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It was developed as a tool for exploring 'PPTreereg' (Projection Pursuit TREE of REGression). It uses various projection pursuit indexes and 'XAI' (eXplainable Artificial Intelligence) methods to help understand the model by finding connections between the input variables and prediction values of the model. The 'KernelSHAP' (Aas, Jullum and Løland (2019) <doi:10.48550/arXiv.1903.10464>) algorithm was modified to fit ‘PPTreereg’, and some codes were modified from the 'shapr' package (Sellereite, Nikolai, and Martin Jullum (2020) <doi:10.21105/joss.02027>). The implemented methods help to explore the model at the single instance level as well as at the whole dataset level. Users can compare with other machine learning models by applying it to the 'DALEX' package of 'R'.
| Version: | 2.0.5 |
| Depends: | R (≥ 4.0.0) |
| Imports: | Rcpp, data.table, DALEX, shapr, ggplot2, dplyr, tidyr, tibble, PPtreeViz, reshape2, magrittr, utils |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | testthat (≥ 3.0.0), gridExtra, grid, ggExtra, partykit, ggparty, progress, tidyselect, ggforce, waterfalls, forcats, RColorBrewer, gtable, knitr, rmarkdown, MASS, covr |
| Published: | 2022-12-23 |
| DOI: | 10.32614/CRAN.package.PPtreeregViz |
| Author: | Eun-Kyung Lee [aut, ctb], HyunSun Cho [aut, cre], Nikolai Sellereite [ctb, cph] (Author of included shapr fragments), Martin Jullum [ctb, cph] (Author of included shapr fragments), Annabelle Redelmeier [ctb, cph] (Author of included shapr fragments), Norsk Regnesentral [cph] |
| Maintainer: | HyunSun Cho <sunsmiling at naver.com> |
| License: | GPL-3 |
| URL: | https://github.com/sunsmiling/PPtreeregViz |
| NeedsCompilation: | yes |
| Materials: | README NEWS |
| CRAN checks: | PPtreeregViz results |
| Reference manual: | PPtreeregViz.pdf |
| Vignettes: |
Get started with 'PPtreeregViz' |
| Package source: | PPtreeregViz_2.0.5.tar.gz |
| Windows binaries: | r-devel: PPtreeregViz_2.0.5.zip, r-release: PPtreeregViz_2.0.5.zip, r-oldrel: PPtreeregViz_2.0.5.zip |
| macOS binaries: | r-release (arm64): PPtreeregViz_2.0.5.tgz, r-oldrel (arm64): PPtreeregViz_2.0.5.tgz, r-release (x86_64): PPtreeregViz_2.0.5.tgz, r-oldrel (x86_64): PPtreeregViz_2.0.5.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.