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revdbayes: Ratio-of-Uniforms Sampling for Bayesian Extreme Value Analysis

Provides functions for the Bayesian analysis of extreme value models. The 'rust' package <https://cran.r-project.org/package=rust> is used to simulate a random sample from the required posterior distribution. The functionality of 'revdbayes' is similar to the 'evdbayes' package <https://cran.r-project.org/package=evdbayes>, which uses Markov Chain Monte Carlo ('MCMC') methods for posterior simulation. In addition, there are functions for making inferences about the extremal index, using the models for threshold inter-exceedance times of Suveges and Davison (2010) <doi:10.1214/09-AOAS292> and Holesovsky and Fusek (2020) <doi:10.1007/s10687-020-00374-3>. Also provided are d,p,q,r functions for the Generalised Extreme Value ('GEV') and Generalised Pareto ('GP') distributions that deal appropriately with cases where the shape parameter is very close to zero.

Version: 1.5.5
Depends: R (≥ 3.3.0)
Imports: bayesplot (≥ 1.1.0), exdex, graphics, Rcpp, rust (≥ 1.2.2), stats, utils
LinkingTo: Rcpp (≥ 0.12.10), RcppArmadillo
Suggests: ggplot2 (≥ 2.2.1), knitr, microbenchmark, rmarkdown, testthat
Published: 2024-08-18
DOI: 10.32614/CRAN.package.revdbayes
Author: Paul J. Northrop [aut, cre, cph], Scott D. Grimshaw [ctb]
Maintainer: Paul J. Northrop <p.northrop at ucl.ac.uk>
BugReports: https://github.com/paulnorthrop/revdbayes/issues
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL: https://paulnorthrop.github.io/revdbayes/, https://github.com/paulnorthrop/revdbayes
NeedsCompilation: yes
Materials: README NEWS
In views: Bayesian, Distributions, ExtremeValue
CRAN checks: revdbayes results

Documentation:

Reference manual: revdbayes.pdf
Vignettes: Introducing revdbayes: Ratio-of-Uniforms Sampling for Bayesian Extreme Value Analysis (source, R code)
Faster simulation using revdbayes (source, R code)
Posterior Predictive Extreme Value Inference using the revdbayes Package (source, R code)
Inference for the extremal index using threshold interexceedance times (source, R code)

Downloads:

Package source: revdbayes_1.5.5.tar.gz
Windows binaries: r-devel: revdbayes_1.5.5.zip, r-release: revdbayes_1.5.5.zip, r-oldrel: revdbayes_1.5.5.zip
macOS binaries: r-release (arm64): revdbayes_1.5.5.tgz, r-oldrel (arm64): revdbayes_1.5.5.tgz, r-release (x86_64): revdbayes_1.5.5.tgz, r-oldrel (x86_64): revdbayes_1.5.5.tgz
Old sources: revdbayes archive

Reverse dependencies:

Reverse imports: lax, lite, threshr
Reverse suggests: distributions3, exdex, fitteR, mev, rust, smovie

Linking:

Please use the canonical form https://CRAN.R-project.org/package=revdbayes to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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