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.
- 2018
- Published
Multikonferenz Wirtschaftsinformatik 2018: Data driven X — Turning Data into Value
Drews, P. (Editor), Funk, B. (Editor), Niemeyer, P. (Editor) & Xie, L. (Editor), 14.03.2018, Lüneburg: Institut für Wirtschaftsinformatik. 2094 p.Research output: Books and anthologies › Conference proceedings › Research
- Published
A health economic outcome evaluation of an internet-based mobile-supported stress management intervention for employees
Ebert, D. D., Kählke, F., Buntrock, C., Berking, M., Smit, F., Heber, E., Baumeister, H., Funk, B., Riper, H. & Lehr, D., 02.2018, In: Scandinavian Journal of Work, Environment and Health. 44, 2, p. 171-182 12 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Machine Learning for the Quantified Self: On the Art of Learning from Sensory Data
Hoogendoorn, M. & Funk, B., 2018, 1 ed. Cham: Springer International Publishing AG. 231 p. (Cognitive Systems Monograph; vol. 35)Research output: Books and anthologies › Monographs › Research › peer-review
- 2017
- Published
Deep Learning auf sequenziellen Daten als Grundlage unternehmerischer Entscheidungen: Schwerpunkt Analyse sequenzieller Daten
Funk, B., Dr. Rettenmeier, M. & Lang, T., 10.2017, In: Wirtschaftsinformatik & Management. 9, 5, p. 16-25 10 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
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
- Published
Predicting the Individual Mood Level based on Diary Data
Bremer, V., Becker, D., Funk, B. & Lehr, D., 06.2017, Proceedings of the 25th European Conference on Information Systems, ECIS 2017. AIS eLibrary, p. 1161-1177 17 p. (Proceedings of the 25th European Conference on Information Systems, ECIS 2017).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Analysing clickstream data: Do paid and organic search affect each other?
Bremer, V. & Funk, B., 04.04.2017, In: International Journal of Electronic Business. 13, 2/3, p. 205-215 11 p., 5.Research output: Journal contributions › Journal articles › Research › peer-review
- 2016
- Published
Does Internet-based guided self-help for depression cause harm? An individual participant data meta-analysis on deterioration rates and its moderators in randomized controlled trials
Ebert, D. D., Donkin, L., Andersson, G., Andrews, G., Berger, T. K., Carlbring, P., Rozental, A., Choi, I., Laferton, J. A. C., Johansson, R., Kleiboer, A., Lange, A., Lehr, D., Reins, J. A., Funk, B., Newby, J., Perini, S., Riper, H., Ruwaard, J., Sheeber, L., Snoek, F., Titov, N., Ünlü Ince, B., Van Bastelaar, K. M. P., Vernmark, K., Van Straten, A., Warmerdam, L., Salsman, N. & Cuijpers, P., 01.10.2016, In: Psychological Medicine. 46, 13, p. 2679-2693 15 p.Research output: Journal contributions › Scientific review articles › Research
- 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
"Occupational eMental Health" in der Lehrergesundheit: Ein metaanalytisches Review zur Wirksamkeit von Online-Gesundheitstrainings bei Lehrkräften
Lehr, D., Heber, E., Sieland, B., Hillert, A., Funk, B. & Ebert, D. D., 01.08.2016, In: Prävention und Gesundheitsförderung. 11, 3, p. 182-192 11 p.Research output: Journal contributions › Scientific review articles › Research
- Published
How to Predict Mood? Delving into Features of Smartphone-Based Data
Becker, D., Bremer, V., Funk, B., Asselbergs, J., Riper, H. & Ruwaard, J., 08.2016, Proceedings of the AMCIS 2016. AIS eLibrary, 10 p. (Proceedings of the Americas Conference on Information Systems (AMCIS); vol. 2016).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
How Big Does Big Data Need to Be?
Stange, M. & Funk, B., 06.2016, Enterprise Big Data Engineering, Analytics, and Management. Atzmueller, M., Oussena, S. & Roth-Berghofer, T. (eds.). Hershey: Business Science Reference, p. 1-12 12 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review
- Published
Predicting online user behavior based on Real-Time Advertising Data
Stange, M. & Funk, B., 06.2016, Proceedings of the Twenty-Fourth Conference on Information Systems (ECIS) 2016. AIS eLibrary, 14 p. (Research Papers; no. 152).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Self-guided internet-based and mobile-based stress management for employees: results of a randomised controlled trial
Ebert, D. D., Heber, E., Berking, M., Riper, H., Cuijpers, P., Funk, B. & Lehr, D., 05.05.2016, In: Occupational and Environmental Medicine. 73, 5, p. 315-323 9 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Mentoring in Massive Open Online Courses - Eine Nutzenanalyse auf Basis des IS-Success-Modells
Drawert, K., Mager, M., Funk, B., Trötschel, R. & Pfeifer, C., 03.2016, Multikonferenz Wirtschaftsinformatik (MKWI) 2016: Technische Universität Ilmenau 09. - 11. März 2016 . Nissen, V., Stelzer, D., Straßburger, S. & Fischer, D. (eds.). Universitätsverlag Ilmenau - ilmedia, Vol. 3. p. 1511-1522 12 p. (Multikonferenz Wirtschaftsinformatik, MKWI 2016; vol. 3).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Modeling the Intention to Use Carbon Footprint Apps
Sagawe, A., Funk, B. & Niemeyer, P., 05.02.2016, Information Technology in Environmental Engineering: Proceedings of the 7th International Conference on Information Technologies in Environmental Engineering (ITEE2015). Gómez, J. M. & Scholtz, B. (eds.). Springer, p. 139-150 12 p. (Springer Proceedings in Business and Economics).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Acceptance of Mobile Mental Health Treatment Applications
Becker, D., 01.01.2016, In: Procedia Computer Science. 98, p. 220-227 8 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Occupational e-Mental Health: Current Approaches and Promising Perspectives for Promoting Mental Health in Workers
Lehr, D., Geraedts, A., Persson Asplund, R., Khadjesari, Z., Heber, E., de Bloom, J., Ebert, D. D., Angerer, P. & Funk, B., 01.01.2016, Healthy at Work: Interdisciplinary Perspectives. Wiencke, M., Cacace, M. & Fischer, S. (eds.). 1 ed. Cham: Springer International Publishing AG, p. 257-281 25 p.Research output: Contributions to collected editions/works › Chapter › peer-review
- Published
Carbon Footprint Apps - eine Analyse der Nutzungsintention
Funk, B., Sagawe, A. & Niemeyer, P., 2016, Multikonferenz Wirtschaftsinformatik (MKWI) 2016 : Technische Universität Ilmenau 09. - 11. März 2016 . Nissen, V., Stelzer, D., Straßburger, S. & Fischer, D. (eds.). Universitätsverlag Ilmenau - ilmedia, Vol. 2. p. 901-911 11 p. (Multikonferenz Wirtschaftsinformatik, MKWI 2016; vol. 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Cross-Channel Real-Time Response Analysis
Funk, B. & Abou Nabout, N., 2016, Programmatic Advertising: The Successful Transformation to Automated, Data-Driven Marketing in Real-Time. Busch, O. (ed.). Springer, p. 141-151 11 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Transfer