Other packages > Find by keyword >

JointNets  

End-to-End Sparse Gaussian Graphical Model Simulation, Estimation, Visualization, Evaluation and Application
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("JointNets", "2.0.1")



Attach the package and use:
library("JointNets")
Maintained by
Arshdeep Sekhon
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-12-25
Latest Update:
Description:
An end-to-end package for learning multiple sparse Gaussian graphical models and nonparanormal models from Heterogeneous Data with Additional Knowledge. It is able to simulate multiple related graphs as well as produce samples drawn from them. Multiple state-of-the-art sparse Gaussian graphical model estimators are included to both multiple and difference estimation. Graph visualization is available in 2D as well as 3D designed specifically for brain. Moreover a set of evaluation metrics are integrated for easy exploration with model validity. Finally classification using graphical model is achieved with Quadratic Discriminant Analysis. The package comes with multiple demos with datasets from various fields. Methods references SIMULE Wang B et al. 2017 doi10.1007s10994-017-5635-7 WSIMULE Singh C et al. 2017 arXiv1709.04090v2 DIFFEE Wang B et al. 2018 arXiv1710.11223 JEEK Wang B et al. 2018 arXiv1806.00548 JGLDanaher P et al. 2012 arXiv1111.0324 and kdiffnet Sekhon A et al preprint for publication.
How to cite:
Arshdeep Sekhon (2018). JointNets: End-to-End Sparse Gaussian Graphical Model Simulation, Estimation, Visualization, Evaluation and Application. R package version 2.0.1, https://cran.r-project.org/web/packages/JointNets. Accessed 16 Jul. 2026.
Previous versions and publish date:
1.0.0 (2018-12-25 23:20), 2.0.0 (2019-07-29 01:30), 2.0.1 (2019-07-30 00:40), (2026-07-09 08:07)
Other packages that cited JointNets R package
View JointNets citation profile
Other R packages that JointNets depends, imports, suggests or enhances
Functions, R codes and Examples using the JointNets R package
Full JointNets package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

schoolmath  
Functions and Datasets for Math Used in School
Contains functions and datasets for math taught in school. A main focus is set to prime-calculation. ...
Download / Learn more Package Citations See dependency  
wordnet  
WordNet Interface
An interface to WordNet using the Jawbone Java API to WordNet. WordNet (< ...
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  
bbdetection  
Identification of Bull and Bear States of the Market
Implements two algorithms of detecting Bull and Bear markets in stock prices: the algorithm of Pagan ...
Download / Learn more Package Citations See dependency  
tibble  
Simple Data Frames
Provides a 'tbl_df' class (the 'tibble') with stricter checking and better formatting than the tradi ...
Download / Learn more Package Citations See dependency  
Rnmr1D  
Perform the Complete Processing of a Set of Proton Nuclear Magnetic Resonance Spectra
Perform the complete processing of a set of proton nuclear magnetic resonance spectra from the free ...
Download / Learn more Package Citations See dependency  

27,806

R Packages

239,283

Dependencies

73,837

Author Associations

27,807

Publication Badges

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