Other packages > Find by keyword >

HeteroGGM  

Gaussian Graphical Model-Based Heterogeneity Analysis
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("HeteroGGM", "1.0.1")



Attach the package and use:
library("HeteroGGM")
Maintained by
Mingyang Ren
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-02-11
Latest Update: 2023-10-11
Description:
The goal of this package is to user-friendly realizing Gaussian graphical model-based heterogeneity analysis. Recently, several Gaussian graphical model-based heterogeneity analysis techniques have been developed. A common methodological limitation is that the number of subgroups is assumed to be known a priori, which is not realistic. In a very recent study (Ren et al., 2022), a novel approach based on the penalized fusion technique is developed to fully data-dependently determine the number and structure of subgroups in Gaussian graphical model-based heterogeneity analysis. It opens the door for utilizing the Gaussian graphical model technique in more practical settings. Beyond Ren et al. (2022), more estimations and functions are added, so that the package is self-contained and more comprehensive and can provide ``more direct'' insights to practitioners (with the visualization function). Reference: Ren, M., Zhang S., Zhang Q. and Ma S. (2022). Gaussian Graphical Model-based Heterogeneity Analysis via Penalized Fusion. Biometrics, 78 (2), 524-535.
How to cite:
Mingyang Ren (2021). HeteroGGM: Gaussian Graphical Model-Based Heterogeneity Analysis. R package version 1.0.1, https://cran.r-project.org/web/packages/HeteroGGM. Accessed 27 Oct. 2026.
Previous versions and publish date:
0.1.0 (2021-02-11 10:30), 1.0.1 (2023-10-11 15:10), (2026-07-09 08:06)
Other packages that cited HeteroGGM R package
View HeteroGGM citation profile
Other R packages that HeteroGGM depends, imports, suggests or enhances
Complete documentation for HeteroGGM
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

SGB  
Simplicial Generalized Beta Regression
Main properties and regression procedures using a generalization of the Dirichlet distribution calle ...
Download / Learn more Package Citations See dependency  
exams2learnr  
Interface for 'exams' Exercises in 'learnr' Tutorials
Automatic generation of quizzes or individual questions for 'learnr' tutorials based on 'R/exams' ex ...
Download / Learn more Package Citations See dependency  
usemodels  
Boilerplate Code for 'Tidymodels' Analyses
Code snippets to fit models using the tidymodels framework can be easily created for a given data se ...
Download / Learn more Package Citations See dependency  
spanish  
Translate Quantities from Strings to Integer and Back. Misc Functions on Spanish Data
Character vector to numerical translation in Euros from Spanish spelled monetary quantities. Reverse ...
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  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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