
Previous versions and publish date:
(2026-07-09 07:44), 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

RCytoGPS  
Using Cytogenetics Data in R
Defines classes and methods to process text-based cytogenetics using the CytoGPS web site, then imp ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
leafgl  
High-Performance 'WebGl' Rendering for Package 'leaflet'
Provides bindings to the 'Leaflet.glify' JavaScript library which extends the 'leaflet' JavaScript l ...
Download / Learn more Package Citations See dependency  
SelvarMix  
Regularization for Variable Selection in Model-Based Clustering and Discriminant Analysis
Performs a regularization approach to variable selection in themodel-based clustering and classifica ...
Download / Learn more Package Citations See dependency  
PCADSC  
Tools for Principal Component Analysis-Based Data Structure Comparisons
A suite of non-parametric, visual tools for assessing differences in data structures for two datase ...
Download / Learn more Package Citations See dependency  
ncodeR  
Techniques for Automated Classifiers
A set of techniques that can be used to develop, validate, and implement automated classifiers. A po ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,113

Author Associations

28,333

Publication Badges

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