Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory

F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, J. Herbinger, in: Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), PMLR, 2025, pp. 5140–5148.

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Conference Paper | English
Author
Fumagalli, Fabian; Muschalik, Maximilian; Hüllermeier, Eyke; Hammer, Barbara; Herbinger, Julia
Publishing Year
Proceedings Title
Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS)
forms.conference.field.series_title_volume.label
Proceedings of Machine Learning Research
Volume
258
Page
5140-5148
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Fumagalli F, Muschalik M, Hüllermeier E, Hammer B, Herbinger J. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory. In: Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS). Vol 258. Proceedings of Machine Learning Research. PMLR; 2025:5140-5148.
Fumagalli, F., Muschalik, M., Hüllermeier, E., Hammer, B., & Herbinger, J. (2025). Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory. Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 258, 5140–5148.
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_Herbinger_2025, series={Proceedings of Machine Learning Research}, title={Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory}, volume={258}, booktitle={Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS)}, publisher={PMLR}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara and Herbinger, Julia}, year={2025}, pages={5140–5148}, collection={Proceedings of Machine Learning Research} }
Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer, and Julia Herbinger. “Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory.” In Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 258:5140–48. Proceedings of Machine Learning Research. PMLR, 2025.
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, and J. Herbinger, “Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory,” in Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 2025, vol. 258, pp. 5140–5148.
Fumagalli, Fabian, et al. “Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory.” Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS), vol. 258, PMLR, 2025, pp. 5140–48.

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