Other packages > Find by keyword >

xplaineff  

Decomposing Global Feature Effects Based on Feature Interactions
View on CRAN: Click here


Download and install xplaineff package within the R console
Install from CRAN:
install.packages("xplaineff")

Install from Github:
library("remotes")
install_github("cran/xplaineff")

Install by package version:
library("remotes")
install_version("xplaineff", "0.1.0")



Attach the package and use:
library("xplaineff")
Maintained by
Zizheng Zhang
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-09-14
Latest Update: 2026-09-14
Description:
Implements the GADGET (Generalized Additive Decomposition of Global EffecTs) algorithm for interpretable machine learning. The package recursively partitions the feature space to minimize heterogeneity of feature effects (e.g., Accumulated Local Effects or Partial Dependence), producing a tree of regions where effects are more stable. It supports both ALE and PD strategies, works with 'mlr3' learners and provides visualization of the interaction tree and regional effect plots. The method is described in Herbinger, J., Wright, M. N., Nagler, T., Bischl, B., and Casalicchio, G. (2024), "Decomposing Global Feature Effects Based on Feature Interactions" <https://jmlr.org/papers/volume25/23-0699/23-0699.pdf>.
How to cite:
Zizheng Zhang (2026). xplaineff: Decomposing Global Feature Effects Based on Feature Interactions. R package version 0.1.0, https://cran.r-project.org/web/packages/xplaineff. Accessed 10 Nov. 2026.
Previous versions and publish date:
(2026-09-29 13:30), 0.1.0 (2026-09-14 17:00)
Other packages that cited xplaineff R package
View xplaineff citation profile
Other R packages that xplaineff depends, imports, suggests or enhances
Complete documentation for xplaineff
Functions, R codes and Examples using the xplaineff R package
Full xplaineff package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

cosinor2  
Extended Tools for Cosinor Analysis of Rhythms
Statistical procedures for calculating population ...
Download / Learn more Package Citations See dependency  
MazamaSpatialUtils  
Spatial Data Download and Utility Functions
A suite of conversion functions to create internally standardized spatial polygons data frames. Uti ...
Download / Learn more Package Citations See dependency  
CNLTtsa  
Complex-Valued Wavelet Lifting for Univariate and Bivariate Time Series Analysis
Implementations of recent complex-valued wavelet spectral procedures for analysis of irregularly sam ...
Download / Learn more Package Citations See dependency  
OBIC  
Calculate the Open Bodem Index (OBI) Score
The Open Bodem Index (OBI) is a method to evaluate the quality of soils of agricultural fields in Th ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
rbooster  
AdaBoost Framework for Any Classifier
This is a simple package which provides a function that boosts pre-ready or custom-made classifiers ...
Download / Learn more Package Citations See dependency  

29,369

R Packages

247,686

Dependencies

77,665

Author Associations

29,370

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA