Other packages > Find by keyword >

gif  

Graphical Independence Filtering
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("gif", "0.1.1")



Attach the package and use:
library("gif")
Maintained by
Shiyun Lin
[Scholar Profile | Author Map]
First Published: 2020-06-03
Latest Update: 2024-01-12
Description:
Provides a method of recovering the precision matrix for Gaussian graphical models efficiently. Our approach could be divided into three categories. First of all, we use Hard Graphical Thresholding for best subset selection problem of Gaussian graphical model, and the core concept of this method was proposed by Luo et al. (2014) . Secondly, a closed form solution for graphical lasso under acyclic graph structure is implemented in our package (Fattahi and Sojoudi (2019) ). Furthermore, we implement block coordinate descent algorithm to efficiently solve the covariance selection problem (Dempster (1972) ). Our package is computationally efficient and can solve ultra-high-dimensional problems, e.g. p > 10,000, in a few minutes.
How to cite:
Shiyun Lin (2020). gif: Graphical Independence Filtering. R package version 0.1.1, https://cran.r-project.org/web/packages/gif. Accessed 14 May. 2025.
Previous versions and publish date:
0.1.0 (2020-06-03 18:20)
Other packages that cited gif R package
View gif citation profile
Other R packages that gif depends, imports, suggests or enhances
Complete documentation for gif
Functions, R codes and Examples using the gif R package
Some associated functions: ar1 . ggm.generator . hgt . sgt . 
Some associated R codes: GGM.R . GGM_generator.R . RcppExports.R . data.R .  Full gif package functions and examples
Downloads during the last 30 days
04/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/0105/0205/0305/0405/0505/0605/0705/0805/0905/1005/1105/12Downloads for gif24681012141618TrendBars

Today's Hot Picks in Authors and Packages

UncDecomp  
Uncertainty Decomposition
If a procedure consists of several stages and there are several models that can be selected for each ...
Download / Learn more Package Citations See dependency  
JMbayes2  
Extended Joint Models for Longitudinal and Time-to-Event Data
Fit joint models for longitudinal and time-to-event data under the Bayesian approach. Multiple longi ...
Download / Learn more Package Citations See dependency  
codexcopd  
The CODEX (Comorbidity, Obstruction, Dyspnea, and Previous Severe Exacerbations) Index: Short and Medium-Term Prognosis in Patients Hospitalized for Chronic Obstructive Pulmonary Disease (COPD) Exacerbations
Predicts 3 to 12 months prognosis in Chronic Obstructive Pulmonary Disease (COPD) patients hospitali ...
Download / Learn more Package Citations See dependency  
pso  
Particle Swarm Optimization
Provides an implementation of particle swarm optimisation consistent with the standard PSO 2007/2011 ...
Download / Learn more Package Citations See dependency  
IPEC  
Root Mean Square Curvature Calculation
Calculates the RMS intrinsic and parameter-effects curvatures of a nonlinear regression model. The c ...
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  

24,223

R Packages

207,311

Dependencies

65,402

Author Associations

24,224

Publication Badges

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