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29 Publications
2023 | Conference Paper | LibreCat-ID: 51767
@inproceedings{Beer_Schulz, title={The Return of Black Box Theory in Explainable AI}, booktitle={4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9}, author={Beer, Fabian and Schulz, Christian} }
LibreCat
2023 | Journal Article | LibreCat-ID: 50262
@article{Fumagalli_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} }
LibreCat
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2023 | Conference Paper | LibreCat-ID: 48778
@inproceedings{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={10.1007/978-3-031-44064-9_11}, booktitle={Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
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2023 | Book Chapter | LibreCat-ID: 48776
@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, 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 - European Conference (ECML PKDD)}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat
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2023 | Conference Paper | LibreCat-ID: 48775
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={10.14428/ESANN/2023.ES2023-148}, booktitle={Proceedings of the European Symposium on Artificial Neural Networks (ESANN)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }
LibreCat
| DOI
2023 | Conference Paper | LibreCat-ID: 52230
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }
LibreCat
2023 | Journal Article | LibreCat-ID: 48603 | 
@article{Reijers_2023, title={Technology and Civic Virtue}, volume={36}, DOI={10.1007/s13347-023-00669-w}, number={471}, journal={Philosophy & Technology}, publisher={Springer Science and Business Media LLC}, author={Reijers, Wessel}, year={2023} }
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2022 | Journal Article | LibreCat-ID: 48780
@article{Muschalik_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} }
LibreCat
| DOI
2021 | Journal Article | LibreCat-ID: 24456 |
@article{Rohlfing_Cimiano_Scharlau_Matzner_Buhl_Buschmeier_Esposito_Grimminger_Hammer_Haeb-Umbach_et al._2021, title={Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems}, volume={13}, DOI={10.1109/tcds.2020.3044366}, number={3}, journal={IEEE Transactions on Cognitive and Developmental Systems}, author={Rohlfing, Katharina J. and Cimiano, Philipp and Scharlau, Ingrid and Matzner, Tobias and Buhl, Heike M. and Buschmeier, Hendrik and Esposito, Elena and Grimminger, Angela and Hammer, Barbara and Haeb-Umbach, Reinhold and et al.}, year={2021}, pages={717–728} }
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