Package: EIX 1.2.1

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Szymon Maksymiuk

EIX: Explain Interactions in 'XGBoost'

Structure mining from 'XGBoost' and 'LightGBM' models. Key functionalities of this package cover: visualisation of tree-based ensembles models, identification of interactions, measuring of variable importance, measuring of interaction importance, explanation of single prediction with break down plots (based on 'xgboostExplainer' and 'iBreakDown' packages). To download the 'LightGBM' use the following link: <https://github.com/Microsoft/LightGBM>. 'EIX' is a part of the 'DrWhy.AI' universe.

Authors:Szymon Maksymiuk [aut, cre], Ewelina Karbowiak [aut], Przemyslaw Biecek [aut, ths]

EIX_1.2.1.tar.gz
EIX_1.2.1.zip(r-4.6)EIX_1.2.1.zip(r-4.5)EIX_1.2.1.zip(r-4.4)
EIX_1.2.1.tgz(r-4.6-any)EIX_1.2.1.tgz(r-4.5-any)
EIX_1.2.1.tar.gz(r-4.6-any)EIX_1.2.1.tar.gz(r-4.5-any)
EIX_1.2.1.tgz(r-4.5-emscripten)
EIX.pdf |EIX.html✨
EIX/json (API)
NEWS

# Install 'EIX' in R:
install.packages('EIX', repos = c('https://modeloriented.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/modeloriented/eix/issues

Datasets:
  • HR_data - Why are our best and most experienced employees leaving prematurely?
  • titanic_data - Passengers and Crew on the RMS Titanic

On CRAN:

Conda:

5.72 score 26 stars 6 scripts 702 downloads 4 exports 89 dependencies

Last updated from:9d44e98dc6. Checks:9 OK. Indexed: yes.

TargetResultTotal timeArtifact
linux-devel-x86_64OK244
source / vignettesOK269
linux-release-x86_64OK263
macos-devel-arm64OK262
macos-release-arm64OK238
windows-develOK875
windows-releaseOK884
windows-oldrelOK881
wasm-releaseOK132

Exports:importanceinteractionslollipopwaterfall

Dependencies:base64encbslibcachemclicodetoolscpp11DALEXdata.tabledatawizarddigestdoFuturedplyrevaluatefarverfastmapfontawesomefontBitstreamVerafontLiberationfontquiverforeachfsfuturefuture.applygdtoolsgenericsggiraphggiraphExtraggplot2ggrepelglobalsgluegridExtragtablehighrhtmltoolshtmlwidgetsiBreakDowningredientsinsightisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglatticelifecyclelistenvmagrittrMASSMatrixmemoisemgcvmimemycornlmeparallellypillarpkgconfigplyrppcorpurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownS7sassscalessjlabelledsjmiscstringistringrsystemfontstibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxgboostyaml

EIX: Explain Interactions in XGBoost

Ewelina Karbowiak

Rendered fromEIX.Rmdusingknitr::rmarkdownon Feb 11 2026.

Last update: 2026-01-12
Started: 2018-12-12

EIX: Titanic data

Ewelina Karbowiak

Rendered fromtitanic_data.Rmdusingknitr::rmarkdownon Feb 11 2026.

Last update: 2026-01-12
Started: 2019-05-01

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