8 Publikationen
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2024 | Konferenzbeitrag | PUB-ID: 2991394SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through StratificationPUB
Kolpaczki P, Muschalik M, Fumagalli F, Hammer B, Hüllermeier E (2024)
In: Proceedings of The 27th International Conference on Artificial Intelligence and Statistics. Dasgupta S, Mandt S, Li Y (Eds); Proceedings of Machine Learning Research, 238. PMLR: 3520-3528. -
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2988165Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree EnsemblesPUB | DOI
Muschalik M, Fumagalli F, Hammer B, Hüllermeier E (2024)
Proceedings of the AAAI Conference on Artificial Intelligence 38(13): 14388-14396. -
2023 | Konferenzbeitrag | PUB-ID: 2987580SHAP-IQ: Unified Approximation of any-order Shapley InteractionsPUB | Download (ext.) | arXiv
Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B (2023)
In: Advances in Neural Information Processing Systems 36 (NeurIPS 2023). -
2023 | Konferenzbeitrag | Veröffentlicht | PUB-ID: 2983756On Feature Removal for Explainability in Dynamic EnvironmentsPUB | DOI
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B (2023)
In: ESANN 2023 proceedings. 83-88. -
2023 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2983727Incremental permutation feature importance (iPFI): towards online explanations on data streamsPUB | DOI | WoS
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B (2023)
Machine Learning . -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983942iPDP: On Partial Dependence Plots in Dynamic Modeling ScenariosPUB | DOI
Muschalik M, Fumagalli F, Jagtani R, Hammer B, Hüllermeier E (2023)
In: Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part I. Longo L (Ed); Communications in Computer and Information Science. Cham: Springer Nature Switzerland: 177-194. -
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983943iSAGE: An Incremental Version of SAGE for Online Explanation on Data StreamsPUB | DOI
Muschalik M, Fumagalli F, Hammer B, Hüllermeier E (2023)
In: Machine Learning and Knowledge Discovery in Databases: Research Track. European Conference, ECML PKDD 2023, Turin, Italy, September 18–22, 2023, Proceedings, Part III. Koutra D, Plant C, Gomez Rodriguez M, Baralis E, Bonchi F (Eds); Lecture Notes in Computer Science. Cham: Springer Nature Switzerland: 428-445. -
2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2964421Agnostic Explanation of Model Change based on Feature ImportancePUB | DOI | Download (ext.) | WoS
Muschalik M, Fumagalli F, Hammer B, Hüllermeier E (2022)
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