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57 Publications


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 | Journal Article | LibreCat-ID: 45112
Beverungen, Daniel, Dennis Kundisch, Milad Mirbabaie, Oliver Müller, Guido Schryen, Simon Thanh-Nam Trang, and Matthias Trier. “Digital Responsibility – a Multilevel Framework for Responsible Digitalization.” Business & Information Systems Engineering 65, no. 4 (2023): 463–74. https://doi.org/10.1007/s12599-023-00822-x.
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2023 | Conference Paper | LibreCat-ID: 37312 | OA
Leffrang, Dirk, Kevin Bösch, and Oliver Müller. “Do People Recover from Algorithm Aversion? An Experimental Study of Algorithm Aversion over Time.” In Hawaii International Conference on System Sciences, 2023.
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2023 | Conference Paper | LibreCat-ID: 50121
Leffrang, Dirk. “AI Washing: The Framing Effect of Labels on Algorithmic Advice Utilization.” In International Conference on Information Systems, 2023.
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2023 | Conference Paper | LibreCat-ID: 50118
Leffrang, Dirk. “The Broken Leg of Algorithm Appreciation: An Experimental Study on the Effect of Unobserved Variables on Advice Utilization.” In Wirtschaftsinformatik Conference, 2023.
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2023 | Conference Paper | LibreCat-ID: 50431 | OA
Halimeh, Haya, Florian Freese, and Oliver Müller. “Event Recommendations through the Lens of Vision and Language Foundation Models.” In Workshop on Recommenders in Tourism, Co-Located with the 17th ACM Conference on Recommender Systems, 2023.
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2023 | Conference Paper | LibreCat-ID: 45270 | OA
Halimeh, Haya, Matthew Caron, and Oliver Müller. “Early Depression Detection with Transformer Models: Analyzing the Relationship between Linguistic and Psychology-Based Features.” In Hawaii International Conference on System Sciences, 2023.
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2023 | Conference Paper | LibreCat-ID: 50437
Reimann, Raphael, and Matthew Caron. “Analyzing the Needs of Ukrainian Refugees on Telegram in Real-Time: A Machine Learning Approach.” In Wirtschaftsinformatik, 2023.
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2023 | Conference Paper | LibreCat-ID: 37058
Brennig, Katharina, and Oliver Müller. “More Isn’t Always Better – Measuring Customers’ Preferences for Digital Process Transparency.” In Hawaii International Conference on System Sciences, 2023.
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2023 | Conference Paper | LibreCat-ID: 50459
Brock, Jonathan, Bernd Löhr, Katharina Brennig, Thilo Seger, Christian Bartelheimer, Sebastian von Enzberg, Arno Kühn, and Roman Dumitrescu. “A Process Mining Maturity Model: Enabling Organizations to Assess and Improve Their Process Mining Activities.” In European Conference on Information Systems, 2023.
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2023 | Book Chapter | LibreCat-ID: 50450
Brennig, Katharina, Kay Benkert, Bernd Löhr, and Oliver Müller. “Text-Aware Predictive Process Monitoring of Knowledge-Intensive Processes: Does Control Flow Matter?” In Business Process Management Workshops, 2023. https://doi.org/10.1007/978-3-031-50974-2_33.
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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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2022 | Journal Article | LibreCat-ID: 32866
Shollo, Arisa, Konstantin Hopf, Tiemo Thiess, and Oliver Müller. “Shifting ML Value Creation Mechanisms: A Process Model of ML Value Creation.” The Journal of Strategic Information Systems 31, no. 3 (2022). https://doi.org/10.1016/j.jsis.2022.101734.
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2022 | Journal Article | LibreCat-ID: 35620
Kucklick, Jan-Peter, and Oliver Müller. “Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-Based Real Estate Appraisal.” ACM Transactions on Management Information Systems, 2022. https://doi.org/10.1145/3567430.
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2022 | Conference Paper | LibreCat-ID: 36912
Löhr, Bernd, Katharina Brennig, Christian Bartelheimer, Daniel Beverungen, and Oliver Müller. “Process Mining of Knowledge-Intensive Processes: An Action Design Research Study in Manufacturing.” In International Conference on Business Process Management, 2022. https://doi.org/10.1007/978-3-031-16103-2_18.
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2022 | Conference Paper | LibreCat-ID: 42631
Caron, Matthew. “Shortcut Learning in Financial Text Mining: Exposing the Overly Optimistic Performance Estimates of Text Classification Models under Distribution Shift.” In 2022 IEEE International Conference on Big Data (Big Data). IEEE, 2022. https://doi.org/10.1109/bigdata55660.2022.10020933.
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2022 | Conference Paper | LibreCat-ID: 25113
Caron, Matthew, Frederik S. Bäumer, and Oliver Müller. “Towards Automated Moderation: Enabling Toxic Language Detection with Transfer Learning and Attention-Based Models.” In 55th Hawaii International Conference on System Sciences (HICSS), 2022.
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2021 | Conference Paper | LibreCat-ID: 21204 | OA
Kucklick, Jan-Peter, and Oliver Müller. “A Comparison of Multi-View Learning Strategies for Satellite Image-Based Real Estate Appraisal.” In The AAAI-21 Workshop on Knowledge Discovery from Unstructured Data in Financial Services, 2021.
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2021 | Conference Paper | LibreCat-ID: 22514 | OA
Kucklick, Jan-Peter, Jennifer Müller, Daniel Beverungen, and Oliver Müller. “Quantifying the Impact of Location Data for Real Estate Appraisal – A GIS-Based Deep Learning Approach.” In European Conference on Information Systems, 2021.
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