@articleMuschalik_Fumagalli_Hammer_Huellermeier_2024, title=Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles, volume=38, DOI=10.1609/aaai.v38i13.29352, number=13, journal=Proceedings of the AAAI Conference on Artificial Intelligence, publisher=Association for the Advancement of Artificial Intelligence (AAAI), author=Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke, year=2024, pages=14388–14396 

@articleArtelt_Visser_Hammer_2023, title=“I do not know! but why?”10.1016/j.neucom.2023.126722__— Local model-agnostic example-based explanations of reject, volume=558, DOI=10.1016/j.neucom.2023.126722, number=126722, journal=Neurocomputing, publisher=Elsevier BV, author=Artelt, André and Visser, Roel and Hammer, Barbara, year=2023 

@inbookMuschalik_Fumagalli_Hammer_Huellermeier_2023, place=Cham, title=iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams, DOI=10.1007/978-3-031-43418-1_26, booktitle=Machine Learning and Knowledge Discovery in Databases: Research Track, publisher=Springer Nature Switzerland, author=Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke, year=2023 

@inbookMuschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, place=Cham, title=iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios, DOI=10.1007/978-3-031-44064-9_11, booktitle=Communications in Computer and Information Science, publisher=Springer Nature Switzerland, author=Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke, year=2023 

@articleFumagalli_Muschalik_Hüllermeier_Hammer_2023, title=Incremental permutation feature importance (iPFI): towards online explanations on data streams, volume=112, DOI=10.1007/s10994-023-06385-y, number=12, journal=Machine Learning, publisher=Springer Science and Business Media LLC, author=Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara, year=2023, pages=4863–4903 

@inproceedingsFumagalli_Muschalik_Hüllermeier_Hammer_2023, title=On Feature Removal for Explainability in Dynamic Environments, DOI=10.14428/esann/2023.es2023-148, booktitle=ESANN 2023 proceedings, publisher=i6doc.com publ., author=Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara, year=2023 

@inproceedingsFumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title=SHAP-IQ: Unified Approximation of any-order Shapley Interactions, volume=36, booktitle=NeurIPS 2023 - Advances in Neural Information Processing Systems, publisher=Curran Associates, Inc., author=Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara, year=2023, pages=11515--11551 

@articleMuschalik_Fumagalli_Hammer_Huellermeier_2022, title=Agnostic Explanation of Model Change based on Feature Importance, volume=36, DOI=10.1007/s13218-022-00766-6, number=3–4, journal=KI - Künstliche Intelligenz, publisher=Springer Science and Business Media LLC, author=Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke, year=2022, pages=211–224