iBreakDown: Model Agnostic Instance Level Variable Attributions

Model agnostic tool for decomposition of predictions from black boxes. Supports additive attributions and attributions with interactions. The Break Down Table shows contributions of every variable to a final prediction. The Break Down Plot presents variable contributions in a concise graphical way. This package works for classification and regression models. It is an extension of the 'breakDown' package (Staniak and Biecek 2018) <doi:10.32614/RJ-2018-072>, with new and faster strategies for orderings. It supports interactions in explanations and has interactive visuals (implemented with 'D3.js' library). The methodology behind is described in the 'iBreakDown' article (Gosiewska and Biecek 2019) <doi:10.48550/arXiv.1903.11420> This package is a part of the 'DrWhy.AI' universe (Biecek 2018) <doi:10.48550/arXiv.1806.08915>.

Version: 2.1.2
Depends: R (≥ 3.5)
Imports: ggplot2
Suggests: DALEX, knitr, rmarkdown, randomForest, e1071, ranger, nnet, testthat, r2d3, jsonlite, covr
Published: 2023-12-01
DOI: 10.32614/CRAN.package.iBreakDown
Author: Przemyslaw Biecek ORCID iD [aut, cre], Alicja Gosiewska ORCID iD [aut], Hubert Baniecki ORCID iD [aut], Adam Izdebski [aut], Dariusz Komosinski [ctb]
Maintainer: Przemyslaw Biecek <przemyslaw.biecek at gmail.com>
BugReports: https://github.com/ModelOriented/iBreakDown/issues
License: GPL-3
URL: https://ModelOriented.github.io/iBreakDown/, https://github.com/ModelOriented/iBreakDown
NeedsCompilation: no
Citation: iBreakDown citation info
Materials: NEWS
In views: MachineLearning
CRAN checks: iBreakDown results


Reference manual: iBreakDown.pdf
Vignettes: Explanations in natural language
General introduction: iBreakDown plots for Sinking of the RMS Titanic


Package source: iBreakDown_2.1.2.tar.gz
Windows binaries: r-devel: iBreakDown_2.1.2.zip, r-release: iBreakDown_2.1.2.zip, r-oldrel: iBreakDown_2.1.2.zip
macOS binaries: r-release (arm64): iBreakDown_2.1.2.tgz, r-oldrel (arm64): iBreakDown_2.1.2.tgz, r-release (x86_64): iBreakDown_2.1.2.tgz, r-oldrel (x86_64): iBreakDown_2.1.2.tgz
Old sources: iBreakDown archive

Reverse dependencies:

Reverse imports: arenar, DALEX, EIX, modelStudio


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