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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 |
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_0.4.2.zip, r-release: ceterisParibus_0.4.2.zip, r-oldrel: ceterisParibus_0.4.2.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 |
Please use the canonical form https://CRAN.R-project.org/package=ceterisParibus 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.