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9 Publications


2025 | Journal Article | LibreCat-ID: 61156 | OA
Buschmeier, Hendrik, Heike M. Buhl, Friederike Kern, Angela Grimminger, Helen Beierling, Josephine Beryl Fisher, André Groß, et al. “Forms of Understanding for XAI-Explanations.” Cognitive Systems Research 94 (2025). https://doi.org/10.1016/j.cogsys.2025.101419.
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2024 | Conference Paper | LibreCat-ID: 53073
Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.” In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 38:14388–96, 2024. https://doi.org/10.1609/aaai.v38i13.29352.
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2023 | Journal Article | LibreCat-ID: 51368
Esposito, Elena . “Does Explainability Require Transparency?” Sociologica 16, no. 3 (2023): 17–27. https://doi.org/10.6092/ISSN.1971-8853/15804.
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2023 | Journal Article | LibreCat-ID: 51369
Esposito, Elena. “Explaining Machines: Social Management of Incomprehensible Algorithms. Introduction.” Sociologica 16, no. 3 (2023): 1–4. https://doi.org/10.6092/ISSN.1971-8853/16265.
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2023 | Journal Article | LibreCat-ID: 45299
Kucklick, Jan-Peter. “HIEF: A Holistic Interpretability and Explainability Framework.” Journal of Decision Systems, 2023, 1–41. https://doi.org/10.1080/12460125.2023.2207268.
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2023 | Conference Paper | LibreCat-ID: 56477
Liedeker, Felix, and Philipp Cimiano. “A Prototype of an Interactive Clinical Decision Support System with Counterfactual Explanations,” 2023.
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2022 | Conference Paper | LibreCat-ID: 27506 | OA
Kucklick, Jan-Peter. “Visual Interpretability of Image-Based Real Estate Appraisal.” In 55th Annual Hawaii International Conference on System Sciences (HICSS-55), 2022.
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2022 | Conference Paper | LibreCat-ID: 29539 | OA
Kucklick, Jan-Peter. “Towards a Model- and Data-Focused Taxonomy of XAI Systems.” In Wirtschaftsinformatik 2022 Proceedings, 2022.
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2021 | Journal Article | LibreCat-ID: 24456 | OA
Rohlfing, Katharina J., Philipp Cimiano, Ingrid Scharlau, Tobias Matzner, Heike M. Buhl, Hendrik Buschmeier, Elena Esposito, et al. “Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.” IEEE Transactions on Cognitive and Developmental Systems 13, no. 3 (2021): 717–28. https://doi.org/10.1109/tcds.2020.3044366.
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