Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. Proceedings of the AAAI Conference on Artificial Intelligence. 2024;38(13):14388-14396. doi:10.1609/aaai.v38i13.29352
LibreCat: /record/53073
DOI: 10.1609/aaai.v38i13.29352

Artelt A, Visser R, Hammer B. “I do not know! but why?”10.1016/j.neucom.2023.126722__— Local model-agnostic example-based explanations of reject. Neurocomputing. 2023;558. doi:10.1016/j.neucom.2023.126722
LibreCat: /record/48779
DOI: 10.1016/j.neucom.2023.126722

Muschalik M, Fumagalli F, Hammer B, Huellermeier E. iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In: Machine Learning and Knowledge Discovery in Databases: Research Track. Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43418-1_26
LibreCat: /record/48776
DOI: 10.1007/978-3-031-43418-1_26

Muschalik M, Fumagalli F, Jagtani R, Hammer B, Huellermeier E. iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In: Communications in Computer and Information Science. Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-44064-9_11
LibreCat: /record/48778
DOI: 10.1007/978-3-031-44064-9_11

Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. Incremental permutation feature importance (iPFI): towards online explanations on data streams. Machine Learning. 2023;112(12):4863-4903. doi:10.1007/s10994-023-06385-y
LibreCat: /record/50262
DOI: 10.1007/s10994-023-06385-y

Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. On Feature Removal for Explainability in Dynamic Environments. In: ESANN 2023 Proceedings. i6doc.com publ.; 2023. doi:10.14428/esann/2023.es2023-148
LibreCat: /record/48775
DOI: 10.14428/esann/2023.es2023-148

Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. SHAP-IQ: Unified Approximation of any-order Shapley Interactions. In: NeurIPS 2023 - Advances in Neural Information Processing Systems. Vol 36. Curran Associates, Inc.; 2023:11515--11551.
LibreCat: /record/52230

Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Agnostic Explanation of Model Change based on Feature Importance. KI - Künstliche Intelligenz. 2022;36(3-4):211-224. doi:10.1007/s13218-022-00766-6
LibreCat: /record/48780
DOI: 10.1007/s13218-022-00766-6