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.

  1. 2025
  2. 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/worksPublished abstract in conference proceedingsResearchpeer-review

  3. 2024
  4. 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 contributionsJournal articlesResearchpeer-review

  5. 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 contributionsJournal articlesResearchpeer-review

  6. 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 contributionsJournal articlesResearchpeer-review

  7. 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 contributionsJournal articlesResearchpeer-review

  8. 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 contributionsScientific review articlesResearch

  9. 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/worksArticle in conference proceedingsResearchpeer-review

  10. 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 paperProject reportsTransfer

  11. 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 contributionsJournal articlesResearchpeer-review

  12. 2023
  13. 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 contributionsJournal articlesResearchpeer-review

  14. 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 contributionsJournal articlesResearchpeer-review

  15. 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 contributionsJournal articlesResearchpeer-review

  16. 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/worksArticle in conference proceedingsResearchpeer-review

  17. 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 contributionsScientific review articlesResearch

  18. 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 contributionsOther (editorial matter etc.)Research

  19. 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 contributionsJournal articlesResearchpeer-review

  20. 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 contributionsJournal articlesResearchpeer-review

  21. 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/worksArticle in conference proceedingsResearchpeer-review

  22. 2022
  23. 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 contributionsJournal articlesResearchpeer-review

  24. 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/worksChapter

  25. 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 anthologiesMonographsResearch

  26. 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/worksArticle in conference proceedingsResearchpeer-review

  27. 2021
  28. 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 contributionsJournal articlesResearchpeer-review

  29. 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/worksArticle in conference proceedingsResearchpeer-review

  30. 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/worksArticle in conference proceedingsResearchpeer-review

  31. 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/worksArticle in conference proceedingsResearchpeer-review

  32. 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 contributionsJournal articlesResearchpeer-review

  33. 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 contributionsScientific review articlesResearch

  34. 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, 1655

    Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

  35. 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 contributionsJournal articlesResearchpeer-review

  36. 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/worksArticle in conference proceedingsResearchpeer-review

  37. 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, 1975

    Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

  38. 2020
  39. 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/worksArticle in conference proceedingsResearchpeer-review

  40. 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/worksArticle in conference proceedingsResearchpeer-review

  41. 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 contributionsConference article in journalResearchpeer-review

  42. 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/worksPublished abstract in conference proceedingsResearchpeer-review

  43. 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/worksArticle in conference proceedingsResearchpeer-review

  44. 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 contributionsJournal articlesResearchpeer-review

  45. 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 contributionsConference abstract in journalResearchpeer-review

  46. 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/worksArticle in conference proceedingsResearchpeer-review

  47. 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 contributionsJournal articlesResearchpeer-review

  48. 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 contributionsJournal articlesResearchpeer-review

  49. 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 contributionsJournal articlesResearchpeer-review

  50. 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/worksArticle in conference proceedingsResearchpeer-review

  51. 2019
  52. 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 contributionsJournal articlesResearchpeer-review

  53. 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 contributionsJournal articlesResearch

  54. 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 contributionsJournal articlesResearchpeer-review

  55. 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 contributionsJournal articlesResearchpeer-review

  56. 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 contributionsJournal articlesResearchpeer-review

  57. 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 contributionsJournal articlesResearchpeer-review

  58. 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/worksArticle in conference proceedingsResearchpeer-review

  59. 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 contributionsJournal articlesTransferpeer-review

  60. 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/worksArticle in conference proceedingsResearchpeer-review

  61. 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/worksPublished abstract in conference proceedingsResearchpeer-review

  62. 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/worksArticle in conference proceedingsResearchpeer-review

  63. 2018
  64. 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 contributionsJournal articlesResearchpeer-review

  65. Published
  66. 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 contributionsJournal articlesResearchpeer-review

  67. 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 contributionsScientific review articlesResearch

  68. 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 contributionsJournal articlesResearchpeer-review

  69. 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 anthologiesConference proceedingsResearch

  70. 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 contributionsJournal articlesResearchpeer-review

  71. 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 anthologiesMonographsResearchpeer-review

  72. 2017
  73. 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 contributionsJournal articlesResearchpeer-review

  74. Published

    What’s Hot: Machine Learning for the Quantified Self: On the Art of Learning from Sensory Data

    Hoogendoorn, M. & Funk, B., 28.09.2017

    Research output: other publicationsArticles in scientific forums or blogsResearchpeer-review

  75. 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/worksArticle in conference proceedingsResearchpeer-review

  76. 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 contributionsJournal articlesResearchpeer-review

  77. 2016
  78. 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 contributionsScientific review articlesResearch

  79. 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 contributionsJournal articlesResearchpeer-review

  80. 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 contributionsScientific review articlesResearch

  81. 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/worksArticle in conference proceedingsResearchpeer-review

  82. 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/worksContributions to collected editions/anthologiesResearchpeer-review

  83. 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/worksArticle in conference proceedingsResearchpeer-review

  84. 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 contributionsJournal articlesResearchpeer-review

  85. 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/worksArticle in conference proceedingsResearchpeer-review

  86. 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/worksArticle in conference proceedingsResearchpeer-review

  87. 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 contributionsJournal articlesResearchpeer-review

  88. 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/worksChapterpeer-review

  89. 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/worksArticle in conference proceedingsResearchpeer-review

  90. 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/worksContributions to collected editions/anthologiesTransfer

  91. 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/worksPublished abstract in conference proceedingsResearchpeer-review

  92. 2015
  93. 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/worksArticle in conference proceedingsResearchpeer-review

  94. 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/worksArticle in conference proceedingsResearchpeer-review

  95. 2014
  96. 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 contributionsJournal articlesResearchpeer-review

  97. 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 contributionsJournal articlesResearchpeer-review

  98. 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/worksPublished abstract in conference proceedingsResearchpeer-review

  99. 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/worksArticle in conference proceedingsResearchpeer-review

  100. 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/worksArticle in conference proceedingsResearchpeer-review

  101. 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 anthologiesConference proceedingsResearch

  102. 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/worksContributions to collected editions/anthologiesTransfer

  103. Published

    Real-Time-Advertising

    Stange, M. & Funk, B., 2014, In: Wirtschaftsinformatik. 56, 5, p. 335-338 4 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  104. 2013
  105. 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 contributionsJournal articlesResearchpeer-review

  106. Published
  107. 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/worksArticle in conference proceedingsResearchpeer-review

  108. 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/worksArticle in conference proceedingsResearchpeer-review

  109. 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/worksArticle in conference proceedingsResearchpeer-review

  110. 2012
  111. 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/worksArticle in conference proceedingsResearchpeer-review

  112. 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/worksContributions to collected editions/anthologiesResearchpeer-review

  113. 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 contributionsConference abstract in journalResearchpeer-review

  114. 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 contributionsConference abstract in journalResearchpeer-review

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