Professorship for Information Systems, in particular Data Science
Organisational unit: Professoship
Organisation profile
The Business Informatics working group, in particular Data Science, headed by Prof Dr Burkhardt Funk, is dedicated to the development and application of data-driven methods for decision support in companies and public institutions.
Main research areas
The research focus lies on the use of data science and machine learning to analyse large amounts of data in order to optimise processes and decisions. A central topic is the development of intelligent systems that support decisions through data-based predictions. Fields of application include healthcare and various operational functions (e.g. marketing, accounting). We have developed approaches for predicting the effectiveness and personalisation of healthcare interventions, methods for extracting knowledge from documents (business documents, scientific papers) and for optimal budget allocation in marketing.
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YouCallo – Tapping the Knowledge of Social Groupware Systems
Bachmann, A. & Funk, B., 09.2010, Interaktive Kulturen: Workshop-Band; Proceedings der Workshops der Mensch und Computer 2010. Schroeder, U. (ed.). Logos Verlag, p. 11-15 5 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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What’s Hot: Machine Learning for the Quantified Self: On the Art of Learning from Sensory Data
Hoogendoorn, M. & Funk, B., 28.09.2017Research output: other publications › Articles in scientific forums or blogs › Research › peer-review
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Web-based intervention for depressive symptoms in adults with types 1 and 2 diabetes mellitus: a health economic evaluation
Nobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 04.2018, In: The British Journal of Psychiatry. 212, 4, p. 199-206 8 p.Research output: Journal contributions › Journal articles › Research › peer-review
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Watch out, pothole! Featuring Road Damage Detection in an End-to-end System for Autonomous Driving
Kortmann, F., Faßmeyer, P., Funk, B. & Drews, P., 01.11.2022, In: Data and Knowledge Engineering. 142, 102091.Research output: Journal contributions › Journal articles › Research › peer-review
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Using Natural Language Processing Techniques to Tackle the Construct Identity Problem in Information Systems Research
Ludwig, S., Funk, B. & Mueller, B., 07.01.2020, Proceedings of the 53rd Annual Hawaii International Conference on System Sciences, HICSS 2020: Knowing What We Know: Theory, Meta-analysis, and Review. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 5675-5684 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2020-January).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Using CNNs to Detect Graphical Representations of Structural Equation Models in IS Papers
Genz, T. & Funk, B., 09.03.2020, Entwicklungen, Chancen und Herausforderungen der Digitalisierung: Proceedings der 15. Internationalen Tagung Wirtschaftsinformatik 2020. Gronau, N., Heine, M., Krasnova, H. & Pousttchi, K. (eds.). Berlin: GITO mbH Verlag, Vol. 1. p. 115-120 6 p. 8. (WI 2020; vol. 1).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Use of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations: A Systematic Review
Ciharova, M., Amarti, K., van Breda, W., Peng, X., Lorente-Català, R., Funk, B., Hoogendoorn, M., Koutsouleris, N., Fusar-Poli, P., Karyotaki, E., Cuijpers, P. & Riper, H., 01.10.2024, In: Biological Psychiatry. 96, 7, p. 519-531 13 p.Research output: Journal contributions › Scientific review articles › Research
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Understanding the first-offer conundrum: How buyer offers impact sale price and impasse risk in 26 million eBay negotiations
Schweinsberg, M., Petrowsky, H. M., Funk, B. & Loschelder, D. D., 01.08.2023, In: Proceedings of the National Academy of Sciences (USA). 120, 32, e2218582120.Research output: Journal contributions › Journal articles › Research › peer-review
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Transformation verstehen lernen: Nachhaltigkeitsbildung und Data Literacy Education in der Studieneingangsphase
Weiser, A., van Deest, J. & Barth, M., 26.09.2022, Digitale Bildung für nachhaltige Entwicklung: Herausforderungen und Perspektiven für die Hochschulbildung. Weselek, J., Kohler, F. & Siegmund, A. (eds.). Springer, p. 53-65 13 p.Research output: Contributions to collected editions/works › Chapter
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Towards measuring user engagement in internet interventions for common mental disorders: Workshop on People, Computers, and Psychotherapy
Kleine Stegemann, S., Ebenfeld, L., Thiart, H., Berking, M. & Funk, B., 2012, Proceedings of HCI2012 - People & Computers XXVI: The 26th BCS Conference on Human Computer Interaction. BCS - The Chartered Institute for IT, 4 p. (Electronic Workshops in Computing (eWiC)).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review