Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-Clustering Feature Importance

Cite

Text

Pensa et al. "Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-Clustering Feature Importance." Machine Learning, 2025. doi:10.1007/S10994-025-06932-9

Markdown

[Pensa et al. "Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-Clustering Feature Importance." Machine Learning, 2025.](https://mlanthology.org/mlj/2025/pensa2025mlj-explaining/) doi:10.1007/S10994-025-06932-9

BibTeX

@article{pensa2025mlj-explaining,
  title     = {{Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-Clustering Feature Importance}},
  author    = {Pensa, Ruggero G. and Crombach, Anton and Peignier, Sergio and Rigotti, Christophe},
  journal   = {Machine Learning},
  year      = {2025},
  pages     = {287},
  doi       = {10.1007/S10994-025-06932-9},
  volume    = {114},
  url       = {https://mlanthology.org/mlj/2025/pensa2025mlj-explaining/}
}