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35 Publications
2024 | Journal Article | LibreCat-ID: 53073
M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles,” Proceedings of the AAAI Conference on Artificial Intelligence, vol. 38, no. 13, pp. 14388–14396, 2024, doi: 10.1609/aaai.v38i13.29352.
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| DOI
2024 | Conference Abstract | LibreCat-ID: 53069 | 
N. C. Banh and I. Scharlau, “Effects of task difficulty on visual processing speed,” presented at the Tagung experimentell arbeitender Psycholog:innen (TeaP), Regensburg, 2024.
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2023 | Conference Paper | LibreCat-ID: 46067 |
A. Singh and K. J. Rohlfing, “Contrastiveness in the context of action demonstration: an eye-tracking study on its effects on action perception and action recall,” presented at the 45th Annual Conference of the Cognitive Science Society, Sydney, 2023.
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2023 | Conference Paper | LibreCat-ID: 48355 |
F. Rautenberg, M. Kuhlmann, J. Wiechmann, F. Seebauer, P. Wagner, and R. Haeb-Umbach, “On Feature Importance and Interpretability of Speaker Representations,” presented at the ITG Conference on Speech Communication, Aachen, 2023.
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2023 | Conference Paper | LibreCat-ID: 48410 |
J. Wiechmann, F. Rautenberg, P. Wagner, and R. Haeb-Umbach, “Explaining voice characteristics to novice voice practitioners-How successful is it?,” 2023.
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2023 | Conference Paper | LibreCat-ID: 48595
T. M. Peters and R. W. Visser, “The Importance of Distrust in AI,” 2023, doi: 10.1007/978-3-031-44070-0_15.
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| DOI
2023 | Journal Article | LibreCat-ID: 48777
F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “Incremental permutation feature importance (iPFI): towards online explanations on data streams,” Machine Learning, 2023, doi: 10.1007/s10994-023-06385-y.
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2023 | Journal Article | LibreCat-ID: 48779
A. Artelt, R. Visser, and B. Hammer, “‘I do not know! but why?’ — Local model-agnostic example-based explanations of reject,” Neurocomputing, vol. 558, Art. no. 126722, 2023, doi: 10.1016/j.neucom.2023.126722.
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| DOI
2023 | Conference Paper | LibreCat-ID: 47448
L. Terfloth, M. Schaffer, H. M. Buhl, and C. Schulte, “Adding Why to What? Analyses of an Everyday Explanation,” presented at the 1st World Conference on eXplainable Artificial Intelligence (xAI 2023), Lisboa, 2023, doi: 10.1007/978-3-031-44070-0_13.
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2023 | Conference Paper | LibreCat-ID: 44853 |
S. Alpsancar, “What is AI Ethics? Ethics as means of self-regulation and the need for critical reflection ,” in International Conference on Computer Ethics 2023, Chicago, Illinois, 2023, vol. 1, no. 1, pp. 1--17.
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2023 | Journal Article | LibreCat-ID: 51345
C. Schulz, “A new algorithmic imaginary,” Media, Culture & Society, vol. 45, no. 3, pp. 646–655, 2023, doi: 10.1177/01634437221136014.
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| DOI
2023 | Preprint | LibreCat-ID: 51372
D. Johnson, O. Hakobyan, and H. Drimalla, “Towards Interpretability in Audio and Visual Affective Machine Learning: A Review.” 2023.
LibreCat
2023 | Journal Article | LibreCat-ID: 51371
B. Richter et al., “EEG Correlates of Distractions and Hesitations in Human–Robot Interaction: A LabLinking Pilot Study,” Multimodal Technologies and Interaction, vol. 7, no. 4, Art. no. 37, 2023, doi: 10.3390/mti7040037.
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| DOI
2023 | Conference Paper | LibreCat-ID: 51367
A. Robrecht and S. 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, Lisbon, 2023, pp. 48–58, doi: 10.5220/0011671300003393.
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| DOI
2023 | Conference Paper | LibreCat-ID: 51370
L. Dyck, H. Beierling, R. Helmert, and A.-L. Vollmer, “Technical Transparency for Robot Navigation Through AR Visualizations,” in Companion of the 2023 ACM/IEEE International Conference on Human-Robot Interaction, Stockholm , 2023, pp. 720–724, doi: 10.1145/3568294.3580181.
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| DOI
2023 | Journal Article | LibreCat-ID: 51368
E. Esposito, “Does Explainability Require Transparency?,” Sociologica, vol. 16, no. 3, pp. 17–27, 2023, doi: 10.6092/ISSN.1971-8853/15804.
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| DOI
2023 | Journal Article | LibreCat-ID: 51369
E. Esposito, “Explaining Machines: Social Management of Incomprehensible Algorithms. Introduction,” Sociologica, vol. 16, no. 3, pp. 1–4, 2023, doi: 10.6092/ISSN.1971-8853/16265.
