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29 Publications
2023 | Conference Paper | LibreCat-ID: 51767
Beer F, Schulz C. The Return of Black Box Theory in Explainable AI. In: 4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9.
LibreCat
2023 | Journal Article | LibreCat-ID: 50262
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
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2023 | Conference Paper | LibreCat-ID: 48778
Muschalik M, Fumagalli F, Jagtani R, Hammer B, Huellermeier E. iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In: Proceedings of the World Conference on Explainable Artificial Intelligence (XAI). ; 2023. doi:10.1007/978-3-031-44064-9_11
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2023 | Book Chapter | LibreCat-ID: 48776
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 - European Conference (ECML PKDD). Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43418-1_26
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2023 | Conference Paper | LibreCat-ID: 48775
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. On Feature Removal for Explainability in Dynamic Environments. In: Proceedings of the European Symposium on Artificial Neural Networks (ESANN). ; 2023. doi:10.14428/ESANN/2023.ES2023-148
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2023 | Conference Paper | LibreCat-ID: 52230
Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. SHAP-IQ: Unified Approximation of any-order Shapley Interactions. In: Advances in Neural Information Processing Systems (NeurIPS). Vol 36. ; 2023:11515--11551.
LibreCat
2023 | Journal Article | LibreCat-ID: 48603 | 
Reijers W. Technology and Civic Virtue. Philosophy & Technology. 2023;36(4). doi:10.1007/s13347-023-00669-w
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2022 | Journal Article | LibreCat-ID: 48780
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
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2021 | Journal Article | LibreCat-ID: 24456 |
Rohlfing KJ, Cimiano P, Scharlau I, et al. Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems. IEEE Transactions on Cognitive and Developmental Systems. 2021;13(3):717-728. doi:10.1109/tcds.2020.3044366
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