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.
- Published
The User-Journey in Online Search: An Empirical Study of the Generic-to-Branded Spillover Effect based on User-level Data
Nottorf, F., Mastel, A. & Funk, B., 01.01.2012, Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems, ICETE: DCNET 2012, ICE-B 2012, OPTICS 2012. Obaidat, M. S., Sevillano, J. L., Zhang, Z., Marca, D., van Sinderen, M., Marzo, J. L. & Nicopolitidis, P. (eds.). Science and Technology Publications, Lda (SciTePress), p. 145-154 10 p. (DCNET 2012, ICE-B 2012, OPTICS 2012 - Proceedings of the International Conference on Data Communication Networking, e-Business and Optical Communication Systems, ICETE).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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To Bid or Not To Bid? Investigating Retail-Brand Keyword Performance in Sponsored Search Advertising
Blask, T.-B., Funk, B. & Schulte, R., 2012, E-Business and Telecommunications: International Joint Conference, ICETE 2011 Seville, Spain, July 18-21, 2011 Revised Selected Papers. Obaidat, M. S., Sevillano, J. L. & Filipe, J. (eds.). Springer, Vol. 314. p. 129-140 12 p. (Communications in Computer and Information Science; vol. 314).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review
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Topic Embeddings – A New Approach to Classify Very Short Documents Based on Predefined Topics
Lommel, L., Riebeling, M., Funk, B. & Junginger, C., 2019, Human Practice. Digital Ecologies. Our Future: 14. Internationale Tagung Wirtschaftsinformatik (WI 2019), Tagungsband . Ludwig, T. & Pipek, V. (eds.). Siegen: Universitätsverlag Siegen, p. 453-467 15 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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Towards a Camera-Based Road Damage Assessment and Detection for Autonomous Vehicles: Applying Scaled-YOLO and CVAE-WGAN
Faßmeyer, P., Kortmann, F., Drews, P. & Funk, B., 01.09.2021, 2021 IEEE 94th Vehicular Technology Conference, VTC 2021-Fall - Proceedings: Proceedings, Virtual Conference, 27 - 30 September 2021. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 7 p. (IEEE Vehicular Technology Conference; vol. 94).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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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
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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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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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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
- Published
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
- Published
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