Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.”https://doi.org/10.1609/aaai.v38i13.29352__Proceedings of the AAAI Conference on Artificial Intelligence 38, no. 13 (2024): 14388–96.https://doi.org/10.1609/aaai.v38i13.29352 .
LibreCat: /record/53073
DOI: 10.1609/aaai.v38i13.29352

Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.”https://doi.org/10.1007/978-3-031-43418-1_26__In Machine Learning and Knowledge Discovery in Databases: Research Track. Cham: Springer Nature Switzerland, 2023.https://doi.org/10.1007/978-3-031-43418-1_26 .
LibreCat: /record/48776
DOI: 10.1007/978-3-031-43418-1_26

Muschalik, Maximilian, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, and Eyke Huellermeier. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.”https://doi.org/10.1007/978-3-031-44064-9_11__In Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2023.https://doi.org/10.1007/978-3-031-44064-9_11 .
LibreCat: /record/48778
DOI: 10.1007/978-3-031-44064-9_11

Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “On Feature Removal for Explainability in Dynamic Environments.”https://doi.org/10.14428/esann/2023.es2023-148__In ESANN 2023 Proceedings. i6doc.com publ., 2023.https://doi.org/10.14428/esann/2023.es2023-148 .
LibreCat: /record/48775
DOI: 10.14428/esann/2023.es2023-148

Fumagalli, Fabian, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, and Barbara Hammer. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” In NeurIPS 2023 - Advances in Neural Information Processing Systems, 36:11515--11551. Curran Associates, Inc., 2023.
LibreCat: /record/52230

Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Agnostic Explanation of Model Change Based on Feature Importance.”https://doi.org/10.1007/s13218-022-00766-6__KI - Künstliche Intelligenz 36, no. 3–4 (2022): 211–24.https://doi.org/10.1007/s13218-022-00766-6 .
LibreCat: /record/48780
DOI: 10.1007/s13218-022-00766-6