Organisation profile

At the Institute of Information Systems (IIS) of the Leuphana University we work on innovative topics in Information Systems and Data Science. The main focus is on digital transformation, e-health, e-commerce, business analytics, sports and e-learning. Methodologically, we focus on the development and use of machine learning and artificial intelligence methods for the modeling and solution of data-driven decision problems. Additional quantitative (e.g. graphs, optimization) and qualitative (e.g. interviews, reference modeling) methods complement this spectrum. Cooperating with other universities, companies, and institutions of the civil society plays an important role in our work.

Main research areas

At the Institute of Information Systems there are currently 6 professors and numerous research assistants. Our main research areas include digital transformation, e-health, e-commerce, business analytics, sports, and e-learning. Details can be found on the websites of the work groups and in the central research database of Leuphana. The Institute of Information Systems organized a number of events and conferences at Leuphana (e.g. ITEE 2013, final round of the German National Computer Science Competition 2014, MKWI 2018).

  1. 2025
  2. Published

    The promise and challenges of computer mouse trajectories in DMHIs – A feasibility study on pre-treatment dropout predictions

    Zantvoort, K., Matthiesen, J., Bjurner, P., Bendix, M., Brefeld, U., Funk, B. & Kaldo, V., 06.2025, In: Internet Interventions. 40, 40, 7 p., 100828.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  3. E-pub ahead of print

    Beyond Digital vs. IT: The Untold Story of Their Relationship from an Organizing Logic Perspective

    Baiyere, A., Zimmer, M. P., Staykova, K. S. & Jöhnk, J., 15.04.2025, (E-pub ahead of print) In: Information Systems Research. 37 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  4. Published

    Capitalizing on natural language processing (NLP) to automate the evaluation of coach implementation fidelity in guided digital cognitive-behavioral therapy (GdCBT)

    Zainal, N. H., Eckhardt, R., Rackoff, G. N., Fitzsimmons-Craft, E. E., Rojas-Ashe, E., Barr Taylor, C., Funk, B., Eisenberg, D., Wilfley, D. E. & Newman, M. G., 02.04.2025, In: Psychological Medicine. 55, e106.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  5. Published

    Decoding the Landscape of Smart City Platforms: A Taxonomy Approach

    Richter, K., Zimmer, M. P. & Lemmer, K., 04.2025, Transforming the Digitally Sustainable Enterprise: Proceedings of the 18th International Conference on Wirtschaftsinformatik, 2023, Vol. 3. Beverungen, D., Lehrer, C. & Trier, M. (eds.). Cham: Springer Science and Business Media Deutschland GmbH, p. 409-427 19 p. 90. (Lecture Notes in Information Systems and Organisation; vol. 76).

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

  6. Published

    Patient centricity in IS healthcare – a framework proposing enablement, empowerment, and engagement of patients as individual IS users

    Maschewski, J. & Lemmer, K., 04.2025, Transforming the Digitally Sustainable Enterprise: Proceedings of the 18th International Conference on Wirtschaftsinformatik, 2023, Vol. 3. Beverungen, D., Lehrer, C. & Trier, M. (eds.). Cham: Springer Science and Business Media Deutschland GmbH, p. 593-607 15 p. 343. (Lecture Notes in Information Systems and Organisation; vol. 76).

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

  7. Published

    Seeking social support on social media: a coping perspective

    Chen, A. & Lemmer, K., 18.03.2025, In: Internet Research. 35, 2, p. 664-690 27 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  8. E-pub ahead of print

    Inclusion of Autistic It Workforce in Action: An Auticon Approach

    Abramova, O., Recker, J., Schemm, U. & Barwitzki, L. D., 08.02.2025, (E-pub ahead of print) In: Information Systems Journal. 21 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  9. Published

    Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering

    Jiang, L., Huang, J., Möller, C. & Usbeck, R., 06.02.2025

    Research output: other publicationsOtherResearch

  10. Published

    Interactive sequential generative models for team sports

    Fassmeyer, D., Cordes, M. & Brefeld, U., 02.2025, In: Machine Learning. 114, 2, 15 p., 38.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  11. Published

    Masked autoencoder for multiagent trajectories

    Rudolph, Y. & Brefeld, U., 02.2025, In: Machine Learning. 114, 2, 18 p., 44.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  12. 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

  13. Published

    Conveying the Ethics of Artificial Intelligence in K–12 and Academia: A Systematic Review of Teaching Methods

    Tschoppe, N. J., Katsarov, J., Drews, P. & Trittin-Ulbrich, H., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences: Hilton Waikoloa Village, January 7-10, 2025. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 4744-4753 10 p. (Hawaii International Conference on System Sciences (HICSS); vol. 2025).

