Other packages > Find by keyword >

shrinkGPR  

Scalable Gaussian Process Regression with Hierarchical Shrinkage Priors
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("shrinkGPR", "1.1.1")



Attach the package and use:
library("shrinkGPR")
Maintained by
Peter Knaus
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-01-30
Latest Update: 2025-01-30
Description:
Efficient variational inference methods for fully Bayesian Gaussian Process Regression (GPR) models with hierarchical shrinkage priors, including the triple gamma prior for effective variable selection and covariance shrinkage in high-dimensional settings. The package leverages normalizing flows to approximate complex posterior distributions. For details on implementation, see Knaus (2025) <doi:10.48550/arXiv.2501.13173>.
How to cite:
Peter Knaus (2025). shrinkGPR: Scalable Gaussian Process Regression with Hierarchical Shrinkage Priors. R package version 1.1.1, https://cran.r-project.org/web/packages/shrinkGPR. Accessed 04 Jul. 2026.
Previous versions and publish date:
1.0.0 (2025-01-30 20:00), 1.1.1 (2025-10-01 18:40), 1.1 (2025-08-19 14:20)
Other packages that cited shrinkGPR R package
View shrinkGPR citation profile
Other R packages that shrinkGPR depends, imports, suggests or enhances
Complete documentation for shrinkGPR
Functions, R codes and Examples using the shrinkGPR R package
Full shrinkGPR package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

multiwayvcov  
Multi-Way Standard Error Clustering
Exports two functions implementing multi-way clustering using the method suggested by Cameron, Gelb ...
Download / Learn more Package Citations See dependency  
PELVIS  
Probabilistic Sex Estimate using Logistic Regression, Based on VISual Traits of the Human Os Coxae
An R-Shiny application implementing a method of sexing the human os coxae based on logistic regressi ...
Download / Learn more Package Citations See dependency  
musica  
Multiscale Climate Model Assessment
Provides functions allowing for (1) easy aggregation of multivariate time series into custom time sc ...
Download / Learn more Package Citations See dependency  
SurvCorr  
Correlation of Bivariate Survival Times
Estimates correlation coefficients with associated confidence limits for bivariate, partially censo ...
Download / Learn more Package Citations See dependency  
missCompare  
Intuitive Missing Data Imputation Framework
Offers a convenient pipeline to test and compare various missing data imputation algorithms on simu ...
Download / Learn more Package Citations See dependency  
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  

27,653

R Packages

236,180

Dependencies

73,674

Author Associations

27,536

Publication Badges

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