Please note that LibreCat no longer supports Internet Explorer versions 8 or 9 (or earlier).
We recommend upgrading to the latest Internet Explorer, Google Chrome, or Firefox.
8 Publications
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
2023 | Journal Article | LibreCat-ID: 48779
@article{Artelt_Visser_Hammer_2023, title={“I do not know! but why?” — 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} }
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 48776
@inbook{Muschalik_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} }
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 48778
@inbook{Muschalik_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} }
LibreCat
| DOI
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
| DOI
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={ESANN 2023 proceedings}, publisher={i6doc.com publ.}, 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={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} }
LibreCat
2024 | Journal Article | LibreCat-ID: 53073
@article{Muschalik_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} }
LibreCat
| DOI