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35 Publications
2024 | Journal Article | LibreCat-ID: 53073
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, Proceedings of the AAAI Conference on Artificial Intelligence 38 (2024) 14388–14396.
LibreCat
| DOI
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, Proceedings of the AAAI Conference on Artificial Intelligence 38 (2024) 14388–14396.
2024 | Conference Abstract | LibreCat-ID: 53069 | 
Effects of task difficulty on visual processing speed
N.C. Banh, I. Scharlau, in: 2024.
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N.C. Banh, I. Scharlau, in: 2024.
2023 | Conference Paper | LibreCat-ID: 46067 |
Contrastiveness in the context of action demonstration: an eye-tracking study on its effects on action perception and action recall
A. Singh, K.J. Rohlfing, in: Proceedings of the Annual Meeting of the Cognitive Science Society 45 (45), Cognitive Science Society, Sydney, Australia, 2023.
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A. Singh, K.J. Rohlfing, in: Proceedings of the Annual Meeting of the Cognitive Science Society 45 (45), Cognitive Science Society, Sydney, Australia, 2023.
2023 | Conference Paper | LibreCat-ID: 48355 |
On Feature Importance and Interpretability of Speaker Representations
F. Rautenberg, M. Kuhlmann, J. Wiechmann, F. Seebauer, P. Wagner, R. Haeb-Umbach, in: ITG Conference on Speech Communication, 2023.
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| arXiv
F. Rautenberg, M. Kuhlmann, J. Wiechmann, F. Seebauer, P. Wagner, R. Haeb-Umbach, in: ITG Conference on Speech Communication, 2023.
2023 | Conference Paper | LibreCat-ID: 48410 |
Explaining voice characteristics to novice voice practitioners-How successful is it?
J. Wiechmann, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 20th International Congress of the Phonetic Sciences (ICPhS) , 2023.
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J. Wiechmann, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 20th International Congress of the Phonetic Sciences (ICPhS) , 2023.
2023 | Conference Paper | LibreCat-ID: 48595
The Importance of Distrust in AI
T.M. Peters, R.W. Visser, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2023.
LibreCat
| DOI
T.M. Peters, R.W. Visser, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2023.
2023 | Journal Article | LibreCat-ID: 48777
Incremental permutation feature importance (iPFI): towards online explanations on data streams
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning (2023).
LibreCat
| DOI
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning (2023).
2023 | Journal Article | LibreCat-ID: 48779
“I do not know! but why?” — Local model-agnostic example-based explanations of reject
A. Artelt, R. Visser, B. Hammer, Neurocomputing 558 (2023).
LibreCat
| DOI
A. Artelt, R. Visser, B. Hammer, Neurocomputing 558 (2023).
2023 | Conference Paper | LibreCat-ID: 47448
Adding Why to What? Analyses of an Everyday Explanation
L. Terfloth, M. Schaffer, H.M. Buhl, C. Schulte, in: Springer, Cham, 2023.
LibreCat
| DOI
L. Terfloth, M. Schaffer, H.M. Buhl, C. Schulte, in: Springer, Cham, 2023.
2023 | Conference Paper | LibreCat-ID: 44853 |
What is AI Ethics? Ethics as means of self-regulation and the need for critical reflection
S. Alpsancar, in: International Conference on Computer Ethics 2023, 2023, pp. 1--17.
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S. Alpsancar, in: International Conference on Computer Ethics 2023, 2023, pp. 1--17.
2023 | Journal Article | LibreCat-ID: 51345
A new algorithmic imaginary
C. Schulz, Media, Culture & Society 45 (2023) 646–655.
LibreCat
| DOI
C. Schulz, Media, Culture & Society 45 (2023) 646–655.
2023 | Preprint | LibreCat-ID: 51372
Towards Interpretability in Audio and Visual Affective Machine Learning: A Review
D. Johnson, O. Hakobyan, H. Drimalla, (2023).
LibreCat
D. Johnson, O. Hakobyan, H. Drimalla, (2023).
2023 | Journal Article | LibreCat-ID: 51371
EEG Correlates of Distractions and Hesitations in Human–Robot Interaction: A LabLinking Pilot Study
B. Richter, F. Putze, G. Ivucic, M. Brandt, C. Schütze, R. Reisenhofer, B. Wrede, T. Schultz, Multimodal Technologies and Interaction 7 (2023).
