Ceteris Paribus Profiles (What-If Plots) are designed to present model responses around selected points in a feature space. For example around a single prediction for an interesting observation. Plots are designed to work in a model-agnostic fashion, they are working for any predictive Machine Learning model and allow for model comparisons. Ceteris Paribus Plots supplement the Break Down Plots from 'breakDown' package.
Version: | 0.6 |
Depends: | R (≥ 3.3), ggplot2, gower |
Imports: | DALEX |
Suggests: | randomForest, ggiraph, e1071, testthat, rpart |
Published: | 2024-11-21 |
DOI: | 10.32614/CRAN.package.ceterisParibus |
Author: | Przemyslaw Biecek [aut, cre] |
Maintainer: | Przemyslaw Biecek <przemyslaw.biecek at gmail.com> |
BugReports: | https://github.com/pbiecek/ceterisParibus/issues |
License: | GPL-2 |
URL: | https://pbiecek.github.io/ceterisParibus/ |
NeedsCompilation: | no |
Materials: | NEWS |
CRAN checks: | ceterisParibus results |
Reference manual: | ceterisParibus.pdf |
Package source: | ceterisParibus_0.6.tar.gz |
Windows binaries: | r-devel: ceterisParibus_0.6.zip, r-release: ceterisParibus_0.6.zip, r-oldrel: ceterisParibus_0.6.zip |
macOS binaries: | r-release (arm64): ceterisParibus_0.6.tgz, r-oldrel (arm64): ceterisParibus_0.6.tgz, r-release (x86_64): ceterisParibus_0.6.tgz, r-oldrel (x86_64): ceterisParibus_0.6.tgz |
Old sources: | ceterisParibus archive |
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