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Allows for the computation of mSHAP values on two-part models as proposed by Matthews, S. and Hartman, B. (2021) <doi:10.48550/arXiv.2106.08990>. Also contains functions for simple plotting of the results (or any SHAP values). For information about the TreeSHAP algorithm that mSHAP builds on, see Lundberg, S.M., Erion, G., Chen, H., DeGrave, A., Prutkin, J.M., Nair, B., Katz, R., Himmelfarb, J., Bansal, N., Lee, S.I. (2020) <doi:10.1038/s42256-019-0138-9>.
| Version: | 0.1.0 |
| Depends: | R (≥ 2.10) |
| Imports: | magrittr (≥ 1.5), purrr (≥ 0.3.4), dplyr (≥ 1.0.4), forcats, stringr, ggplot2, ggbeeswarm, rlang, tidyr, tidyselect |
| Suggests: | rmarkdown, knitr, insuranceData, reticulate, caret, testthat (≥ 3.0.0), covr |
| Published: | 2021-06-17 |
| DOI: | 10.32614/CRAN.package.mshap |
| Author: | Spencer Matthews [aut, cre] |
| Maintainer: | Spencer Matthews <srmatthews98 at gmail.com> |
| License: | MIT + file LICENSE |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| CRAN checks: | mshap results |
| Reference manual: | mshap.pdf |
| Vignettes: |
mSHAP mshap_plots |
| Package source: | mshap_0.1.0.tar.gz |
| Windows binaries: | r-devel: mshap_0.1.0.zip, r-release: mshap_0.1.0.zip, r-oldrel: mshap_0.1.0.zip |
| macOS binaries: | r-release (arm64): mshap_0.1.0.tgz, r-oldrel (arm64): mshap_0.1.0.tgz, r-release (x86_64): mshap_0.1.0.tgz, r-oldrel (x86_64): mshap_0.1.0.tgz |
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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.