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Veröffentlichungsdatum
Anzahl der Publikationen: 13
2024
Muschalik, Maximilian 
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; HÜllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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]
ORCID: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; HÜllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Baniecki, Hubert; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Kolpaczki, Patrick; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(2024):
shapiq: Shapley Interactions for Machine Learning.
The Thirty-eight Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, BC, Canada, 10. - 15. December 2024.
[PDF, 4MB]
ORCID: https://orcid.org/0000-0002-6921-0204; Baniecki, Hubert; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Kolpaczki, Patrick; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(2024):
shapiq: Shapley Interactions for Machine Learning.
The Thirty-eight Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, BC, Canada, 10. - 15. December 2024.
[PDF, 4MB]
2023
Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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]
ORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Kolpaczki, Patrick; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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]
ORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: 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: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: 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]
Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591
(September 2023):
Incremental permutation feature importance (iPFI): towards online explanations on data streams.
In: Machine Learning, Bd. 112, Nr. 12: S. 4863-4903
[PDF, 10MB]
ORCID: https://orcid.org/0000-0003-3955-3510; Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108 und Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591
(September 2023):
Incremental permutation feature importance (iPFI): towards online explanations on data streams.
In: Machine Learning, Bd. 112, Nr. 12: S. 4863-4903
[PDF, 10MB]
Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Jagtani, Rohit; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2023):
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.
World Conference on Explainable Artificial Intelligence (xAI 2023), Lisboa, Portugal, 26-28 July 2023.
Longo, Luca (Hrsg.):
Cham: Springer Nature Switzerland. S. 177-194
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Jagtani, Rohit; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2023):
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.
World Conference on Explainable Artificial Intelligence (xAI 2023), Lisboa, Portugal, 26-28 July 2023.
Longo, Luca (Hrsg.):
Cham: Springer Nature Switzerland. S. 177-194
2022
Muschalik, Maximilian ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2022):
Agnostic Explanation of Model Change based on Feature Importance.
In: KI - Künstliche Intelligenz, Bd. 36, Nr. 3-4: S. 211-224
[PDF, 1MB]
ORCID: https://orcid.org/0000-0002-6921-0204; Fumagalli, Fabian ORCID: https://orcid.org/0000-0003-3955-3510; Hammer, Barbara ORCID: https://orcid.org/0000-0002-0935-5591 und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(Juli 2022):
Agnostic Explanation of Model Change based on Feature Importance.
In: KI - Künstliche Intelligenz, Bd. 36, Nr. 3-4: S. 211-224
[PDF, 1MB]
2021
Feldhans, Robert; Wilke, Adrian; Heindorf, Stefan; Shaker, Mohammad Hossein; Hammer, Barbara; Ngonga Ngomo, Axel-Cyrille und Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108
(November 2021):
Drift Detection in Text Data with Document Embeddings.
Intelligent Data Engineering and Automated Learning – IDEAL 2021, Manchester, United Kingdom, November 25-27, 2021.
In: Intelligent Data Engineering and Automated Learning – IDEAL 2021,
Bd. 13113
Cham: Springer. S. 107-118
ORCID: https://orcid.org/0000-0002-9944-4108
(November 2021):
Drift Detection in Text Data with Document Embeddings.
Intelligent Data Engineering and Automated Learning – IDEAL 2021, Manchester, United Kingdom, November 25-27, 2021.
In: Intelligent Data Engineering and Automated Learning – IDEAL 2021,
Bd. 13113
Cham: Springer. S. 107-118
Rohlfing, Katharina J. ORCID: https://orcid.org/0000-0002-5983-0071; Cimiano, Philipp; Scharlau, Ingrid ORCID: https://orcid.org/0000-0003-2364-9489; Matzner, Tobias; Buhl, Heike M.; Buschmeier, Hendrik ORCID: https://orcid.org/0000-0002-9613-5713; Esposito, Elena ORCID: https://orcid.org/0000-0002-3075-292X; Grimminger, Angela ORCID: https://orcid.org/0000-0002-5749-9362; Hammer, Barbara; Hab-Umbach, Reinhold ORCID: https://orcid.org/0000-0001-9468-7330; Horwath, Ilona ORCID: https://orcid.org/0000-0002-0564-7546; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Kern, Friederike; Kopp, Stefan ORCID: https://orcid.org/0000-0002-4047-9277; Thommes, Kirsten ORCID: https://orcid.org/0000-0002-8057-7162; Ngonga Ngomo, Axel-Cyrille; Schulte, Carsten; Wachsmuth, Henning; Wagner, Petra ORCID: https://orcid.org/0000-0001-6662-3612 und Wrede, Britta
(September 2021):
Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.
In: IEEE Transactions on Cognitive and Developmental Systems, Bd. 13, Nr. 3: S. 717-728
[PDF, 1MB]
ORCID: https://orcid.org/0000-0002-5983-0071; Cimiano, Philipp; Scharlau, Ingrid ORCID: https://orcid.org/0000-0003-2364-9489; Matzner, Tobias; Buhl, Heike M.; Buschmeier, Hendrik ORCID: https://orcid.org/0000-0002-9613-5713; Esposito, Elena ORCID: https://orcid.org/0000-0002-3075-292X; Grimminger, Angela ORCID: https://orcid.org/0000-0002-5749-9362; Hammer, Barbara; Hab-Umbach, Reinhold ORCID: https://orcid.org/0000-0001-9468-7330; Horwath, Ilona ORCID: https://orcid.org/0000-0002-0564-7546; Hüllermeier, Eyke ORCID: https://orcid.org/0000-0002-9944-4108; Kern, Friederike; Kopp, Stefan ORCID: https://orcid.org/0000-0002-4047-9277; Thommes, Kirsten ORCID: https://orcid.org/0000-0002-8057-7162; Ngonga Ngomo, Axel-Cyrille; Schulte, Carsten; Wachsmuth, Henning; Wagner, Petra ORCID: https://orcid.org/0000-0001-6662-3612 und Wrede, Britta
(September 2021):
Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.
In: IEEE Transactions on Cognitive and Developmental Systems, Bd. 13, Nr. 3: S. 717-728
[PDF, 1MB]