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# CITATION.cff file created with {cffr} R package
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cff-version: 1.2.0
message: 'To cite package "xplaineff" in publications use:'
type: software
license: MIT
title: 'xplaineff: Decomposing Global Feature Effects Based on Feature Interactions'
version: 0.1.1
doi: 10.32614/CRAN.package.xplaineff
abstract: 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>.
authors:
- family-names: Zhang
  given-names: Zizheng
  email: Zizheng.Zhang@stat.uni-muenchen.de
  orcid: https://orcid.org/0009-0009-4252-8018
- family-names: Bögel
  given-names: Coco
  orcid: https://orcid.org/0009-0002-0683-4957
- family-names: Casalicchio
  given-names: Giuseppe
  email: giuseppe.casalicchio@stat.uni-muenchen.de
  orcid: https://orcid.org/0000-0001-5324-5966
- family-names: Bischl
  given-names: Bernd
  orcid: https://orcid.org/0000-0001-6002-6980
repository: https://cran.r-universe.dev
repository-code: https://github.com/mlr-org/xplaineff
commit: 6958470630ec130ca8264cb25689e2433d5b4270
url: https://github.com/mlr-org/xplaineff
date-released: '2026-09-29'
contact:
- family-names: Zhang
  given-names: Zizheng
  email: Zizheng.Zhang@stat.uni-muenchen.de
  orcid: https://orcid.org/0009-0009-4252-8018