Package: iBreakDown 2.1.2
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) <arxiv:1903.11420> This package is a part of the 'DrWhy.AI' universe (Biecek 2018) <arxiv:1806.08915>.
Authors:
iBreakDown_2.1.2.tar.gz
iBreakDown_2.1.2.zip(r-4.5)iBreakDown_2.1.2.zip(r-4.4)iBreakDown_2.1.2.zip(r-4.3)
iBreakDown_2.1.2.tgz(r-4.4-any)iBreakDown_2.1.2.tgz(r-4.3-any)
iBreakDown_2.1.2.tar.gz(r-4.5-noble)iBreakDown_2.1.2.tar.gz(r-4.4-noble)
iBreakDown_2.1.2.tgz(r-4.4-emscripten)iBreakDown_2.1.2.tgz(r-4.3-emscripten)
iBreakDown.pdf |iBreakDown.html✨
iBreakDown/json (API)
NEWS
# Install 'iBreakDown' in R: |
install.packages('iBreakDown', repos = c('https://modeloriented.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/modeloriented/ibreakdown/issues
Pkgdown site:https://modeloriented.github.io
breakdownimlinterpretabilityshapleyxai
Last updated 1 years agofrom:d4f6289f9d. Checks:7 OK. Indexed: yes.
Target | Result | Latest binary |
---|---|---|
Doc / Vignettes | OK | Jan 23 2025 |
R-4.5-win | OK | Jan 23 2025 |
R-4.5-linux | OK | Jan 23 2025 |
R-4.4-win | OK | Jan 23 2025 |
R-4.4-mac | OK | Jan 23 2025 |
R-4.3-win | OK | Jan 23 2025 |
R-4.3-mac | OK | Jan 23 2025 |
Exports:break_downbreak_down_uncertaintydescribelocal_attributionslocal_interactionsplotD3shap
Dependencies:clicolorspacefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr
Explanations in natural language
Rendered fromvignette_iBreakDown_description.Rmd
usingknitr::rmarkdown
on Jan 23 2025.Last update: 2022-02-06
Started: 2019-07-30
General introduction: iBreakDown plots for Sinking of the RMS Titanic
Rendered fromvignette_iBreakDown_titanic.Rmd
usingknitr::rmarkdown
on Jan 23 2025.Last update: 2020-07-19
Started: 2019-03-15