Other packages > Find by keyword >

UPG  

Efficient Bayesian Algorithms for Binary and Categorical Data Regression Models
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("UPG", "0.3.5")



Attach the package and use:
library("UPG")
Maintained by
Gregor Zens
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-01-07
Latest Update: 2024-11-10
Description:
Efficient Bayesian implementations of probit, logit, multinomial logit and binomial logit models. Functions for plotting and tabulating the estimation output are available as well. Estimation is based on Gibbs sampling where the Markov chain Monte Carlo algorithms are based on the latent variable representations and marginal data augmentation algorithms described in "Gregor Zens, Sylvia Frühwirth-Schnatter & Helga Wagner (2023). Ultimate Pólya Gamma Samplers – Efficient MCMC for possibly imbalanced binary and categorical data, Journal of the American Statistical Association <doi:10.1080/01621459.2023.2259030>".
How to cite:
Gregor Zens (2021). UPG: Efficient Bayesian Algorithms for Binary and Categorical Data Regression Models. R package version 0.3.5, https://cran.r-project.org/web/packages/UPG. Accessed 06 Mar. 2026.
Previous versions and publish date:
0.2.2 (2021-01-07 10:00), 0.3.0 (2022-06-21 14:00), 0.3.1 (2022-08-05 12:50), 0.3.2 (2023-04-28 13:30), 0.3.3 (2023-08-07 21:00), 0.3.4 (2023-11-04 15:30)
Other packages that cited UPG R package
View UPG citation profile
Other R packages that UPG depends, imports, suggests or enhances
Complete documentation for UPG
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

EMVS  
The Expectation-Maximization Approach to Bayesian Variable Selection
An efficient expectation-maximization algorithm for fitting Bayesian spike-and-slab regularization p ...
Download / Learn more Package Citations See dependency  
openxlsx  
Read, Write and Edit xlsx Files
Simplifies the creation of Excel .xlsx files by providing a high level interface to writing, stylin ...
Download / Learn more Package Citations See dependency  
DatabionicSwarm  
Swarm Intelligence for Self-Organized Clustering
Algorithms implementing populations of agents that interact with one another and sense their environ ...
Download / Learn more Package Citations See dependency  
lbfgs  
Limited-memory BFGS Optimization
A wrapper built around the libLBFGS optimization library by Naoaki Okazaki. The lbfgs package implem ...
Download / Learn more Package Citations See dependency  
mlr3viz  
Visualizations for 'mlr3'
Visualization package of the 'mlr3' ecosystem. It features plots for mlr3 objects such as tasks, le ...
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  

26,264

R Packages

223,360

Dependencies

70,244

Author Associations

26,265

Publication Badges

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