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
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mvPot.pdf |mvPot.html✨
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 21 days agofrom:9189216fa7. Checks:1 OK, 11 NOTE. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Mar 14 2025 |
R-4.5-win-x86_64 | NOTE | Mar 14 2025 |
R-4.5-mac-x86_64 | NOTE | Mar 14 2025 |
R-4.5-mac-aarch64 | NOTE | Mar 14 2025 |
R-4.5-linux-x86_64 | NOTE | Mar 14 2025 |
R-4.4-win-x86_64 | NOTE | Mar 14 2025 |
R-4.4-mac-x86_64 | NOTE | Mar 14 2025 |
R-4.4-mac-aarch64 | NOTE | Mar 14 2025 |
R-4.4-linux-x86_64 | NOTE | Mar 14 2025 |
R-4.3-win-x86_64 | NOTE | Mar 14 2025 |
R-4.3-mac-x86_64 | NOTE | Mar 14 2025 |
R-4.3-mac-aarch64 | NOTE | Mar 14 2025 |
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 |