Package: NSMM 0.1.2

Dorsaf Goutali
NSMM: Non-Stationary Multivariate (Copula-Based) Framework, Hydrological Applications
To account for non-stationary multivariate data, this package implements the framework including copula and marginal distributions. In addition to modeling and parameter estimations, it allows the computation and visualization of multivariate quantile curves for given events. This package is useful for a variety of disciplines such as finance, climatology and particularly for hydrological applications, where dependence structures and marginal parameters may vary over time. This framework, based on Chebana & Ouarda (2021) <doi:10.1016/j.jhydrol.2020.125907>, integrates both multivariate and non-stationary aspects to be more accurate (e.g. for risk assessment) and more realistic (e.g. considering climate changes).
Authors:
NSMM_0.1.2.tar.gz
NSMM_0.1.2.tar.gz(r-4.7-any)NSMM_0.1.2.tar.gz(r-4.6-any)
NSMM_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
NSMM/json (API)
| # Install 'NSMM' in R: |
| install.packages('NSMM', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
- SampData - Synthetic Data
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:7c75294540. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 149 | ||
| source / vignettes | OK | 189 | ||
| linux-release-x86_64 | OK | 162 | ||
| wasm-release | OK | 108 |
Exports:claytonEstimationcopulaNSestimationgalambosEstimationgumbelEstimationhuslerReissEstimationjoeEstimationmarginalNSestimationmqcNScopulaNSmarginalquantilePlotNS
Dependencies:ADGofTestcliclustercolorspacecopulacpp11dplyrEnvStatsevdfarvergenericsggplot2gluegslgtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmvtnormnortestnumDerivopenxlsxpcaPPpillarpkgconfigpsplineR6RColorBrewerRcpprlangS7scalesstablediststringitibbletidyselectutf8vctrsviridisLitewithrzip
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Clayton Copula Fitting | claytonEstimation |
| Copula Parameter Estimation | copulaNSestimation |
| Galambos Copula Fitting | galambosEstimation |
| Gumbel Copula Fitting | gumbelEstimation |
| Hüsler-Reiss Copula Fitting | huslerReissEstimation |
| Joe Copula Fitting | joeEstimation |
| Marginal Distribution Estimation | marginalNSestimation |
| Multivariate Quantile Curve | mqc |
| Non-stationary Copula Objects | NScopula |
| Non-stationary Marginal Objects | NSmarginal |
| Non-stationary Quantile Curve Plot | quantilePlotNS |
| Synthetic Data | SampData |