Muschalik, M., Fumagalli, F., Hammer, B., &; Huellermeier, E. (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.https://doi.org/10.1609/aaai.v38i13.29352 
LibreCat: /record/53073
DOI: 10.1609/aaai.v38i13.29352

Artelt, A., Visser, R., &; Hammer, B. (2023). “I do not know! but why?”https://doi.org/10.1016/j.neucom.2023.126722__— Local model-agnostic example-based explanations of reject. Neurocomputing, 558, Article 126722.https://doi.org/10.1016/j.neucom.2023.126722 
LibreCat: /record/48779
DOI: 10.1016/j.neucom.2023.126722

Muschalik, M., Fumagalli, F., Hammer, B., &; Huellermeier, E. (2023). 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.https://doi.org/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. (2023). iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In Communications in Computer and Information Science. Springer Nature Switzerland.https://doi.org/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. (2023). Incremental permutation feature importance (iPFI): towards online explanations on data streams. Machine Learning, 112(12), 4863–4903.https://doi.org/10.1007/s10994-023-06385-y 
LibreCat: /record/50262
DOI: 10.1007/s10994-023-06385-y

Fumagalli, F., Muschalik, M., Hüllermeier, E., &; Hammer, B. (2023). On Feature Removal for Explainability in Dynamic Environments. ESANN 2023 Proceedings. ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online.https://doi.org/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. (2023). SHAP-IQ: Unified Approximation of any-order Shapley Interactions. NeurIPS 2023 - Advances in Neural Information Processing Systems, 36, 11515--11551.
LibreCat: /record/52230

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