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.
- 2019
- Published
Possibilities to improve online mental health treatment: Recommendations for future research and developments
Becker, D., 01.01.2019, Advances in Information and Communication Networks: Proceedings of the 2018 Future of Information and Communication Conference FICC, Vol. 1. Arai, K., Kapoor, S. & Bhatia, R. (eds.). Springer, p. 91-112 22 p. (Advances in Intelligent Systems and Computing; vol. 886).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Datenkompetenzen in Kooperationen fördern
Funk, B. & Wuppermann, M., 01.2019, In: DUZ Wissenschaft & Management. 2, 1, p. 26-29 4 p.Research output: Journal contributions › Journal articles › Transfer › peer-review
- Published
A two-step approach for the prediction of mood levels based on diary data
Bremer, V., Becker, D., Genz, T., Funk, B. & Lehr, D., 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings: European Conference, ECML PKDD 2018, Dublin, Ireland. Brefeld, U., Curry, E., Daly, E., MacNamee, B., Marascu, A., Pinelli, F., Berlingerio, M. & Hurley, N. (eds.). Cham: Springer International Publishing AG, p. 626-629 4 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
DISKNET – A Platform for the Systematic Accumulation of Knowledge in IS Research
Dann, D., Maedche, A., Teubner, T., Mueller, B., Meske, C. & Funk, B., 2019, ICIS 2019 Proceedings: IS research methods, theorizing and philosophy of science. Association for Information Systems, 9 p. Paper ID 2785. (40th International Conference on Information Systems, ICIS 2019).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
- Published
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
- 2018
- Published
Predicting Therapy Success and Costs for Personalized Treatment Recommendations Using Baseline Characteristics: Data-Driven Analysis
Bremer, V., Becker, D., Kolovos, S., Funk, B., van Breda, W., Hoogendoorn, M. & Riper, H., 21.08.2018, In: Journal of Medical Internet Research. 20, 8, 11 p., e10275.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Investigating Factors on R estorative Sleep Quality and its Relationship with Personal Work Performance - An Analysis of Diary Data
Bremer, V., Funk, B. & Lehr, D., 24.07.2018, Cornell: PsyArXiv, 14 p.Research output: Working paper › Working papers
- Published
Predicting Therapy Success For Treatment as Usual and Blended Treatment in the Domain of Depression
van Breda, W. R. J., Bremer, V., Becker, D., Funk, B., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, p. 100-104 5 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Predictive modeling in e-mental health: A common language framework
Becker, D., van Breda, W., Funk, B., Hoogendoorn, M., Ruwaard, J. & Riper, H., 01.06.2018, In: Internet Interventions. 12, Juni 2018, p. 57-67 11 p.Research output: Journal contributions › Scientific review articles › Research
- Published
Web-based intervention for depressive symptoms in adults with types 1 and 2 diabetes mellitus: a health economic evaluation
Nobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 04.2018, In: The British Journal of Psychiatry. 212, 4, p. 199-206 8 p.Research output: Journal contributions › Journal articles › Research › peer-review
- 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
- Published
Kosten-Effektivitäts-Analyse eines Online Programmes zur Reduktion von depressiven Beschwerden bei Personen mit Diabetes mellitus Typ 1 und Typ 2
Nobis, S., Ebert, D. D., Lehr, D., Smit, F., Buntrock, C., Berking, M., Baumeister, H., Snoek, F., Funk, B. & Riper, H., 2016, 15. Kongress der Deutschen Gesellschaft für Verhaltensmedizin und Verhaltensmodifikation: Verhaltensmedizin 2.0 - von eHealth zu mHealth, 25. bis 27. Februar 2016 Johannes Gutenberg-Universität Mainz, Abstractband. Johannes Gutenberg-Universität Mainz, p. 9 1 p.Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
- 2015
- Published
How Much Tracking Is Necessary? - The Learning Curve in Bayesian User Journey Analysis
Stange, M. & Funk, B., 29.05.2015, Proceedings of the Twenty-Third European Conference on Information Systems. AIS eLibrary, 13 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Datenschutzbedenken in Sozialen Netzen -: ein Strukturgleichungsmodell
Kuckertz, M. & Funk, B., 2015, Smart Enterprise Engineering: 12. Internationale Tagung Wirtschaftsinformatik (WI 2015), Tagungsband. Thomas., O. & Teuteberg, F. (eds.). Osnabrück: Universität Osnabrück, p. 1771-1785 15 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2014
- Published
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
- Published
Real-Time Advertising
Stange, M. & Funk, B., 10.2014, In: Business and Information Systems Engineering. 6, 5, p. 305-308 4 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Do Specific Text Features Influence Click Probabilities in Paid Search Advertising?