LibreCat
| DOI
B. Richter, F. Putze, G. Ivucic, M. Brandt, C. Schütze, R. Reisenhofer, B. Wrede, T. Schultz, Multimodal Technologies and Interaction 7 (2023).
2023 | Conference Paper | LibreCat-ID: 51367
SNAPE: A Sequential Non-Stationary Decision Process Model for Adaptive Explanation Generation
A. Robrecht, S. Kopp, in: Proceedings of the 15th International Conference on Agents and Artificial Intelligence, SCITEPRESS - Science and Technology Publications, 2023, pp. 48–58.
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| DOI
A. Robrecht, S. Kopp, in: Proceedings of the 15th International Conference on Agents and Artificial Intelligence, SCITEPRESS - Science and Technology Publications, 2023, pp. 48–58.
2023 | Conference Paper | LibreCat-ID: 51370
Technical Transparency for Robot Navigation Through AR Visualizations
L. Dyck, H. Beierling, R. Helmert, A.-L. Vollmer, in: Companion of the 2023 ACM/IEEE International Conference on Human-Robot Interaction, ACM, 2023, pp. 720–724.
LibreCat
| DOI
L. Dyck, H. Beierling, R. Helmert, A.-L. Vollmer, in: Companion of the 2023 ACM/IEEE International Conference on Human-Robot Interaction, ACM, 2023, pp. 720–724.
2023 | Journal Article | LibreCat-ID: 51368
Does Explainability Require Transparency?
E. Esposito, Sociologica 16 (2023) 17–27.
LibreCat
| DOI
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.
LibreCat
| DOI
E. Esposito, Sociologica 16 (2023) 1–4.
2023 | Conference Paper | LibreCat-ID: 44849 |
Speech Disentanglement for Analysis and Modification of Acoustic and Perceptual Speaker Characteristics
F. Rautenberg, M. Kuhlmann, J. Ebbers, J. Wiechmann, F. Seebauer, P. Wagner, R. Haeb-Umbach, in: Fortschritte Der Akustik - DAGA 2023, 2023, pp. 1409–1412.
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F. Rautenberg, M. Kuhlmann, J. Ebbers, J. Wiechmann, F. Seebauer, P. Wagner, R. Haeb-Umbach, in: Fortschritte Der Akustik - DAGA 2023, 2023, pp. 1409–1412.
2023 | Book Chapter | LibreCat-ID: 48776
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Machine Learning and Knowledge Discovery in Databases: Research Track, Springer Nature Switzerland, Cham, 2023.
LibreCat
| DOI
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Machine Learning and Knowledge Discovery in Databases: Research Track, Springer Nature Switzerland, Cham, 2023.
2023 | Book Chapter | LibreCat-ID: 48778
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios
M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, E. Huellermeier, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2023.
LibreCat
| DOI
M. Muschalik, F. Fumagalli, R. Jagtani, B. Hammer, E. Huellermeier, in: Communications in Computer and Information Science, Springer Nature Switzerland, Cham, 2023.
2023 | Journal Article | LibreCat-ID: 50262
Incremental permutation feature importance (iPFI): towards online explanations on data streams
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning 112 (2023) 4863–4903.
LibreCat
| DOI
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, Machine Learning 112 (2023) 4863–4903.
2023 | Conference Paper | LibreCat-ID: 48775
On Feature Removal for Explainability in Dynamic Environments
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, in: ESANN 2023 Proceedings, i6doc.com publ., 2023.
LibreCat
| DOI
F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, in: ESANN 2023 Proceedings, i6doc.com publ., 2023.
2023 | Conference Paper | LibreCat-ID: 52230
SHAP-IQ: Unified Approximation of any-order Shapley Interactions
F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, B. Hammer, in: NeurIPS 2023 - Advances in Neural Information Processing Systems, Curran Associates, Inc., 2023, pp. 11515--11551.
LibreCat
F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, B. Hammer, in: NeurIPS 2023 - Advances in Neural Information Processing Systems, Curran Associates, Inc., 2023, pp. 11515--11551.
2022 | Conference Abstract | LibreCat-ID: 46289 |
Folgen wiederholter Negation auf die Aufmerksamkeit
N.C. Banh, I. Scharlau, K.J. Rohlfing, in: C. Bermeitinger, W. Greve (Eds.), 52. Kongress Der Deutschen Gesellschaft Für Psychologie, 2022.
