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6 Publications
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
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 | 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