Blask, T.-B., 01.01.2014, ICE-B 2014 - Proceedings of the 11th International Conference on e-Business, Part of ICETE 2014 - 11th International Joint Conference on e-Business and Telecommunications. Holzinger, A., van Sinderen, M., Dolog, P. & Obaidat, M. S. (eds.). Science and Technology Publications, Lda (SciTePress), p. 55-62 8 p. (ICE-B 2014 - Proceedings of the 11th International Conference on e-Business, Part of ICETE 2014 - 11th International Joint Conference on e-Business and Telecommunications).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
- Published
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
- Published
Green Big Data: A Green IT/Green IS Perspective on Big Data
Hansmann, T., Funk, B. & Niemeyer, P., 2014, Information Technologies in Environmental Engineering: Selected Contributions to the Sixth International Conference on Information Technologies in Environmental Engineering (ITEE2013). Funk, B., Niemeyer, P. & Gómez, J. M. (eds.). Berlin, Heidelberg: Springer, p. 67-76 10 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Information Technology in Environmental Engineering: Selected Contributions to the Sixth International Conference on Information Technologies in Environmental Engineering (ITEE2013)
Funk, B. (Editor), Niemeyer, P. (Editor) & Marx Gómez, J. (Editor), 2014, Berlin/Heidelberg: Springer. 228 p.Research output: Books and anthologies › Conference proceedings › Research
- Published
Kanalübergreifende Werbewirkungsanalyse in Echtzeit
Funk, B., 2014, Realtime Advertising: Digitales Marketing in Echtzeit: Strategien, Konzepte und Perspektiven. Busch, O. (ed.). Wiesbaden: Gabler Verlag, p. 41-51 11 p.Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Transfer
- Published
Real-Time-Advertising
Stange, M. & Funk, B., 2014, In: Wirtschaftsinformatik. 56, 5, p. 335-338 4 p.Research output: Journal contributions › Journal articles › Research › peer-review
- 2013
- Published
A Cross-Industry Analysis of the Spillover Effect in Paid Search Advertising
Nottorf, F. & Funk, B., 09.2013, In: Electronic Markets. 23, 3, p. 205-216 12 p.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
- Published
Development of a Mobile Application for People with Panic Disorder as augmentation for an Internet-based Intervention
Kleine Stegemann, S., Ebenfeld, L., Lehr, D., Berking, M. & Funk, B., 2013, 2013 Federated Conference on Computer Science and Information Systems, FedCSIS 2013: Conference on Computer Science and Information Systems. Polskie Towarzystwo Informatyczne, p. 1331-1337 7 p. 6644187. (2013 Federated Conference on Computer Science and Information Systems, FedCSIS 2013).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Green Big Data – eine Green IT/Green IS Perspektive auf Big Data
Hansmann, T., Funk, B. & Niemeyer, P., 2013, IT-gestütztes Ressourcen- und Energiemanagement: Konferenzband zu den 5. BUIS-Tagen. Marx Gómez, J. C., Lang, C. & Wohlgemuth, V. (eds.). Springer Vieweg, p. 455-466 12 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
The Economic Value of Clickstream Data From an Advertiser's Perspective
Nottorf, F. & Funk, B., 2013, ECIS 2013 Proceedings. Atlanta, GA: AIS eLibrary, 12 p.Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2012
- 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
- Published
An Integrated Case Study of the Concepts and Applications of SAP ERP HCM
Lehmann, M., Funk, B., Niemeyer, P. & Weidner, S., 2012, Advanced Information Technology in Education. Thaung, K. S. (ed.). Berlin Heidelberg: Springer, p. 117-125 9 p. (Advances in Intelligent and Soft Computing; vol. 126/2012).Research output: Contributions to collected editions/works › Contributions to collected editions/anthologies › Research › peer-review
- Published
Ein internetbasiertes Programm für Personen mit Diabetes mellitus und komorbider Depression: Konzept und Design einer randomisierten klinischen Studie
Nobis, S., Lehr, D., Ebert, D. D., Riper, H., Bürckner, D., Cuijpers, P., Funk, B., Becker, A., Snoek, F., Baumeister, H. & Berking, M., 2012, In: Diabetologie und Stoffwechsel. 2012, 7, p. LB_13 1 p.Research output: Journal contributions › Conference abstract in journal › Research › peer-review
- Published
Ein internetbasiertes Programm zur Prävention von Depression bei Diabetes mellitus Typ 2 Patienten: Konzept und Design einer randomisierten klinischen Studie
Nobis, S., Lehr, D., Ebert, D. D., Bürckner, D., Riper, H., Baumeister, H., Becker, A., Cuijpers, P., Funk, B., Snoek, F. & Berking, M., 2012, In: Das Gesundheitswesen. 2012, 74, p. A81 1 p.Research output: Journal contributions › Conference abstract in journal › Research › peer-review