Package: mvPot 0.1.7
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>.
Authors:
mvPot_0.1.7.tar.gz
mvPot_0.1.7.zip(r-4.7)mvPot_0.1.7.zip(r-4.6)mvPot_0.1.7.zip(r-4.5)
mvPot_0.1.7.tgz(r-4.6-x86_64)mvPot_0.1.7.tgz(r-4.6-arm64)mvPot_0.1.7.tgz(r-4.5-x86_64)mvPot_0.1.7.tgz(r-4.5-arm64)
mvPot_0.1.7.tar.gz(r-4.7-arm64)mvPot_0.1.7.tar.gz(r-4.7-x86_64)mvPot_0.1.7.tar.gz(r-4.6-arm64)mvPot_0.1.7.tar.gz(r-4.6-x86_64)
mvPot_0.1.7.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
mvPot/json (API)
NEWS
| # Install 'mvPot' in R: |
| install.packages('mvPot', repos = c('https://r-fndv.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/r-fndv/mvpot/issues
Last updated from:dc3ccc73f5. Checks:11 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | NOTE | 114 | ||
| linux-devel-x86_64 | NOTE | 127 | ||
| source / vignettes | OK | 147 | ||
| linux-release-arm64 | NOTE | 129 | ||
| linux-release-x86_64 | NOTE | 116 | ||
| macos-release-arm64 | NOTE | 179 | ||
| macos-release-x86_64 | NOTE | 220 | ||
| macos-oldrel-arm64 | NOTE | 138 | ||
| macos-oldrel-x86_64 | NOTE | 247 | ||
| windows-devel | NOTE | 98 | ||
| windows-release | NOTE | 91 | ||
| windows-oldrel | NOTE | 93 | ||
| wasm-release | OK | 100 |
Exports:censoredLikelihoodcensoredLikelihoodBRcensoredLikelihoodXSgenVecQMCmvtNormQuasiMonteCarlomvTProbQuasiMonteCarlorExtremalStudentParetoProcessscoreEstimationsimulBrownResnicksimulParetospectralLikelihood
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Multivariate Peaks-over-Threshold Modelling for Extreme Events Analysis | mvPot-package mvPot |
| Censored log-likelihood function for the Brown-Resnick model. | censoredLikelihood censoredLikelihoodBR |
| Censored log-likelihood function of the extremal Student model | censoredLikelihoodXS |
| Generating vectors for lattice rules | genVecQMC |
| Multivariate normal distribution function | mvtNormQuasiMonteCarlo |
| Multivariate t distribution function | mvTProbQuasiMonteCarlo |
| Simulation of extremal Student generalized Pareto vectors | rExtremalStudentParetoProcess |
| Gradient score function for the Brown-Resnick model. | scoreEstimation |
| Simulation of Brown-Resnick max-stable random vectors | simulBrownResnick |
| Simulate log-Gaussian Pareto random vectors | simulPareto |
| Spectral log-likelihood function | spectralLikelihood |
