To cite scientific or statistical use of package 'ale' in publications use:To cite the software package itself use:
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.
Okoli C (2024).“Reliable Inference from Human-Centred Datasets with Accumulated Local Effects.”Conference,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.
Okoli C (2025).ale: Interpretable Machine Learning and Statistical Inference withAccumulated Local Effects (ALE).R package version 0.5.3,https://CRAN.R-project.org/package=ale.
Corresponding BibTeX entries:
@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journal = {arXiv}, doi = {10.48550/arXiv.2310.09877}, url = {https://arxiv.org/abs/2310.09877}, pages = {1-30}, } @Unpublished{aleinforms24, note = {Conference}, author = {Chitu Okoli}, title = {Reliable Inference from Human-Centred Datasets with Accumulated Local Effects}, booktitle =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= {2024}, url = {https://submissions.mirasmart.com/InformsAnnual2024/Itinerary/PresentationDetail.aspx?evdid=6275}, } @Unpublished{alestatsinformsds, note = {Conference}, author = {Chitu Okoli}, title = {Model-Agnostic Interpretability: Effect Size Measures from Accumulated Local Effects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}, } @Manual{, title = {ale: Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE)}, author = {Chitu Okoli}, year = {2025}, note = {R package version 0.5.3}, url = {https://CRAN.R-project.org/package=ale}, }