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

  14. Published

    Overcoming Multi-legacy Application Challenges through Building Dynamic Capabilities for Low-Code Adoption

    Naqvi, S. A. A., Zimmer, M. P., Rehan, S., Drews, P. & Basole, R. C., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences: Hilton Waikoloa Village, January 7-10, 2025. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 7503-7512 10 p. ( Hawaii International Conference on System Sciences (HICSS); vol. 2025).

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

  15. Published

    Shifting Competency Requirements for IT Professionals in the Digital Transformation: A Competency Transformation Process Model

    Pieczurczyk, S. & Drews, P., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences: Hilton Waikoloa Village, January 7-10, 2025. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 4789-4798 10 p. (Hawaii International Conference on System Sciences (HICSS); vol. 2025).

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

  16. Published

    Understanding Partnering Strategies in the Low-Code Platform Ecosystem

    Naqvi, S. A. A., Zimmer, M. P., Drews, P. & Basole, R. C., 07.01.2025, Proceedings of the 58th Hawaii International Conference on System Sciences: Hilton Waikoloa Village, January 7-10, 2025. Bui, T. X. (ed.). Honolulu: University of Hawaiʻi at Mānoa, p. 6226-6235 10 p.

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

  17. Published

    DISCIE–Discriminative Closed Information Extraction

    Möller, C. & Usbeck, R., 2025, The Semantic Web – ISWC 2024 - 23rd International Semantic Web Conference, Proceedings. Demartini, G., Hose, K., Acosta, M., Palmonari, M., Cheng, G., Skaf-Molli, H., Ferranti, N., Hernández, D. & Hogan, A. (eds.). Cham: Springer Nature Switzerland AG, p. 23-40 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15232 LNCS).

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

  18. Published

    EVOLVING PURPOSES OF DIGITAL INNOVATION UNITS: EMPIRICAL INSIGHTS FROM A LARGE INSURANCE COMPANY

    Werner, M., Stockhinger, J. & Schiffer, S., 2025, Academy of Management Proceedings.

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

  19. Accepted/In press

    Govern Like You Mean It: Embedding Data Ethics Practices within Data Governance

    Richter, K., Zimmer, M. P. & Drews, P., 2025, (Accepted/In press) Proceedings of the Americas Conference on Information Systems 2025. AIS eLibrary

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

  20. Published

    How to Measure the Speed of Enterprise IT? An Enterprise Architecture-based Case Study in a Very Large Enterprise

    Kanin, O. & Drews, P., 2025, Enterprise Design, Operations, and Computing : 28th International Conference, EDOC 2024, Vienna, Austria, September 10–13, 2024, Revised Selected Papers. Borbinha, J., Sales, T. P., Da Silva, M. M., Proper, H. A. & Schnellmann, M. (eds.). Cham: Springer Schweiz, p. 101-118 18 p. (Lecture Notes in Computer Science (LNCS); vol. 15409).

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

  21. Published

    Machine Learning and Data Mining for Sports Analytics: 11th International Workshop, MLSA 2024, Vilnius, Lithuania, September 9, 2024, Revised Selected Papers

    Brefeld, U. (Editor), Davis, J. (Editor), Van Haaren, J. (Editor) & Zimmermann, A. (Editor), 2025, Cham: Springer. 119 p. (Communications in Computer and Information Science; vol. 2460)

    Research output: Books and anthologiesConference proceedingsResearch

  22. Accepted/In press

    Metrics for Experimentation Programs: Categories, Benefits and Challenges

    Stotz, N. & Drews, P., 2025, (Accepted/In press) Proceedings of XP 2025. 15 p.

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

  23. Accepted/In press

    No-Code Platforms in Startups: Explaining Decisions for Adoption and Abandonment

    Laevskaya, E., Naqvi, S. A. A. & Drews, P., 2025, (Accepted/In press) Proceedings of AMCIS 2025. 10 p.

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

  24. Published

    Toward Learning Distributions of Distributions

    Wohlstein, M. & Brefeld, U., 2025, In: Proceedings of Machine Learning Research. 265, p. 269-275 7 p.

