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Package: EIX
Title: Explain Interactions in 'XGBoost'
Version: 1.2.1
Authors@R: c(
person("Szymon", "Maksymiuk", email = "sz.maksymiuk@gmail.com", role = c("aut", "cre")),
person("Ewelina", "Karbowiak", email = "ewelina.karbowiak12@gmail.com", role = c("aut")),
person("Przemyslaw", "Biecek", email = "przemyslaw.biecek@gmail.com", role = c("aut","ths"))
)
Description: 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.
Depends: R (>= 3.5.0)
License: GPL-2
Encoding: UTF-8
LazyData: true
Imports:
MASS,
ggplot2,
data.table,
purrr,
xgboost,
DALEX,
ggrepel,
ggiraphExtra,
iBreakDown,
tidyr,
scales
RoxygenNote: 7.3.2
Suggests:
Matrix,
knitr,
rmarkdown,
lightgbm
VignetteBuilder: knitr
URL: https://github.com/ModelOriented/EIX
BugReports: https://github.com/ModelOriented/EIX/issues