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graphicalExtremes: Statistical Methodology for Graphical Extreme Value Models

Statistical methodology for sparse multivariate extreme value models. Methods are provided for exact simulation and statistical inference for multivariate Pareto distributions on graphical structures as described in the paper 'Graphical Models for Extremes' by Engelke and Hitz (2020) <doi:10.1111/rssb.12355>.

Version: 0.3.3
Depends: R (≥ 3.6.0)
Imports: igraph (≥ 1.2.4.1), mvtnorm (≥ 1.0.10), Rdpack, stats (≥ 3.6.0), utils, corpcor, osqp, glmnet, glassoFast, CVXR
Suggests: testthat (≥ 2.1.0), knitr, rmarkdown, dplyr, ggplot2, bookdown, edmcr, maps
Published: 2024-11-14
DOI: 10.32614/CRAN.package.graphicalExtremes
Author: Sebastian Engelke [aut, cre], Adrien S. Hitz [aut], Nicola Gnecco [aut], Manuel Hentschel [aut]
Maintainer: Sebastian Engelke <sebastian.engelke at unige.ch>
BugReports: https://github.com/sebastian-engelke/graphicalExtremes/issues
License: GPL-3
URL: https://github.com/sebastian-engelke/graphicalExtremes
NeedsCompilation: no
In views: ExtremeValue
CRAN checks: graphicalExtremes results

Documentation:

Reference manual: graphicalExtremes.pdf
Vignettes: Introduction and application to Danube data (source, R code)
Application to flight data (source, R code)

Downloads:

Package source: graphicalExtremes_0.3.3.tar.gz
Windows binaries: r-devel: graphicalExtremes_0.3.3.zip, r-release: graphicalExtremes_0.3.3.zip, r-oldrel: graphicalExtremes_0.3.3.zip
macOS binaries: r-release (arm64): graphicalExtremes_0.3.3.tgz, r-oldrel (arm64): graphicalExtremes_0.3.3.tgz, r-release (x86_64): graphicalExtremes_0.3.3.tgz, r-oldrel (x86_64): graphicalExtremes_0.3.3.tgz
Old sources: graphicalExtremes archive

Reverse dependencies:

Reverse depends: satdad

Linking:

Please use the canonical form https://CRAN.R-project.org/package=graphicalExtremes 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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