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.
- 2025
- Published
Construct relation extraction from scientific papers: Is it automatable yet?
Funk, B. & Scharfenberger, J., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences. Bui, T. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 4675-4684 10 p. (Hawaii International Conference on System Sciences (HICSS); vol. 2025).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
- 2024
- 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
Predicting recurrent chat contact in a psychological intervention for the youth using natural language processing
Hornstein, S., Scharfenberger, J., Lueken, U., Wundrack, R. & Hilbert, K., 12.2024, In: npj Digital Medicine. 7, 1, 9 p., 132.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Identifying clinically relevant agranulocytosis in people registered on the UK clozapine Central Non-Rechallenge Database: retrospective cohort study
Oloyede, E., Bachmann, C. J., Dzahini, O., Lopez Alcaraz, J. M., Singh, S. D., Vallianatu, K., Funk, B., Whiskey, E. & Taylor, D., 11.2024, In: The British Journal of Psychiatry. 225, 5, p. 484-491 8 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
A Universal Digital Stress Management Intervention for Employees: Randomized Controlled Trial with Health-Economic Evaluation
Freund, J., Smit, F., Lehr, D., Zarski, A. C., Berking, M., Riper, H., Funk, B., Ebert, D. D. & Buntrock, C., 22.10.2024, In: Journal of Medical Internet Research. 26, 13 p., e48481.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Use of Machine-Learning Algorithms Based on Text, Audio and Video Data in the Prediction of Anxiety and Post-Traumatic Stress in General and Clinical Populations: A Systematic Review
Ciharova, M., Amarti, K., van Breda, W., Peng, X., Lorente-Català, R., Funk, B., Hoogendoorn, M., Koutsouleris, N., Fusar-Poli, P., Karyotaki, E., Cuijpers, P. & Riper, H., 01.10.2024, In: Biological Psychiatry. 96, 7, p. 519-531 13 p.Research output: Journal contributions › Scientific review articles › Research
- Published
Ablation Study of a Multimodal Gat Network on Perfect Synthetic and Real-world Data to Investigate the Influence of Language Models in Invoice Recognition
Thiée, L. W., 11.09.2024, Document Analysis and Recognition – ICDAR 2024 Workshops: Athens, Greece, August 30–31, 2024 Proceedings, Part II. Mouchère, H. & Zhu, A. (eds.). Cham: Springer Nature AG, Vol. 2. p. 199-212 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14936)(Document analysis and recognition - ICDAR 2024 workshops ; vol. 2).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Digitale Kontaktnachverfolgung bei Infektionskrankheiten: Projektstudie ZIL-Kontakt
Drews, P., Funk, B., Heger, J., Lehr, D., Zimmer, M. P. & Lemmer, K., 22.08.2024, Lüneburg: Leuphana Universität Lüneburg, 25 p.Research output: Working paper › Project reports › Transfer
- E-pub ahead of print
Dataset size versus homogeneity: A machine learning study on pooling intervention data in e-mental health dropout predictions
Zantvoort, K., Hentati Isacsson, N., Funk, B. & Kaldo, V., 15.05.2024, (E-pub ahead of print) In: Digital Health. 10, 10 p.Research output: Journal contributions › Journal articles › Research › peer-review
- 2023
- 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
Automated Invoice Processing: Machine Learning-Based Information Extraction for Long Tail Suppliers
Krieger, F., Drews, P. & Funk, B., 01.11.2023, In: Intelligent Systems with Applications. 20, 14 p., 200285.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Understanding the first-offer conundrum: How buyer offers impact sale price and impasse risk in 26 million eBay negotiations
Schweinsberg, M., Petrowsky, H. M., Funk, B. & Loschelder, D. D., 01.08.2023, In: Proceedings of the National Academy of Sciences (USA). 120, 32, e2218582120.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Parsing Causal Models – An Instance Segmentation Approach
Scharfenberger, J. & Funk, B., 08.06.2023, Intelligent Information Systems - CAiSE Forum 2023, Proceedings. Cabanillas, C. & Pérez, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 43-51 9 p. (Lecture Notes in Business Information Processing; vol. 477 LNBIP).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Personalization strategies in digital mental health interventions: a systematic review and conceptual framework for depressive symptoms
Hornstein, S., Zantvoort, K., Lueken, U., Funk, B. & Hilbert, K., 22.05.2023, In: Frontiers in Digital Health. 5, 14 p., 1170002.Research output: Journal contributions › Scientific review articles › Research
- Published
Editorial: Quantitative modeling of psychopathology using passively collected data
Jacobson, N. C., Funk, B. & Abdullah, S., 24.01.2023, In: Frontiers in Psychology. 13, 2 p., 1126971.Research output: Journal contributions › Other (editorial matter etc.) › Research
- Published
Deal or no deal? How round vs precise percentage offers and price-ending mimicry affect impasse risk in over 25 million eBay negotiations
