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