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
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
- Published
Digital guided self-help for eating disorders: thematic analysis of participant text messages to coaches
Sadeh-Sharvit, S., Idan, O., Fowler, L. A., Fitzsimmons-Craft, E. E., Firebaugh, M.-L., Smith, A., Graham, A. K., Goelf , N. J., Flatt, R. E., Balantekinh, K. N., Monterubiod, G. E., Karam, A. M., Funk, B., Trockel, M. T., Wilfley, D. E. & Taylor, C. B., 2023, In: Eating Disorders, The Journal of Treatment & Prevention. 31, 2, p. 191-199 9 p.Research output: Journal contributions › Journal articles › Research › peer-review
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Effectiveness and Moderators of an Internet-Based Mobile-Supported Stress Management Intervention as a Universal Prevention Approach: Randomized Controlled Trial
Ebert, D. D., Franke, M., Zarski, A.-C., Berking, M., Riper, H., Cuijpers, P., Funk, B. & Lehr, D., 22.12.2021, In: Journal of Medical Internet Research. 23, 12, 19 p., e22107.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
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
- Published
A systematic literature review of machine learning canvases
Thiée, L.-W., 05.10.2021, INFORMATIK 2021 - Die 51. Jahrestagung der Gesellschaft fur Informatikin: Computer Science and Sustainability. Gesellschaft für Informatik e.V. (GI) (ed.). Bonn: Gesellschaft für Informatik e.V., p. 1221-1235 15 p. (Lecture Notes in Informatics (LNI), Proceedings - Series of the Gesellschaft fur Informatik (GI); vol. P-314).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
The Augmented Theorist - Toward Automated Knowledge Extraction from Conceptual Models
Scharfenberger, J., Funk, B. & Mueller, B., 2021, ICIS 2021 Proceedings: Building sustainability and resilience with IS: A call for action. Association for Information Systems, 1975Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Quality and Adoption of COVID-19 Tracing Apps and Recommendations for Development: Systematic Interdisciplinary Review of European Apps
Kahnbach, L., Lehr, D., Brandenburger, J., Mallwitz, T., Jent, S., Hannibal, S., Funk, B. & Janneck, M., 02.06.2021, In: Journal of Medical Internet Research. 23, 6, 18 p., e27989.Research output: Journal contributions › Scientific review articles › Research
- Published
Developing a Process for the Analysis of User Journeys and the Prediction of Dropout in Digital Health Interventions: Machine Learning Approach
Bremer, V., Chow, P., Funk, B., Thorndike, F. P. & Ritterband, L. M., 28.10.2020, In: Journal of Medical Internet Research. 22, 10, 20 p., e17738.Research output: Journal contributions › Conference article in journal › Research › peer-review
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'SPREAD THE APP, NOT THE VIRUS’ – AN EXTENSIVE SEM-APPROACH TO UNDERSTAND PANDEMIC TRACING APP USAGE IN GERMANY
Thiée, L.-W., Petrowsky, H. M., Frech, M.-L., Loschelder, D. D. & Funk, B., 11.05.2021, ECIS 2021 Proceedings: Human Values Crisis in a Digitizing World. A. F. I. S. (ed.). AIS eLibrary, 1655Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Evaluating a hybrid web-based training program for panic disorder and agoraphobia: Randomized controlled trial
Ebenfeld, L., Lehr, D., Ebert, D. D., Stegemann, S. K., Riper, H., Funk, B. & Berking, M., 04.03.2021, In: Journal of Medical Internet Research. 23, 3, 14 p., e20829.Research output: Journal contributions › Journal articles › Research › peer-review