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Authors and Citation

Authors

  • Chitu Okoli. Author, maintainer.

Citation

Source: inst/CITATION

Okoli C (2023). “Statistical inference using machine learning and classical techniques based on accumulated local effects (ALE).” arXiv, 1-30. doi:10.48550/arXiv.2310.09877, https://arxiv.org/abs/2310.09877. 

@Article{alestatsarxiv,
  title = {Statistical inference using machine learning and classical techniques based on accumulated local effects (ALE)},
  author = {Chitu Okoli},
  year = {2023},
  journal = {arXiv},
  doi = {10.48550/arXiv.2310.09877},
  url = {https://arxiv.org/abs/2310.09877},
  pages = {1-30},
}

Okoli C (2024). “Reliable Inference from Human-Centred Datasets with Accumulated Local Effects.” Conference, https://submissions.mirasmart.com/InformsAnnual2024/Itinerary/PresentationDetail.aspx?evdid=6275. 

@Unpublished{aleinforms24,
  note = {Conference},
  author = {Chitu Okoli},
  title = {Reliable Inference from Human-Centred Datasets with Accumulated Local Effects},
  booktitle = {2024 INFORMS Annual Meeting},
  year = {2024},
  url = {https://submissions.mirasmart.com/InformsAnnual2024/Itinerary/PresentationDetail.aspx?evdid=6275},
}

Okoli C (2024). “Model-Agnostic Interpretability: Effect Size Measures from Accumulated Local Effects (ALE).” Conference, https://sites.google.com/view/data-science-2024/program. 

@Unpublished{alestatsinformsds,
  note = {Conference},
  author = {Chitu Okoli},
  title = {Model-Agnostic Interpretability: Effect Size Measures from Accumulated Local Effects (ALE)},
  booktitle = {INFORMS Workshop on Data Science 2024},
  year = {2024},
  url = {https://sites.google.com/view/data-science-2024/program},
}

Okoli C (2025). ale: Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE). R package version 0.5.0, https://CRAN.R-project.org/package=ale. 

@Manual{,
  title = {ale: Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE)},
  author = {Chitu Okoli},
  year = {2025},
  note = {R package version 0.5.0},
  url = {https://CRAN.R-project.org/package=ale},
}