Other packages > Find by keyword >

copre  

Tools for Nonparametric Martingale Posterior Sampling
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("copre", "0.2.2")



Attach the package and use:
library("copre")
Maintained by
Blake Moya
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-08-16
Latest Update: 2024-05-21
Description:
Performs Bayesian nonparametric density estimation using Martingale posterior distributions including the Copula Resampling (CopRe) algorithm. Also included are a Gibbs sampler for the marginal Gibbs-type mixture model and an extension to include full uncertainty quantification via a predictive sequence resampling (SeqRe) algorithm. The CopRe and SeqRe samplers generate random nonparametric distributions as output, leading to complete nonparametric inference on posterior summaries. Routines for calculating arbitrary functionals from the sampled distributions are included as well as an important algorithm for finding the number and location of modes, which can then be used to estimate the clusters in the data using, for example, k-means. Implements work developed in Moya B., Walker S. G. (2022). , Fong, E., Holmes, C., Walker, S. G. (2021) , and Escobar M. D., West, M. (1995) .
How to cite:
Blake Moya (2022). copre: Tools for Nonparametric Martingale Posterior Sampling. R package version 0.2.2, https://cran.r-project.org/web/packages/copre. Accessed 04 Jun. 2026.
Previous versions and publish date:
0.1.0 (2022-08-16 12:00), 0.2.0 (2023-01-31 18:00), 0.2.1 (2024-05-21 23:40)
Other packages that cited copre R package
View copre citation profile
Other R packages that copre depends, imports, suggests or enhances
Complete documentation for copre
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

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  
shinybusy  
Busy Indicators and Notifications for 'Shiny' Applications
Add indicators (spinner, progress bar, gif) in your 'shiny' applications to show the user that the ...
Download / Learn more Package Citations See dependency  
crplyr  
A 'dplyr' Interface for Crunch
In order to facilitate analysis of datasets hosted on the Crunch data platform ...
Download / Learn more Package Citations See dependency  
murphydiagram  
Murphy Diagrams for Forecast Comparisons
Data and code for the paper by Ehm, Gneiting, Jordan and Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency  
AMPLE  
Shiny Apps to Support Capacity Building on Harvest Control Rules
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management. ...
Download / Learn more Package Citations See dependency  
phers  
Calculate Phenotype Risk Scores
Use phenotype risk scores based on linked clinical and genetic data to study Mendelian disease and ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

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