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A collection of functions for sensitivity analysis of model outputs (factor screening, global sensitivity analysis and robustness analysis), for variable importance measures of data, as well as for interpretability of machine learning models. Most of the functions have to be applied on scalar output, but several functions support multi-dimensional outputs.
| Version: | 1.30.0 |
| Depends: | R (≥ 3.0.0) |
| Imports: | boot, numbers, methods, ggplot2, Rcpp, foreach, dtwclust |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | condMVNorm, DiceDesign, DiceKriging, doParallel, evd, ggExtra, grid, gplots, gtools, igraph, IncDTW, ks, lattice, MASS, mc2d, mvtnorm, parallel, plotrix, pracma, proxy, randtoolbox, RANN, reshape2, rgl, stringr, triangle, TSP, viridisLite, whitening |
| Published: | 2024-01-21 |
| Author: | Bertrand Iooss, Sebastien Da Veiga, Alexandre Janon and Gilles Pujol, with contributions from Baptiste Broto, Khalid Boumhaout, Laura Clouvel, Thibault Delage, Reda El Amri, Jana Fruth, Laurent Gilquin, Joseph Guillaume, Margot Herin, Marouane Il Idrissi, Loic Le Gratiet, Paul Lemaitre, Amandine Marrel, Anouar Meynaoui, Barry L. Nelson, Filippo Monari, Roelof Oomen, Oldrich Rakovec, Bernardo Ramos, Paul Rochet, Olivier Roustant, Gabriel Sarazin, Eunhye Song, Jeremy Staum, Roman Sueur, Taieb Touati, Vanessa Verges, Frank Weber |
| Maintainer: | Bertrand Iooss <biooss at yahoo.fr> |
| License: | GPL-2 |
| NeedsCompilation: | yes |
| Materials: | NEWS |
| In views: | DifferentialEquations, Environmetrics |
| CRAN checks: | sensitivity results |
| Reference manual: | sensitivity.pdf |
| Package source: | sensitivity_1.30.0.tar.gz |
| Windows binaries: | r-devel: sensitivity_1.30.0.zip, r-release: sensitivity_1.30.0.zip, r-oldrel: sensitivity_1.30.0.zip |
| macOS binaries: | r-release (arm64): sensitivity_1.30.0.tgz, r-oldrel (arm64): sensitivity_1.30.0.tgz, r-release (x86_64): sensitivity_1.30.0.tgz, r-oldrel (x86_64): sensitivity_1.30.0.tgz |
| Old sources: | sensitivity archive |
| Reverse depends: | fanovaGraph, ODEsensitivity |
| Reverse imports: | LSDsensitivity, multisensi, nlrx, rrepast |
| Reverse suggests: | apsimx, BayesianTools, r3PG, tidyfit |
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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.
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