Package: EIX 1.1

Ewelina Karbowiak

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:Ewelina Karbowiak [aut, cre], Przemyslaw Biecek [aut, ths]

EIX_1.1.tar.gz
EIX_1.1.zip(r-4.5)EIX_1.1.zip(r-4.4)EIX_1.1.zip(r-4.3)
EIX_1.1.tgz(r-4.5-any)EIX_1.1.tgz(r-4.4-any)EIX_1.1.tgz(r-4.3-any)
EIX_1.1.tar.gz(r-4.5-noble)EIX_1.1.tar.gz(r-4.4-noble)
EIX_1.1.tgz(r-4.4-emscripten)EIX_1.1.tgz(r-4.3-emscripten)
EIX.pdf |EIX.html
EIX/json (API)

# 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 299 downloads 4 exports 82 dependencies

Last updated 4 years agofrom:66f1c981b5. Checks:8 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 09 2025
R-4.5-winOKFeb 09 2025
R-4.5-macOKFeb 09 2025
R-4.5-linuxOKFeb 09 2025
R-4.4-winOKFeb 09 2025
R-4.4-macOKFeb 09 2025
R-4.3-winOKFeb 09 2025
R-4.3-macOKFeb 09 2025

Exports:importanceinteractionslollipopwaterfall

Dependencies:base64encbslibcachemclicodetoolscolorspacecpp11DALEXdata.tabledatawizarddigestdplyrevaluatefansifarverfastmapfontawesomeforeachfsgenericsggiraphggiraphExtraggplot2ggrepelgluegridExtragtablehighrhtmltoolshtmlwidgetsiBreakDowningredientsinsightisobanditeratorsjquerylibjsonlitekernelshapknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellmycornlmepillarpkgconfigplyrppcorpurrrR6rappdirsRColorBrewerRcppreshape2rlangrmarkdownsassscalessjlabelledsjmiscstringistringrsystemfontstibbletidyrtidyselecttinytexutf8uuidvctrsviridisLitewithrxfunxgboostyaml

EIX: Explain Interactions in XGBoost

Rendered fromEIX.Rmdusingknitr::rmarkdownon Feb 09 2025.

Last update: 2019-05-28
Started: 2018-12-12

EIX: Titanic data

Rendered fromtitanic_data.Rmdusingknitr::rmarkdownon Feb 09 2025.

Last update: 2019-05-28
Started: 2019-05-01