    Research output: Journal contributionsConference article in journalResearchpeer-review

  25. Published

    uFood: Concept for a Serious Moral Game on Social-Media Marketing

    Katsarov, J., Rabener, T., Wagenbach, T., Zakharova, E., Blanco Hoppmann, Y., Tran, L., Drews, P. & Trittin-Ulbrich, H., 2025, Games and Learning Alliance: 13th International Conference, GALA 2024. Schönbohm, A., Bellotti, F., Buchiarone, A., de Rosa, F., Ninaus, M., Wang, A., Wanick, V. & Dondio, P. (eds.). Cham: Springer Schweiz, p. 355-360 6 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15348 LNCS).

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

  26. Published

    Understanding Low-Code Evolution, Adoption and Ecosystem for Software Development

    Naqvi, S. A. A. & Drews, P., 2025, ICSOB-C 2024, Software Business: PhD Retreat and Posters & Demos Track 2024: Companion Proceedings of the 15th International Conference on Software Business (PhD Retreat, Posters & Demos Track), Utrecht, the Netherlands, November 18–20, 2024. D., Santos, R., Khanna, D. & Elshan, E. (eds.). Aachen: Rheinisch-Westfälische Technische Hochschule Aachen, 9 p. (CEUR workshop proceedings; vol. 3921).

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

  27. Published

    Use Cases for Artificial Intelligence in the Product Experimentation Lifecycle

    Stotz, N. & Drews, P., 2025, Product-Focused Software Process Improvement: 25th International Conference, PROFES 2024 Tartu, Estonia, December 2–4, 2024; Proceedings. Pfahl, D., Gonzalez Huerta, J., Klünder, J. & Anwar, H. (eds.). Cham: Springer Nature Switzerland AG, p. 289-304 16 p. (Lecture Notes in Computer Science; vol. 15452).

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

  28. Published

    Value-Based Transformation Management for Digital-Sustainable Co-Transformation

    Zimmer, M. P. & Paul, K., 2025, In: FIfF-Kommunikation. 42, 1, p. 32-35

    Research output: Journal contributionsJournal articlesTransferpeer-review

  29. 2024
  30. Published

    Creative spaces in computer science

    Kohler, M., Usbeck, R. & Edinger, J., 12.2024, In: IT - Information Technology. 66, 2-3, p. 39-41 3 p.

    Research output: Journal contributionsOther (editorial matter etc.)Research

  31. 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

  32. Published

    Greenpeace's Digital Transformation: A Case of Digital–Sustainable Co-Transformation

    Zimmer, M. P., Paul, K. & Drews, P., 12.2024, Lüneburg: Leuphana Universität Lüneburg, 59 p.

    Research output: Working paperProject reportsResearch

  33. Published

    Making the most out of timeseries symptom data: A machine learning study on symptom predictions of internet-based CBT

    Hentati Isacsson, N., Zantvoort, K., Forsell, E., Boman, M. & Kaldo, V., 12.2024, In: Internet Interventions. 38, 8 p., 100773.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  34. 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

  35. 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

  36. 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

  37. Published

    Bridging the Gap: Generating a Comprehensive Biomedical Knowledge Graph Question Answering Dataset

    Yan, X., Westphal, P., Seliger, J. & Usbeck, R., 16.10.2024, ECAI 2024 : 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain; including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024), Proceedings. Endriss, U., Melo, F. S., Bach, K., Diz, A. J. B., Alonso-Moral, J. M., Barro, S. & Heintz, F. (eds.). Amsterdam: IOS Press BV, p. 1198-1205 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 392).

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

  38. 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

  39. Published

    Revisiting the richness of integrated vehicle and crew scheduling

    Ge, L., Kliewer, N., Nourmohammadzadeh, A., Voß, S. & Xie, L., 10.2024, In: Public Transport. 16, 3, p. 775-801 27 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  40. 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

  41. Published

    Entity Linking with Out-of-Knowledge-Graph Entity Detection and Clustering Using Only Knowledge Graphs

    Möller, C. & Usbeck, R., 11.09.2024, Knowledge Graphs in the Age of Language Models and Neuro-Symbolic AI- : Proceedings of the 20th International Conference on Semantic Systems, 17-19 September 2024, Amsterdam, The Netherlands. Salatino, A. A., Alam, M., Ongenae, F., Vahdati, S., Gentile, A. L., Pellegrini, T. & Jiang, S. (eds.). Amsterdam: IOS Press BV, p. 88-105 18 p. (Studies on the Semantic Web; vol. 60).

