It allows to rapidly compute, bootstrap and plot up to third-order Sobol' indices using the estimators by Saltelli et al. 2010 <doi:10.1016/j.cpc.2009.09.018> and Jansen 1999 <doi:10.1016/S0010-4655(98)00154-4>. The 'sensobol' package also implements the algorithm by Khorashadi Zadeh et al. 2017 <doi:10.1016/j.envsoft.2017.02.001> to calculate the approximation error in the computation of Sobol' first and total indices, an approach that allows to robustly screen influential from non-influential model inputs. Finally, it also provides functions to obtain publication-ready figures of the model output uncertainty and sensitivity-related analysis.
Version: | 0.2.2 |
Depends: | R (≥ 3.4.0) |
Imports: | boot (≥ 1.3.20), data.table (≥ 1.12.0), ggplot2 (≥ 3.1.0), magrittr (≥ 1.5), matrixStats (≥ 0.54.0), randtoolbox (≥ 1.17.1), Rdpack (≥ 0.7), rlang (≥ 0.3.1), scales (≥ 1.0.0), stats, stringr (≥ 1.4.0), utils |
Suggests: | knitr, rmarkdown, testthat, covr |
Published: | 2020-02-25 |
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 gmail.com> |
BugReports: | http://github.com/arnaldpuy/sensobol/issues |
License: | GPL-3 |
URL: | http://github.com/arnaldpuy/sensobol |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | sensobol results |
Reference manual: | sensobol.pdf |
Vignettes: |
sensobol |
Package source: | sensobol_0.2.2.tar.gz |
Windows binaries: | r-devel: sensobol_0.2.2.zip, r-release: sensobol_0.2.2.zip, r-oldrel: sensobol_0.2.2.zip |
macOS binaries: | r-release: sensobol_0.2.2.tgz, r-oldrel: sensobol_0.2.2.tgz |
Old sources: | sensobol archive |
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