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35 Publications
2024 | Journal Article | LibreCat-ID: 53073
Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles.” Proceedings of the AAAI Conference on Artificial Intelligence 38, no. 13 (2024): 14388–96. https://doi.org/10.1609/aaai.v38i13.29352.
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2024 | Conference Abstract | LibreCat-ID: 53069 | 
Banh, Ngoc Chi, and Ingrid Scharlau. “Effects of Task Difficulty on Visual Processing Speed,” 2024.
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2023 | Conference Paper | LibreCat-ID: 46067 |
Singh, Amit, and Katharina J. Rohlfing. “Contrastiveness in the Context of Action Demonstration: An Eye-Tracking Study on Its Effects on Action Perception and Action Recall.” In Proceedings of the Annual Meeting of the Cognitive Science Society 45 (45). Sydney, Australia: Cognitive Science Society, 2023.
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2023 | Conference Paper | LibreCat-ID: 48355 |
Rautenberg, Frederik, Michael Kuhlmann, Jana Wiechmann, Fritz Seebauer, Petra Wagner, and Reinhold Haeb-Umbach. “On Feature Importance and Interpretability of Speaker Representations.” In ITG Conference on Speech Communication, 2023.
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| arXiv
2023 | Conference Paper | LibreCat-ID: 48410 |
Wiechmann, Jana, Frederik Rautenberg, Petra Wagner, and Reinhold Haeb-Umbach. “Explaining Voice Characteristics to Novice Voice Practitioners-How Successful Is It?” In 20th International Congress of the Phonetic Sciences (ICPhS) , 2023.
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2023 | Conference Paper | LibreCat-ID: 48595
Peters, Tobias Martin, and Roel W. Visser. “The Importance of Distrust in AI.” In Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2023. https://doi.org/10.1007/978-3-031-44070-0_15.
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2023 | Journal Article | LibreCat-ID: 48777
Fumagalli, Fabian, Maximilian Muschalik, Eyke Hüllermeier, and Barbara Hammer. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” Machine Learning, 2023. https://doi.org/10.1007/s10994-023-06385-y.
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2023 | Journal Article | LibreCat-ID: 48779
Artelt, André, Roel Visser, and Barbara Hammer. “‘I Do Not Know! But Why?’ — Local Model-Agnostic Example-Based Explanations of Reject.” Neurocomputing 558 (2023). https://doi.org/10.1016/j.neucom.2023.126722.
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2023 | Conference Paper | LibreCat-ID: 47448
Terfloth, Lutz, Michael Schaffer, Heike M. Buhl, and Carsten Schulte. “Adding Why to What? Analyses of an Everyday Explanation.” Springer, Cham, 2023. https://doi.org/10.1007/978-3-031-44070-0_13.
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2023 | Conference Paper | LibreCat-ID: 44853 |
Alpsancar, Suzana. “What Is AI Ethics? Ethics as Means of Self-Regulation and the Need for Critical Reflection .” In International Conference on Computer Ethics 2023, 1:1--17, 2023.
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2023 | Journal Article | LibreCat-ID: 51345
Schulz, Christian. “A New Algorithmic Imaginary.” Media, Culture & Society 45, no. 3 (2023): 646–55. https://doi.org/10.1177/01634437221136014.
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2023 | Preprint | LibreCat-ID: 51372
Johnson, David , Olya Hakobyan, and Hanna Drimalla. “Towards Interpretability in Audio and Visual Affective Machine Learning: A Review,” 2023.
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2023 | Journal Article | LibreCat-ID: 51371
Richter, Birte, Felix Putze, Gabriel Ivucic, Mara Brandt, Christian Schütze, Rafael Reisenhofer, Britta Wrede, and Tanja Schultz. “EEG Correlates of Distractions and Hesitations in Human–Robot Interaction: A LabLinking Pilot Study.” Multimodal Technologies and Interaction 7, no. 4 (2023). https://doi.org/10.3390/mti7040037.
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2023 | Conference Paper | LibreCat-ID: 51367
Robrecht, Amelie, and Stefan Kopp. “SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation.” In Proceedings of the 15th International Conference on Agents and Artificial Intelligence, 48–58. SCITEPRESS - Science and Technology Publications, 2023. https://doi.org/10.5220/0011671300003393.
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2023 | Conference Paper | LibreCat-ID: 51370
Dyck, Leonie, Helen Beierling, Robin Helmert, and Anna-Lisa Vollmer. “Technical Transparency for Robot Navigation Through AR Visualizations.” In Companion of the 2023 ACM/IEEE International Conference on Human-Robot Interaction, 720–24. ACM, 2023. https://doi.org/10.1145/3568294.3580181.
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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 | Conference Paper | LibreCat-ID: 44849 |
Rautenberg, Frederik, Michael Kuhlmann, Janek Ebbers, Jana Wiechmann, Fritz Seebauer, Petra Wagner, and Reinhold Haeb-Umbach. “Speech Disentanglement for Analysis and Modification of Acoustic and Perceptual Speaker Characteristics.” In Fortschritte Der Akustik - DAGA 2023, 1409–12, 2023.
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2023 | Book Chapter | LibreCat-ID: 48776
Muschalik, Maximilian, Fabian Fumagalli, Barbara Hammer, and Eyke Huellermeier. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” 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.
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2023 | Book Chapter | LibreCat-ID: 48778
Muschalik, Maximilian, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, and Eyke Huellermeier. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” In Communications in Computer and Information Science. Cham: Springer Nature Switzerland, 2023. https://doi.org/10.1007/978-3-031-44064-9_11.
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