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116 Publications
2022 | Journal Article | LibreCat-ID: 32866
Shollo, A., Hopf, K., Thiess, T., & Müller, O. (2022). Shifting ML value creation mechanisms: A process model of ML value creation. The Journal of Strategic Information Systems, 31(3), Article 101734. https://doi.org/10.1016/j.jsis.2022.101734
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2022 | Journal Article | LibreCat-ID: 35620
Kucklick, J.-P., & Müller, O. (2022). Tackling the Accuracy–Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal. ACM Transactions on Management Information Systems. https://doi.org/10.1145/3567430
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2022 | Conference Paper | LibreCat-ID: 36912
Löhr, B., Brennig, K., Bartelheimer, C., Beverungen, D., & Müller, O. (2022). Process Mining of Knowledge-Intensive Processes: An Action Design Research Study in Manufacturing. International Conference on Business Process Management. https://doi.org/10.1007/978-3-031-16103-2_18
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2022 | Conference Paper | LibreCat-ID: 42631
Caron, M. (2022). Shortcut Learning in Financial Text Mining: Exposing the Overly Optimistic Performance Estimates of Text Classification Models under Distribution Shift. 2022 IEEE International Conference on Big Data (Big Data). 2022 IEEE International Conference on Big Data (Big Data), Osaka, Japan. https://doi.org/10.1109/bigdata55660.2022.10020933
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2022 | Conference Paper | LibreCat-ID: 25113
Caron, M., Bäumer, F. S., & Müller, O. (2022). Towards Automated Moderation: Enabling Toxic Language Detection with Transfer Learning and Attention-Based Models. 55th Hawaii International Conference on System Sciences (HICSS). 55th Hawaii International Conference on System Sciences (HICSS), Online.
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2022 | Conference Paper | LibreCat-ID: 41486
Caron, M., Bartelheimer, C., & Müller, O. (2022). Towards a Reliable & Transparent Approach to Data-Driven Brand Valuation. Proceeding of the 28th Americas Conference on Information Systems (AMCIS). 28th Americas Conference on Information Systems (AMCIS), Minneapolis, USA.
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2021 | Conference Paper | LibreCat-ID: 21204 | 
Kucklick, J.-P., & Müller, O. (2021). 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.
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2021 | Conference Paper | LibreCat-ID: 22514 |
Kucklick, J.-P., Müller, J., Beverungen, D., & Müller, O. (2021). Quantifying the Impact of Location Data for Real Estate Appraisal – A GIS-based Deep Learning Approach. In European Conference on Information Systems. Virtual.
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2021 | Book Chapter | LibreCat-ID: 32868
Nagbøl, P. R., Müller, O., & Krancher, O. (2021). Designing a Risk Assessment Tool for Artificial Intelligence Systems. In The Next Wave of Sociotechnical Design. Springer International Publishing. https://doi.org/10.1007/978-3-030-82405-1_32
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2021 | Conference Paper | LibreCat-ID: 26812 |
Leffrang, D., & Müller, O. (2021). Should I Follow this Model? The Effect of Uncertainty Visualization on the Acceptance of Time Series Forecasts. IEEE Workshop on TRust and EXpertise in Visual Analytics. 2021 IEEE Visualization conference. https://doi.org/10.1109/TREX53765.2021.00009
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2021 | Conference Paper | LibreCat-ID: 24547
Müller, O., Caron, M., Döring, M., Heuwinkel, T., & Baumeister, J. (n.d.). PIVOT: A Parsimonious End-to-End Learning Framework for Valuing Player Actions in Handball using Tracking Data. 8th Workshop on Machine Learning and Data Mining for Sports Analytics (ECML PKDD 2021). European Conference on Machine Learning and Principles and Practice of Knowledge Discovery (ECML PKDD 2021), Online.
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2021 | Conference Paper | LibreCat-ID: 25029
Caron, M., Gulenko, M., & Müller, O. (2021). To the Moon! Analyzing the Community of “Degenerates” Engaged in the Surge of the GME Stock. 42nd International Conference on Information Systems (ICIS 2021). 42nd International Conference on Information Systems (ICIS 2021), Austin, Texas.
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2020 | Conference Paper | LibreCat-ID: 17140
Thiess, T., Müller, O., & Tonelli, L. (2020). Design Principles for Explainable Sales Win-Propensity Prediction Systems. In International Conference on Wirtschaftsinformatik. https://doi.org/10.30844/wi_2020_c8-thiess
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2020 | Conference Paper | LibreCat-ID: 17095
Grytz, R., Krohn-Grimberghe, A., & Müller, O. (2020). Business Intelligence & Analytics Cost Accounting: An Action Design Research Approach. European Conference on Information Systems.
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2020 | Conference Paper | LibreCat-ID: 35660
Kucklick, J.-P., Kamm, M. R., Schneider, J., & vom Brocke, J. (2020). Extending Loyalty Programs with BI Functionalities A Case Study for Brick-and-Mortar Stores. Proceedings of the 53rd Hawaii International Conference on System Sciences. 53th Annual Hawaii International Conference on System Sciences (HICSS-53).
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2020 | Journal Article | LibreCat-ID: 35662
Kamm, M. R., Kucklick, J.-P., Schneider, J., & vom Brocke, J. (2020). Data mining for small shops: Empowering brick-and-mortar stores through BI functionalities of a loyalty program1. Information Systems Management, 38(4), 270–286. https://doi.org/10.1080/10580530.2020.1855486
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2020 | Conference Paper | LibreCat-ID: 21563
Caron, M., & Müller, O. (2020). Hardening Soft Information: A Transformer-Based Approach to Forecasting Stock Return Volatility. 2020 IEEE International Conference on Big Data (Big Data), 4383–4391. https://doi.org/10.1109/BigData50022.2020.9378134
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2019 | Journal Article | LibreCat-ID: 4682
Schmiedel, T., Müller, O., & vom Brocke, J. (2019). Topic Modeling as a Strategy of Inquiry in Organizational Research: A Tutorial With an Application Example on Organizational Culture. Organizational Research Methods, 941--968. https://doi.org/10.1177/1094428118773858
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2019 | Book Chapter | LibreCat-ID: 16251
Müller, O. (2019). Structuring Unstructured Data—Or: How Machine Learning Can Make You a Wine Sommelier. In The Art of Structuring. https://doi.org/10.1007/978-3-030-06234-7_29
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