Other packages > Find by keyword >

TransTGGM  

Transfer Learning for Tensor Graphical Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("TransTGGM", "1.0.0")



Attach the package and use:
library("TransTGGM")
Maintained by
Mingyang Ren
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-11-23
Latest Update: 2022-11-23
Description:
Tensor Gaussian graphical models (GGMs) have important applications in numerous areas, which can interpret conditional independence structures within tensor data. Yet, the available tensor data in one single study is often limited due to high acquisition costs. Although relevant studies can provide additional data, it remains an open question how to pool such heterogeneous data. This package implements a transfer learning framework for tensor GGMs, which takes full advantage of informative auxiliary domains even when non-informative auxiliary domains are present, benefiting from the carefully designed data-adaptive weights. Reference: Ren, M., Zhen Y., and Wang J. (2022). "Transfer learning for tensor graphical models" <doi:10.48550/arXiv.2211.09391>.
How to cite:
Mingyang Ren (2022). TransTGGM: Transfer Learning for Tensor Graphical Models. R package version 1.0.0, https://cran.r-project.org/web/packages/TransTGGM. Accessed 28 Jan. 2025.
Previous versions and publish date:
No previous versions
Other packages that cited TransTGGM R package
View TransTGGM citation profile
Other R packages that TransTGGM depends, imports, suggests or enhances
Complete documentation for TransTGGM
Functions, R codes and Examples using the TransTGGM R package
Some associated functions: Theta.est . Theta.tuning . example.data . tensor.GGM.trans . 
Some associated R codes: Initial.R . Initial.aggr.R . S.est.R . Theta.est.R . Theta.tuning.R . Thetaest.admm.R . Thetaest.cd.R . delta.est.R . example.data.R . select.1.R . support_functions.R . tensor.GGM.trans.R . trans.estimate.R .  Full TransTGGM package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
fontcm  
Computer Modern font for use with extrafont package
Computer Modern font for use with extrafont package ...
Download / Learn more Package Citations See dependency  
eiopaR  
Access to RFR (Risk-Free Rate) Curves Produced by the EIOPA
Provides EIOPA (European Insurance And Occupational Pensions Authority) risk-free rates. Please note ...
Download / Learn more Package Citations See dependency  
MetaIntegration  
Ensemble Meta-Prediction Framework
An ensemble meta-prediction framework to integrate multiple regression models into a current study. ...
Download / Learn more Package Citations See dependency  
fabMix  
Overfitting Bayesian Mixtures of Factor Analyzers with Parsimonious Covariance and Unknown Number of Components
Model-based clustering of multivariate continuous data using Bayesian mixtures of factor analyzers ( ...
Download / Learn more Package Citations See dependency  
waiter  
Loading Screen for 'Shiny'
Full screen and partial loading screens for 'Shiny' with spinners, progress bars, and notifications. ...
Download / Learn more Package Citations See dependency  

23,580

R Packages

204,057

Dependencies

63,980

Author Associations

23,581

Publication Badges

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