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| DOI
2023 | Conference Paper | LibreCat-ID: 44849 |
F. Rautenberg et al., “Speech Disentanglement for Analysis and Modification of Acoustic and Perceptual Speaker Characteristics,” in Fortschritte der Akustik - DAGA 2023, Hamburg, 2023, pp. 1409–1412.
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2023 | Book Chapter | LibreCat-ID: 48776
M. Muschalik, F. Fumagalli, B. Hammer, and E. 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.
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| DOI
2023 | Journal Article | LibreCat-ID: 50262
F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “Incremental permutation feature importance (iPFI): towards online explanations on data streams,” Machine Learning, vol. 112, no. 12, pp. 4863–4903, 2023, doi: 10.1007/s10994-023-06385-y.
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| DOI
2023 | Conference Paper | LibreCat-ID: 48775
F. Fumagalli, M. Muschalik, E. Hüllermeier, and B. Hammer, “On Feature Removal for Explainability in Dynamic Environments,” presented at the ESANN 2023 - European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, Bruges (Belgium) and online, 2023, doi: 10.14428/esann/2023.es2023-148.
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| DOI
2023 | Conference Paper | LibreCat-ID: 52230
F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, and B. Hammer, “SHAP-IQ: Unified Approximation of any-order Shapley Interactions,” in NeurIPS 2023 - Advances in Neural Information Processing Systems, 2023, vol. 36, pp. 11515--11551.
LibreCat
2022 | Conference Abstract | LibreCat-ID: 46289 |
N. C. Banh, I. Scharlau, and K. J. Rohlfing, “Folgen wiederholter Negation auf die Aufmerksamkeit,” in 52. Kongress der Deutschen Gesellschaft für Psychologie, Hildesheim, Germany, 2022.
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2022 | Conference Abstract | LibreCat-ID: 46285
T. M. Peters and I. Scharlau, “Gesundes Misstrauen gegenüber Erklärungen,” in 52. Kongress der Deutschen Gesellschaft für Psychologie, Hildesheim, Germany, 2022.
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2022 | Conference Paper | LibreCat-ID: 33696 |
J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, and R. Haeb-Umbach, “Technically enabled explaining of voice characteristics,” Bielefeld, 2022.
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2022 | Journal Article | LibreCat-ID: 51348
U. Schmid and B. Wrede, “What is Missing in XAI So Far?,” KI - Künstliche Intelligenz, vol. 36, no. 3–4, pp. 303–315, 2022, doi: 10.1007/s13218-022-00786-2.
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| DOI
2022 | Journal Article | LibreCat-ID: 51366
U. Schmid and B. Wrede, “Explainable AI,” KI - Künstliche Intelligenz, vol. 36, no. 3–4, pp. 207–210, 2022, doi: 10.1007/s13218-022-00788-0.
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| DOI
2022 | Journal Article | LibreCat-ID: 51365
B. Wrede, “AI: Back to the Roots?,” KI - Künstliche Intelligenz, vol. 36, no. 2, pp. 117–120, 2022, doi: 10.1007/s13218-022-00773-7.
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| DOI
2022 | Journal Article | LibreCat-ID: 51349
J. B. Fisher, V. Lohmer, F. Kern, W. Barthlen, S. Gaus, and K. Rohlfing, “Exploring Monological and Dialogical Phases in Naturally Occurring Explanations,” KI - Künstliche Intelligenz, vol. 36, no. 3–4, pp. 317–326, 2022, doi: 10.1007/s13218-022-00787-1.
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2022 | Journal Article | LibreCat-ID: 51344
K. Rohlfing, A.-L. Vollmer, J. Fritsch, and B. Wrede, “Which ‘motionese’ parameters change with children’s age? Disentangling attention-getting from action-structuring modifications,” Frontiers in Communication, vol. 7, 2022, doi: 10.3389/fcomm.2022.922405.
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| DOI
2022 | Conference Paper | LibreCat-ID: 51343
D. Battefeld and S. Kopp, “Formalizing cognitive biases in medical diagnostic reasoning,” presented at the Presented at the 8th Workshop on Formal and Cognitive Reasoning (FCR), Trier, 2022.
LibreCat
2022 | Conference Paper | LibreCat-ID: 51346
A. Groß, C. Schütze, B. Wrede, and B. Richter, “An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems,” in INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, 2022, pp. 154–159, doi: 10.1145/3536220.3558070.
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| DOI
2022 | Conference Paper | LibreCat-ID: 51347
C. Schütze, A. Groß, B. Wrede, and B. Richter, “Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming,” in INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, 2022, pp. 166–170, doi: 10.1145/3536220.3558072.
LibreCat
| DOI
2022 | Journal Article | LibreCat-ID: 48780
M. Muschalik, F. Fumagalli, B. Hammer, and E. Huellermeier, “Agnostic Explanation of Model Change based on Feature Importance,” KI - Künstliche Intelligenz, vol. 36, no. 3–4, pp. 211–224, 2022, doi: 10.1007/s13218-022-00766-6.
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