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Shed light on black box machine learning models by the help of model performance, variable importance, global surrogate models, ICE profiles, partial dependence (Friedman J. H. (2001) <doi:10.1214/aos/1013203451>), accumulated local effects (Apley D. W. (2016) <doi:10.48550/arXiv.1612.08468>), further effects plots, interaction strength, and variable contribution breakdown (Gosiewska and Biecek (2019) <doi:10.48550/arXiv.1903.11420>). All tools are implemented to work with case weights and allow for stratified analysis. Furthermore, multiple flashlights can be combined and analyzed together.
Version: | 0.9.0 |
Depends: | R (≥ 3.2.0) |
Imports: | cowplot, dplyr (≥ 1.1.0), ggplot2, MetricsWeighted (≥ 0.3.0), rlang (≥ 0.3.0), rpart, rpart.plot, stats, tibble, tidyr (≥ 1.0.0), tidyselect, utils, withr |
Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0) |
Published: | 2023-05-10 |
DOI: | 10.32614/CRAN.package.flashlight |
Author: | Michael Mayer [aut, cre, cph] |
Maintainer: | Michael Mayer <mayermichael79 at gmail.com> |
BugReports: | https://github.com/mayer79/flashlight/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/mayer79/flashlight |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | flashlight results |
Reference manual: | flashlight.pdf |
Vignettes: |
Using flashlight |
Package source: | flashlight_0.9.0.tar.gz |
Windows binaries: | r-devel: flashlight_0.9.0.zip, r-release: flashlight_0.9.0.zip, r-oldrel: flashlight_0.9.0.zip |
macOS binaries: | r-release (arm64): flashlight_0.9.0.tgz, r-oldrel (arm64): flashlight_0.9.0.tgz, r-release (x86_64): flashlight_0.9.0.tgz, r-oldrel (x86_64): flashlight_0.9.0.tgz |
Old sources: | flashlight archive |
Reverse imports: | vivid |
Please use the canonical form https://CRAN.R-project.org/package=flashlight to link to this page.
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.