7 Publikationen
-
2024 | Zeitschriftenaufsatz | Veröffentlicht | PUB-ID: 2988165Muschalik, Maximilian, Fumagalli, Fabian, Hammer, Barbara, and Hüllermeier, Eyke. 2024. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles”. Proceedings of the AAAI Conference on Artificial Intelligence 38 (13): 14388-14396.
-
2023 | Konferenzbeitrag | PUB-ID: 2987580Fumagalli, Fabian, Muschalik, Maximilian, Kolpaczki, Patrick, Hüllermeier, Eyke, and Hammer, Barbara. 2023. “SHAP-IQ: Unified Approximation of any-order Shapley Interactions”. In Advances in Neural Information Processing Systems 36 (NeurIPS 2023).
-
-
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983943Muschalik, Maximilian, Fumagalli, Fabian, Hammer, Barbara, and Hüllermeier, Eyke. 2023. “iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams”. In Machine Learning and Knowledge Discovery in Databases: Research Track. European Conference, ECML PKDD 2023, Turin, Italy, September 18–22, 2023, Proceedings, Part III, ed. Danai Koutra, Claudia Plant, Manuel Gomez Rodriguez, Elena Baralis, and Francesco Bonchi, 428-445. Lecture Notes in Computer Science. Cham: Springer Nature Switzerland.
-
-
2023 | Sammelwerksbeitrag | Veröffentlicht | PUB-ID: 2983942Muschalik, Maximilian, Fumagalli, Fabian, Jagtani, Rohit, Hammer, Barbara, and Hüllermeier, Eyke. 2023. “iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios”. In Explainable Artificial Intelligence. First World Conference, xAI 2023, Lisbon, Portugal, July 26–28, 2023, Proceedings, Part I, ed. Luca Longo, 177-194. Communications in Computer and Information Science. Cham: Springer Nature Switzerland.
-
2022 | Zeitschriftenaufsatz | E-Veröff. vor dem Druck | PUB-ID: 2964421Muschalik, Maximilian, Fumagalli, Fabian, Hammer, Barbara, and Hüllermeier, Eyke. 2022. “Agnostic Explanation of Model Change based on Feature Importance”. KI - Künstliche Intelligenz.