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9 Publications
2025 | Journal Article | LibreCat-ID: 61156 | 
Forms of Understanding for XAI-Explanations
H. Buschmeier, H.M. Buhl, F. Kern, A. Grimminger, H. Beierling, J.B. Fisher, A. Groß, I. Horwath, N. Klowait, S.T. Lazarov, M. Lenke, V. Lohmer, K. Rohlfing, I. Scharlau, A. Singh, L. Terfloth, A.-L. Vollmer, Y. Wang, A. Wilmes, B. Wrede, Cognitive Systems Research 94 (2025).
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H. Buschmeier, H.M. Buhl, F. Kern, A. Grimminger, H. Beierling, J.B. Fisher, A. Groß, I. Horwath, N. Klowait, S.T. Lazarov, M. Lenke, V. Lohmer, K. Rohlfing, I. Scharlau, A. Singh, L. Terfloth, A.-L. Vollmer, Y. Wang, A. Wilmes, B. Wrede, Cognitive Systems Research 94 (2025).
2024 | Conference Paper | LibreCat-ID: 53073
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024, pp. 14388–14396.
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M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024, pp. 14388–14396.
2023 | Journal Article | LibreCat-ID: 51368
Does Explainability Require Transparency?
E. Esposito, Sociologica 16 (2023) 17–27.
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E. Esposito, Sociologica 16 (2023) 17–27.
2023 | Journal Article | LibreCat-ID: 51369
Explaining Machines: Social Management of Incomprehensible Algorithms. Introduction
E. Esposito, Sociologica 16 (2023) 1–4.
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E. Esposito, Sociologica 16 (2023) 1–4.
2023 | Journal Article | LibreCat-ID: 45299
HIEF: a holistic interpretability and explainability framework
J.-P. Kucklick, Journal of Decision Systems (2023) 1–41.
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J.-P. Kucklick, Journal of Decision Systems (2023) 1–41.
2023 | Conference Paper | LibreCat-ID: 56477
A Prototype of an Interactive Clinical Decision Support System with Counterfactual Explanations
F. Liedeker, P. Cimiano, in: 2023.
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F. Liedeker, P. Cimiano, in: 2023.
2022 | Conference Paper | LibreCat-ID: 27506 |
Visual Interpretability of Image-based Real Estate Appraisal
J.-P. Kucklick, in: 55th Annual Hawaii International Conference on System Sciences (HICSS-55), 2022.
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J.-P. Kucklick, in: 55th Annual Hawaii International Conference on System Sciences (HICSS-55), 2022.
2022 | Conference Paper | LibreCat-ID: 29539 |
Towards a model- and data-focused taxonomy of XAI systems
J.-P. Kucklick, in: Wirtschaftsinformatik 2022 Proceedings, 2022.
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J.-P. Kucklick, in: Wirtschaftsinformatik 2022 Proceedings, 2022.
2021 | Journal Article | LibreCat-ID: 24456 |
Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems
K.J. Rohlfing, P. Cimiano, I. Scharlau, T. Matzner, H.M. Buhl, H. Buschmeier, E. Esposito, A. Grimminger, B. Hammer, R. Haeb-Umbach, I. Horwath, E. Hüllermeier, F. Kern, S. Kopp, K. Thommes, A.-C. Ngonga Ngomo, C. Schulte, H. Wachsmuth, P. Wagner, B. Wrede, IEEE Transactions on Cognitive and Developmental Systems 13 (2021) 717–728.
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K.J. Rohlfing, P. Cimiano, I. Scharlau, T. Matzner, H.M. Buhl, H. Buschmeier, E. Esposito, A. Grimminger, B. Hammer, R. Haeb-Umbach, I. Horwath, E. Hüllermeier, F. Kern, S. Kopp, K. Thommes, A.-C. Ngonga Ngomo, C. Schulte, H. Wachsmuth, P. Wagner, B. Wrede, IEEE Transactions on Cognitive and Developmental Systems 13 (2021) 717–728.