sensobol: Computation of Variance-Based Sensitivity Indices
It allows to rapidly compute, bootstrap and plot up to fourth-order Sobol'-based sensitivity indices using several state-of-the-art first and total-order estimators. Sobol' indices can be computed either for models that yield a scalar as a model output or for systems of differential equations. The package also provides a suit of benchmark tests functions and several options to obtain publication-ready figures of the model output uncertainty and sensitivity-related analysis. An overview of the package can be found in Puy et al. (2022) <doi:10.18637/jss.v102.i05>.
| Version: | 1.1.5 |
| Depends: | R (≥ 3.5.0) |
| Imports: | boot (≥ 1.3.20), data.table (≥ 1.12.0), ggplot2 (≥ 3.1.0), lhs (≥ 1.0.2), magrittr (≥ 1.5), matrixStats (≥ 0.54.0), randtoolbox (≥ 1.17.1), deSolve (≥ 1.27.1), Rdpack (≥ 2.1.2), Rfast (≥ 2.0.1), rlang (≥ 0.3.1), scales (≥ 1.0.0), stats, stringr (≥ 1.4.0), utils, Rcpp |
| LinkingTo: | Rfast, Rcpp, RcppArmadillo |
| Suggests: | knitr, rmarkdown, testthat (≥ 2.1.0), covr |
| Published: | 2024-02-21 |
| DOI: | 10.32614/CRAN.package.sensobol |
| Author: | Arnald Puy  [aut,
cre],
Bertrand Ioos [ctb] (Author of included 'sensitivity' fragments),
Gilles Pujol [ctb] (Author of included 'sensitivity' fragments),
RStudio [cph] (Copyright holder of included 'sensitivity' fragments) |
| Maintainer: | Arnald Puy <arnald.puy at pm.me> |
| BugReports: | https://github.com/arnaldpuy/sensobol/issues |
| License: | GPL-3 |
| URL: | https://github.com/arnaldpuy/sensobol |
| NeedsCompilation: | yes |
| Citation: | sensobol citation info |
| Materials: | README NEWS |
| CRAN checks: | sensobol results |
Documentation:
| Reference manual: | sensobol.pdf |
| Vignettes: |
author2019mypaper |
Downloads:
| Package source: | sensobol_1.1.5.tar.gz |
| Windows binaries: | r-devel: sensobol_1.1.5.zip, r-release: sensobol_1.1.5.zip, r-oldrel: sensobol_1.1.5.zip |
| macOS binaries: | r-devel (arm64): sensobol_1.1.5.tgz, r-release (arm64): sensobol_1.1.5.tgz, r-oldrel (arm64): sensobol_1.1.5.tgz, r-devel (x86_64): sensobol_1.1.5.tgz, r-release (x86_64): sensobol_1.1.5.tgz, r-oldrel (x86_64): sensobol_1.1.5.tgz |
| Old sources: | sensobol archive |
Linking:
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