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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Efficacy of a hybrid online training for panic symptoms and agoraphobia: study protocol for a randomized controlled trial
Ebenfeld, L., Kleine Stegemann, S., Lehr, D., Ebert, D. D., Jazaieri, H., van Ballegooijen, W., Funk, B., Riper, H. & Berking, M., 04.11.2014, In: Trials. 15, 1, 10 p., 427.Research output: Journal contributions › Journal articles › Research › peer-review
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Consumer Online Search Behavior: A Cross-Industry Analysis Based on User-Level Data
Nottorf, F., Mastel, A. & Funk, B., 2014, E-Business and Telecommunications: International Joint Conference, ICETE 2012. Rome, Italy, July 24–27, 2012, Revised Selected Papers. Obaidat, M. S. & Filipe, J. (eds.). Heidelberg: Springer, p. 72-87 16 p. (Communications in Computer and Information Science; vol. 455).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
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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
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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
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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
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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
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"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
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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
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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
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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