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mvPot: Multivariate Peaks-over-Threshold Modelling for Spatial Extreme Events

Tools for high-dimensional peaks-over-threshold inference and simulation of Brown-Resnick and extremal Student spatial extremal processes. These include optimization routines based on censored likelihood and gradient scoring, and exact simulation algorithms for max-stable and multivariate Pareto distributions based on rejection sampling. Fast multivariate Gaussian and Student distribution functions using separation-of-variable algorithm with quasi Monte Carlo integration are also provided. Key references include de Fondeville and Davison (2018) <doi:10.1093/biomet/asy026>, Thibaud and Opitz (2015) <doi:10.1093/biomet/asv045>, Wadsworth and Tawn (2014) <doi:10.1093/biomet/ast042> and Genz and Bretz (2009) <doi:10.1007/978-3-642-01689-9>.

Version: 0.1.7
Imports: MASS, evd, numbers, gmp
Published: 2025-03-13
DOI: 10.32614/CRAN.package.mvPot
Author: Raphael de Fondeville ORCID iD [aut], Leo Belzile ORCID iD [aut, cre], Emeric Thibaud ORCID iD [ctb]
Maintainer: Leo Belzile <belzilel at gmail.com>
License: GPL-2
URL: https://github.com/r-fndv/mvPot
NeedsCompilation: yes
Materials: NEWS
CRAN checks: mvPot results

Documentation:

Reference manual: mvPot.pdf

Downloads:

Package source: mvPot_0.1.7.tar.gz
Windows binaries: r-devel: mvPot_0.1.7.zip, r-release: mvPot_0.1.7.zip, r-oldrel: mvPot_0.1.7.zip
macOS binaries: r-devel (arm64): mvPot_0.1.7.tgz, r-release (arm64): mvPot_0.1.7.tgz, r-oldrel (arm64): mvPot_0.1.7.tgz, r-devel (x86_64): mvPot_0.1.7.tgz, r-release (x86_64): mvPot_0.1.7.tgz, r-oldrel (x86_64): mvPot_0.1.7.tgz
Old sources: mvPot archive

Reverse dependencies:

Reverse suggests: mev

Linking:

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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.