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ceterisParibus: Ceteris Paribus Profiles

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 ORCID iD [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

Documentation:

Reference manual: ceterisParibus.pdf

Downloads:

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

Linking:

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.