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Gruppiert nach: Dokumententyp | Veröffentlichungsdatum
Anzahl der Publikationen: 11

Zeitschriftenartikel

Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Słowiński, Roman ORCID logoORCID: https://orcid.org/0000-0002-5200-7795 (2024): Preference learning and multiple criteria decision aiding: differences, commonalities, and synergies–part I. In: 4OR, Bd. 22, Nr. 2: S. 179-209 [PDF, 710kB]

Konferenzbeitrag

Heid, Stefan; Kornowicz, Jaroslaw; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Thommes, Kirsten ORCID logoORCID: https://orcid.org/0000-0002-8057-7162 (November 2024): Human-AI Co-Construction of Interpretable Predictive Models: The Case of Scoring Systems. 34. Workshop Computational Intelligence, Berlin, Germany, 21.-22. November 2024. Schulte, Horst; Hoffmann, Frank und Mikut, Ralf (Hrsg.): KIT Scientific Publishing. S. 233-252 [PDF, 448kB]

Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (September 2024): Explaining Change in Models and Data with Global Feature Importance and Effects. TempXAI: Explainable AI for Time Series and Data Streams Tutorial-Workshop, Vilnius, Lithuania, 9. - 13. September 2024. [PDF, 243kB]

Fumagalli, Fabian; Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; HÜllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 (Juli 2024): KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions. 41st International Conference on Machine Learning (ICML 2024), Vienna, Austria, 21. - 27. July 2024. In: Proceedings of the 41st International Conference on Machine Learning, Proceedings of Machine Learning Research Bd. 235 PMLR. S. 14308-14342 [PDF, 1MB]

Kolpaczki, Patrick; Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Mai 2024): SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. 27th International Conference on Artificial Intelligence and Statistics (AISTATS 2024), Valencia, Spain, 2. - 4. May 2024. In: Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, Proceedings of Machine Learning Research Bd. 238 PMLR. S. 3520-3528 [PDF, 8MB]

Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (Februar 2024): Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. AAAI Conference on Artificial Intelligence 2024, Vancouver, Canada, 20-27 February 2024. Proceedings of the AAAI Conference on Artificial Intelligence. Bd. 38, Nr. 13 S. 14388-14396 [PDF, 3MB]

Kolpaczki, Patrick; Bengs, Viktor ORCID logoORCID: https://orcid.org/0000-0001-6988-6186; Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (2024): Approximating the Shapley Value without Marginal Contributions. AAAI Conference on Artificial Intelligence 2024, Vancouver, Canada, 20-27 February 2024. Proceedings of the AAAI Conference on Artificial Intelligence. Bd. 38, Nr. 12 S. 13246-13255 [PDF, 2MB]

Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 (Dezember 2023): SHAP-IQ: Unified Approximation of any-order Shapley Interactions. 37th Annual Conference on Neural Information Processing Systems (NeurIPS 2023), New Orleans, Louisiana, USA, 10. - 16. December 2023. In: Proceedings of the 37th Annual Conference on Neural Information Processing Systems, Advances in Neural Information Processing Systems Bd. 36 Curran Associates, Inc.. S. 11515-11551 [PDF, 1MB]

Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 (4. Oktober 2023): On Feature Removal for Explainability in Dynamic Environments. ESANN 2023 - European Symposium on Artificial Neural Networks, Bruges, Belgium, 4-6 October 2023. In: Proceedings of ESANN 2023, S. 83-88 [PDF, 1MB]

Muschalik, Maximilian ORCID logoORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID logoORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID logoORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID logoORCID: https://orcid.org/0000-0002-9944-4108 (18. September 2023): iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. Joint European Conference on Machine Learning and Knowledge Discovery in Databases, Torino, Italy, 18-22 September, 2023. In: Machine Learning and Knowledge Discovery in Databases: Research Track, Bd. 14171 Cham: Springer. S. 428-445 [PDF, 3MB]

Hanselle, Jonas; Fürnkranz, Johannes und Hüllermeier, Eyke (2023): Probabilistic Scoring Lists for Interpretable Machine Learning. 26th International Conference on Discovery Science (DS 2023), Porto, Portugal, October 9-11, 2023. In: Discovery Science, Bd. 14276 Cham: Springer. S. 189-203 [PDF, 1MB]

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