Petrowsky, H. M., Schweinsberg, M., Seitz, L., Funk, B. & Loschelder, D. D., 01.01.2023, In: Journal of Economic Psychology. 94, 10 p., 102584.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
- 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
- 2022
- 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
Transformation verstehen lernen: Nachhaltigkeitsbildung und Data Literacy Education in der Studieneingangsphase
Weiser, A., van Deest, J. & Barth, M., 26.09.2022, Digitale Bildung für nachhaltige Entwicklung: Herausforderungen und Perspektiven für die Hochschulbildung. Weselek, J., Kohler, F. & Siegmund, A. (eds.). Springer, p. 53-65 13 p.Research output: Contributions to collected editions/works › Chapter
- Published
DASC-PM v1.1: A Process Model for Data Science Projects
Schulz, M., Neuhaus, U., Kaufmann, J., Kühnel, S., Alekozai, E. M., Rohde, H., Hoseini, S., Theuerkauf, R., Badura, D., Kerzel, U., Lanquillon, C., Daurer, S., Günther, M., Huber, L., Thiée, L.-W., Heiden, P. Z., Passlick, J., Dieckmann, J., Schwade, F., Seyffarth, T., Badewitz, W., Rissler, R., Sackmann, S., Gölzer, P., Welter, F., Röth, J., Seidelmann, J. & Haneke, U., 03.2022, Elmshorn: NORDAKADEMIE gAG Hochschule der Wirtschaft. 89 p.Research output: Books and anthologies › Monographs › Research
- Published
Semi-Supervised Generative Models for Multi-Agent Trajectories
Brefeld, U., Fassmeyer, D. & Fassmeyer, P., 2022, Advances in Neural Information Processing Systems 35: 36th Conference on Neural Information Processing Systems (NeurIPS 2022). Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Red Hook: Curran Associates, Vol. 48. p. 37267-37281 15 p. (Advances in Neural Information Processing Systems; vol. 35).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2021
- Published
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
Parking space management through deep learning – an approach for automated, low-cost and scalable real-time detection of parking space occupancy
Schulte, M. R., Thiée, L.-W., Scharfenberger, J. & Funk, B., 11.2021, Innovation Through Information Systems - Volume II: A Collection of Latest Research on Technology Issues. Ahlemann, F., Schütte, R. & Stieglitz, S. (eds.). Cham: Springer Science and Business Media Deutschland GmbH, p. 642-655 14 p. (Lecture Notes in Information Systems and Organisation; vol. 47).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
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
Modeling the Quarter-Vehicle: Use of Passive Sensor Data for Road Condition Monitoring
Kortmann, F., Horstkötter, J., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 15.07.2021, In: IEEE Sensors Journal. 21, 14, p. 15535-15543 9 p., 9281332.Research output: Journal contributions › Journal articles › 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
'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
- Published
Information Extraction from Invoices: A Graph Neural Network Approach for Datasets with High Layout Variety
Krieger, F., Drews, P., Funk, B. & Wobbe, T., 2021, Innovation Through Information Systems - Volume II: A Collection of Latest Research on Technology Issues. Ahlemann, F., Schütte, R. & Stieglitz, S. (eds.). Cham: Springer Science and Business Media Deutschland GmbH, p. 5-20 16 p. (Lecture Notes in Information Systems and Organisation; vol. 47).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
- 2020
- Published
Detecting Various Road Damage Types in Global Countries Utilizing Faster R-CNN
Kortmann, F., Talits, K., Fassmeyer, P., Warnecke, A., Meier, N., Heger, J., Drews, P. & Funk, B., 10.12.2020, Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020: Proceedings, Dec 10 - Dec 13, 2020 • Virtual Event. Wu, X., Jermaine, C., Xiong, L., Hu, X. T., Kotevska, O., Lu, S., Xu, W., Aluru, S., Zhai, C., Al-Masri, E., Chen, Z. & Saltz, J. (eds.). Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., p. 5563-5571 9 p. 9378245. (Proceedings - 2020 IEEE International Conference on Big Data, Big Data 2020).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Applying Quarter-Vehicle Model Simulation for Road Elevation Measurements Utilizing the Vehicle Level Sensor
Kortmann, F., Rodeheger, M., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 01.11.2020, 2020 IEEE 92nd Vehicular Technology Conference: Proceedings. Canada: IEEE - Institute of Electrical and Electronics Engineers Inc., 6 p. 9348664. (IEEE Vehicular Technology Conference).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 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
- Published
Live Demonstration: Passive Sensor Setup for Road Condition Monitoring
Kortmann, F., Horstkotter, J., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 25.10.2020, 2020 IEEE SENSORS Proceedings. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 1 p. 9278776. (IEEE Sensors Proceedings).Research output: Contributions to collected editions/works › Published abstract in conference proceedings › Research › peer-review
- Published
Creating Value from in-Vehicle Data: Detecting Road Surfaces and Road Hazards
