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
Entwicklerbuch SAP exchange infrastructure
Nicolescu, V., Funk, B., Heiler, M., Niemeyer, P., Wittges, H., Morandell, T., Visintin, F. & Kleine Stegemann, B., 07.2006, 1. ed. Bonn: Galileo Press. 367 p.Research output: Books and anthologies › Monographs › Transfer
- Published
Entwicklung einer Fallstudie für die Lehre im IT-gestützten Personalmanagement
Funk, B., Lehmann, M. & Niemeyer, P., 2010, Stimulating Computing: Praxisnahe Wirtschaftsinformatik in Lehre und Forschung; FestschriftfürProf.Dr.rer.publ.,Dipl.-Ing.,Dipl.-Wirtsch.-Ing.HinrichE.G.Bonin. Meyer-Wachsmuth, H. (ed.). Lüneburg: Universität Lüneburg, p. 11-23 13 p. (FInAL; vol. 20, no. 2).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research
- Published
Estimation of minimal data sets sizes for machine learning predictions in digital mental health interventions
Zantvoort, K., Nacke, B., Görlich, D., Hornstein, S., Jacobi, C. & Funk, B., 12.2024, In: npj Digital Medicine. 7, 1, 10 p., 361.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
European COMPARative Effectiveness research on blended Depression treatment versus treatment-as-usual (E-COMPARED): Study protocol for a randomized controlled, non-inferiority trial in eight European countries
Kleiboer, A., Smit, J., Bosmans, J., Ruwaard, J., Andersson, G., Topooco, N., Berger, T., Krieger, T., Botella, C. M., Banos Rivera, R. M., Chevreul, K., Araya, R., Cerga-Pashoja, A., Cieslak, R., Rogala, A., Vis, C., Draisma, S., van Schaik, D. J., Kemmeren, L., Ebert, D. D., Berking, M., Funk, B., Cuijpers, P. & Riper, H., 03.08.2016, In: Trials. 17, 1, 10 p., 387.Research output: Journal contributions › Journal articles › 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
- Published
Evaluation of a temporal causal model for predicting the mood of clients in an online therapy
Becker, D., Bremer, V., Funk, B., Hoogendoorn, M., Rocha, A. & Riper, H., 11.02.2020, In: BMJ mental health. 23, 1, p. 27-33 7 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Exploring Price Elasticity to Optimize Posted Prices in e-Commerce
Funk, B., 2011, e-Business and Telecommunications. S. Obaidat, M. & Filipe, J. (eds.). Berlin, Heidelberg: Springer, p. 71-81 11 p. (Communications in Computer and Information Science; vol. 130 CCIS).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Extraction of information from invoices - challenges in the extraction pipeline
Thiée, L. W., Krieger, F. & Funk, B., 2023, INFORMATIK 2023: Designing Futures: Zukünfte gestalten, 26. – 29. September 2023, Berlin. Klein, M., Krupka, D., Winter, C. & Wohlgemuth, V. (eds.). Bonn: Gesellschaft für Informatik e.V., p. 1777-1792 16 p. (Lecture Notes in Informatics (LNI), Proceedings - Series of the Gesellschaft fur Informatik (GI); vol. P-337).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Finding the Best Match — a Case Study on the (Text‑) Feature and Model Choice in Digital Mental Health Interventions
Zantvoort, K., Scharfenberger, J., Boß, L., Lehr, D. & Funk, B., 12.2023, In: Journal of Healthcare Informatics Research. 7, 4, p. 447-479 33 p., 00148.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Freie Pizzawahl für Informatiker und Wirtschaftsinformatiker: Didaktische Herausforderungen für Informatik und Wirtschaftsinformatik angesichts der digitalen Gesellschaft
Rolf, A., Möller, A., Funk, B. & Niemeyer, P., 02.2013, In: Informatik-Spektrum. 36, 1, p. 90-98 9 p.Research output: Journal contributions › Journal articles › Education › peer-review