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N.C. Banh, I. Scharlau, K.J. Rohlfing, in: C. Bermeitinger, W. Greve (Eds.), 52. Kongress Der Deutschen Gesellschaft Für Psychologie, 2022.
2022 | Conference Abstract | LibreCat-ID: 46285
Gesundes Misstrauen gegenüber Erklärungen
T.M. Peters, I. Scharlau, in: C. Bermeitinger, W. Greve (Eds.), 52. Kongress Der Deutschen Gesellschaft Für Psychologie, Pabst Science Publisher, 2022.
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T.M. Peters, I. Scharlau, in: C. Bermeitinger, W. Greve (Eds.), 52. Kongress Der Deutschen Gesellschaft Für Psychologie, Pabst Science Publisher, 2022.
2022 | Conference Paper | LibreCat-ID: 33696 |
Technically enabled explaining of voice characteristics
J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&P), 2022.
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J. Wiechmann, T. Glarner, F. Rautenberg, P. Wagner, R. Haeb-Umbach, in: 18. Phonetik Und Phonologie Im Deutschsprachigen Raum (P&P), 2022.
2022 | Journal Article | LibreCat-ID: 51348
What is Missing in XAI So Far?
U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 303–315.
LibreCat
| DOI
U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 303–315.
2022 | Journal Article | LibreCat-ID: 51366
Explainable AI
U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 207–210.
LibreCat
| DOI
U. Schmid, B. Wrede, KI - Künstliche Intelligenz 36 (2022) 207–210.
2022 | Journal Article | LibreCat-ID: 51365
AI: Back to the Roots?
B. Wrede, KI - Künstliche Intelligenz 36 (2022) 117–120.
LibreCat
| DOI
B. Wrede, KI - Künstliche Intelligenz 36 (2022) 117–120.
2022 | Journal Article | LibreCat-ID: 51349
Exploring Monological and Dialogical Phases in Naturally Occurring Explanations
J.B. Fisher, V. Lohmer, F. Kern, W. Barthlen, S. Gaus, K. Rohlfing, KI - Künstliche Intelligenz 36 (2022) 317–326.
LibreCat
| DOI
J.B. Fisher, V. Lohmer, F. Kern, W. Barthlen, S. Gaus, K. Rohlfing, KI - Künstliche Intelligenz 36 (2022) 317–326.
2022 | Journal Article | LibreCat-ID: 51344
Which “motionese” parameters change with children's age? Disentangling attention-getting from action-structuring modifications
K. Rohlfing, A.-L. Vollmer, J. Fritsch, B. Wrede, Frontiers in Communication 7 (2022).
LibreCat
| DOI
K. Rohlfing, A.-L. Vollmer, J. Fritsch, B. Wrede, Frontiers in Communication 7 (2022).
2022 | Conference Paper | LibreCat-ID: 51343
Formalizing cognitive biases in medical diagnostic reasoning
D. Battefeld, S. Kopp, in: Presented at the 8th Workshop on Formal and Cognitive Reasoning (FCR), Trier., 2022.
LibreCat
D. Battefeld, S. Kopp, in: Presented at the 8th Workshop on Formal and Cognitive Reasoning (FCR), Trier., 2022.
2022 | Conference Paper | LibreCat-ID: 51346
An Architecture Supporting Configurable Autonomous Multimodal Joint-Attention-Therapy for Various Robotic Systems
A. Groß, C. Schütze, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 154–159.
LibreCat
| DOI
A. Groß, C. Schütze, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 154–159.
2022 | Conference Paper | LibreCat-ID: 51347
Enabling Non-Technical Domain Experts to Create Robot-Assisted Therapeutic Scenarios via Visual Programming
C. Schütze, A. Groß, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 166–170.
LibreCat
| DOI
C. Schütze, A. Groß, B. Wrede, B. Richter, in: INTERNATIONAL CONFERENCE ON MULTIMODAL INTERACTION, ACM, 2022, pp. 166–170.
2022 | Journal Article | LibreCat-ID: 48780
Agnostic Explanation of Model Change based on Feature Importance
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, KI - Künstliche Intelligenz 36 (2022) 211–224.
LibreCat
| DOI
M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, KI - Künstliche Intelligenz 36 (2022) 211–224.