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

  42. 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

  43. Published

    TextGraphs 2024 Shared Task on Text-Graph Representations for Knowledge Graph Question Answering

    Sakhovskiy, A., Salnikov, M., Nikishina, I., Usmanova, A., Kraft, A., Möller, C., Banerjee, D., Huang, J., Jiang, L., Abdullah, R., Yan, X., Ustalov, D., Tutubalina, E., Usbeck, R. & Panchenko, A., 01.08.2024, Proceedings of TextGraphs-17: Graph-based Methods for Natural Language Processing: Graph-Based Methods for Natural Language Processing, 62nd Annual Meeting of the Association of Computational Linguistics. Ustalov, D., Gao, Y., Pachenko, A., Tutubalina, E., Nikishina, I., Ramesh, A., Sakhovskiy, A., Usbeck, R., Penn, G. & Valentino, M. (eds.). Kerrville: Association for Computational Linguistics (ACL), p. 116-125 10 p.

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

  44. Published

    Value-Sensitive Digital Social Innovations for Marginalized Individuals: Towards a Research Agenda

    Gebken, L., Schirmer, I., Simon, J. & Drews, P., 01.08.2024, In: Academy of Management Proceedings. 2024, 1

    Research output: Journal contributionsConference abstract in journalResearchpeer-review

  45. Published

    Knowledge-Enhanced Language Models Are Not Bias-Proof: Situated Knowledge and Epistemic Injustice in AI

    Kraft, A. & Soulier, E., 03.06.2024, 2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024. Association for Computing Machinery, Inc, p. 1433-1445 13 p. (2024 ACM Conference on Fairness, Accountability, and Transparency, FAccT 2024).

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

  46. Published
  47. 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

  48. Published

    Event Extraction Alone Is Not Enough

    Huang, J., Jiang, L., Möller, C. & Usbeck, R., 05.2024, Narrative Extraction From Texts 2024: Proceedings of Text2Story — Seventh Workshop on Narrative Extraction From Texts held in conjunction with the 46th European Conference on Information Retrieval (ECIR 2024). Campos, R., Jorge, A. M., Jatowt, A., Bhatia, S. & Litvak, M. (eds.). Aachen: Rheinisch-Westfaelische Technische Hochschule Aachen, Vol. 3671. p. 105-114 10 p. (CEUR Workshop Proceedings; vol. 3671).

    Research output: Contributions to collected editions/worksConference contributionpeer-review

  49. Submitted

    Studying properties of water data using manifold-aware anomaly detectors

    Paulsen, T. & Brefeld, U., 23.04.2024, (Submitted) Design of Cyber-Secure Water Plants. Mathur, A., Zhou, J. & Raman, G. (eds.). MDPI AG, (Water).

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

  50. Published

    Understanding Environmental Posts: Sentiment and Emotion Analysis of Social Media Data

    Amangeldi, D., Usmanova, A. & Shamoi, P., 07.03.2024, In: IEEE Access. 12, p. 33504-33523 20 p.

    Research output: Journal contributionsJournal articlesResearchpeer-review

  51. Published

    Surveying the FAIRness of Annotation Tools: Difficult to find, difficult to reuse

    Borisova, E., Abu Ahmad, R., Garcia-Castro, L. J., Usbeck, R. & Rehm, G., 01.03.2024, LAW 2024 - 18th Linguistic Annotation Workshop, Co-located with EACL 2024 - Proceedings of the Workshop: Proceedings of the Workshop. Henning, S. & Stede, M. (eds.). Stroudsburg: Association for Computational Linguistics (ACL), p. 29-45 17 p.

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

  52. Published

    Masked Autoencoder Pretraining for Event Classification in Elite Soccer

    Rudolph, Y. & Brefeld, U., 26.02.2024, Machine Learning and Data Mining for Sports Analytics: 10th International Workshop, MLSA 2023, Revised Selected Papers. Brefeld, U., Davis, J., Van Haaren, J. & Zimmermann, A. (eds.). Cham: Springer Nature Switzerland AG, p. 24-35 12 p. (Communications in Computer and Information Science; vol. 2035).

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

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