CRAN/E | SHAPforxgboost

SHAPforxgboost

SHAP Plots for 'XGBoost'

Installation

About

Aid in visual data investigations using SHAP (SHapley Additive exPlanation) visualization plots for 'XGBoost' and 'LightGBM'. It provides summary plot, dependence plot, interaction plot, and force plot and relies on the SHAP implementation provided by 'XGBoost' and 'LightGBM'. Please refer to 'slundberg/shap' for the original implementation of SHAP in 'Python'.

github.com/liuyanguu/SHAPforxgboost
Bug report File report

Key Metrics

Version 0.1.3
R ≥ 3.5.0
Published 2023-05-29 185 days ago
Needs compilation? no
License MIT
License File
CRAN checks SHAPforxgboost results

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Maintainer

Maintainer

Yang Liu

lyhello@gmail.com

Authors

Yang Liu

aut / cre

Allan Just

aut / ctb

Michael Mayer

ctb

Material

README
NEWS
Reference manual
Package source

Vignettes

Basic Workflow

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

SHAPforxgboost archive

Depends

R ≥ 3.5.0

Imports

stats
ggplot2 ≥ 3.0.0
xgboost ≥ 0.81.0.0
data.table ≥ 1.12.0
ggforce ≥ 0.2.1.9000
ggExtra ≥ 0.8
RColorBrewer ≥ 1.1.2
ggpubr
BBmisc

Suggests

knitr
rmarkdown
gridExtra ≥ 2.3
here
parallel
lightgbm ≥ 2.1