Kortmann, F., Hsu, Y.-C., Warnecke, A., Meier, N., Heger, J., Funk, B. & Drews, P., 20.09.2020, 2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020. Piscataway: IEEE - Institute of Electrical and Electronics Engineers Inc., 6 p. 9294684. (2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
Preliminary data on help‐seeking intentions and behaviors of individuals completing a widely available online screen for eating disorders in the United States
Fitzsimmons-Craft, E. E., Balantekin, K. N., Graham, A. K., DePietro, B., Laing , O., Firebaugh, M.-L., Smolar, L., Park, D., Mysko, C., Funk, B., Taylor, C. B. & Wilfley, D. E., 01.09.2020, In: The International journal of eating disorders. 53, 9, p. 1556-1562 7 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Analyzing User Journey Data In Digital Health: Predicting Dropout From A Digital CBT-I Intervention
Bremer, V., Chow, P., Funk, B., Thorndike, F. & Ritterband, L., 27.05.2020, In: Sleep. 43, Supplement 1, p. A460 1 p., 1204.Research output: Journal contributions › Conference abstract in journal › Research › peer-review
- Published
Using CNNs to Detect Graphical Representations of Structural Equation Models in IS Papers
Genz, T. & Funk, B., 09.03.2020, Entwicklungen, Chancen und Herausforderungen der Digitalisierung: Proceedings der 15. Internationalen Tagung Wirtschaftsinformatik 2020. Gronau, N., Heine, M., Krasnova, H. & Pousttchi, K. (eds.). Berlin: GITO mbH Verlag, Vol. 1. p. 115-120 6 p. 8. (WI 2020; vol. 1).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- Published
A mobile application for panic disorder and agoraphobia: Insights from a multi-methods feasibility study
Ebenfeld, L., Kleine Stegemann, S., Lehr, D., Ebert, D. D., Funk, B., Riper, H. & Berking, M., 01.03.2020, In: Internet Interventions. 19, 10 p., 100296 .Research output: Journal contributions › Journal articles › Research › peer-review
- Published
A Framework for Applying Natural Language Processing in Digital Health Interventions
Funk, B., Sadeh-Sharvit, S., Fitzsimmons-Craft, E. E., Trockel, M. T., Monterubio, G. E., Goel , N. J., Balantekin, K. N., Eichen, D. M., Flatt, R. E., Firebaugh, M.-L., Jacobi, C., Graham, A. K., Hoogendoorn, M., Wilfley, D. E. & Taylor, C. B., 19.02.2020, In: Journal of Medical Internet Research. 22, 2, 13 p., e13855.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
Using Natural Language Processing Techniques to Tackle the Construct Identity Problem in Information Systems Research
Ludwig, S., Funk, B. & Mueller, B., 07.01.2020, Proceedings of the 53rd Annual Hawaii International Conference on System Sciences, HICSS 2020: Knowing What We Know: Theory, Meta-analysis, and Review. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 5675-5684 10 p. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2020-January).Research output: Contributions to collected editions/works › Article in conference proceedings › Research › peer-review
- 2019
- Published
Optimizing eating disorder treatment outcomes for individuals identified via screening: An idea worth researching
Taylor, C. B., Graham, A. K., Fitzsimmons-Craft, E. E., Sadeh-Sharvit, S., Balantekin, K. N., Flatt, R. E., Goel , N. J., Monterubio, G. E., Topooco, N., Karam, A. M., Firebaugh, M.-L., Ruzek, J. I., Funk, B., Oldenburg, B., Wilfley, D. E. & Jacobi, C., 01.11.2019, In: The International journal of eating disorders. 52, 11, p. 1224-1228 5 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Einen gemeinsamen Code finden
van Deest, J. & Gegenhuber, T., 09.2019, In: DUZ Wissenschaft & Management. 9, p. 38-43 6 p.Research output: Journal contributions › Journal articles › Research
- Published
Results of disseminating an online screen for eating disorders across the U.S. Reach, respondent characteristics, and unmet treatment need
Fitzsimmons-Craft, E. E., Balantekin, K. N., Graham, A. K., Smolar, L., Park, D., Mysko, C., Funk, B., Taylor, C. B. & Wilfley, D. E., 06.2019, In: The International journal of eating disorders. 52, 6, p. 721-729 9 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Economic Evaluation of an Internet-Based Stress Management Intervention Alongside a Randomized Controlled Trial
Kählke, F., Buntrock, C., Smit, F., Berking, M., Lehr, D., Heber, E., Funk, B., Riper, H. & Ebert, D. D., 15.05.2019, In: JMIR Mental Health. 6, 5, 13 p., e10866.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
State-wide university implementation of an online platform for eating disorders screening and intervention.
Fitzsimmons-Craft, E. E., Firebaugh, M.-L., Graham, A. K., Eichen M., D., Monterubio, G., Balantekin, K. N., Karam, A. M., Seal , A., Funk, B., Taylor, C. B. & Wilfley, D., 05.2019, In: Psychological Services. 16, 2, p. 239-249 11 p.Research output: Journal contributions › Journal articles › Research › peer-review
- Published
Heterogeneity Matters: Predicting Self-Esteem in Online Interventions Based on Ecological Momentary Assessment Data
Bremer, V., Funk, B. & Riper, H., 13.01.2019, In: Depression Research and Treatment. 2019, 9 p., 3481624.Research output: Journal contributions › Journal articles › Research › peer-review