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

Ruggero G. Pensa, Anton Crombach, Sergio Peignier, Christophe Rigotti. Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-clustering Feature Importance. Machine Learning, 114(12):287, December 2025. [doi]

@article{PensaCPR25,
  title = {Explaining Random Forest and XGBoost with Shallow Decision Trees by Co-clustering Feature Importance},
  author = {Ruggero G. Pensa and Anton Crombach and Sergio Peignier and Christophe Rigotti},
  year = {2025},
  month = {December},
  doi = {10.1007/s10994-025-06932-9},
  url = {https://doi.org/10.1007/s10994-025-06932-9},
  researchr = {https://researchr.org/publication/PensaCPR25},
  cites = {0},
  citedby = {0},
  journal = {Machine Learning},
  volume = {114},
  number = {12},
  pages = {287},
}