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
|
| 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 |
| Reference manual: | mvPot.html , mvPot.pdf |
| 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-release (arm64): mvPot_0.1.7.tgz, r-oldrel (arm64): 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 suggests: | mev |
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