Package: EIX 1.2.1

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-4.7)EIX_1.2.1.zip(r-4.6)EIX_1.2.1.zip(r-4.5)
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-4.7-any)EIX_1.2.1.tar.gz(r-4.6-any)
EIX_1.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
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 5 scripts 690 downloads 4 exports 89 dependencies

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

TargetResultTimeFilesSyslog
linux-devel-x86_64OK234
source / vignettesOK209
linux-release-x86_64OK236
macos-release-arm64OK130
macos-oldrel-arm64OK158
windows-develOK238
windows-releaseOK171
windows-oldrelOK186
wasm-releaseOK113

Exports:importanceinteractionslollipopwaterfall

Dependencies:base64encbslibcachemclicodetoolscpp11DALEXdata.tabledatawizarddigestdoFuturedplyrevaluatefarverfastmapfontawesomefontBitstreamVerafontLiberationfontquiverforeachfsfuturefuture.applygdtoolsgenericsggiraphggiraphExtraggplot2ggrepelglobalsgluegridExtragtablehighrhtmltoolshtmlwidgetsiBreakDowningredientsinsightisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglatticelifecyclelistenvmagrittrMASSMatrixmemoisemgcvmimemycornlmeparallellypillarpkgconfigplyrppcorpurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownS7sassscalessjlabelledsjmiscstringistringrsystemfontstibbletidyrtidyselecttinytexutf8vctrsviridisLitewithrxfunxgboostyaml

EIX: Explain Interactions in XGBoost

Ewelina Karbowiak

Rendered fromEIX.Rmdusingknitr::rmarkdownon Jun 14 2026.

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

EIX: Titanic data

Ewelina Karbowiak

Rendered fromtitanic_data.Rmdusingknitr::rmarkdownon Jun 14 2026.

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