Erfahrungsbasierte Lernende Systeme

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1. Jürgen Mangler; Ronny Seiger; Janik-Vasily Benzin; Joscha Grüger; Yusuf Kirikkayis; Florian Gallik; Lukas Malburg; Matthias Ehrendorfer; Yannis Bertrand; Marco Franceschetti; Barbara Weber; Stefanie Rinderle-Ma; Ralph Bergmann; Estefanía Serral Asensio; Manfred Reichert

   From Internet of Things Data to Business Processes: Challenges and a Framework

   In: Giancarlo Fortino; Massimo Mecella. Internet of Things Meets Business Process Management: A Synergistic Integration. Pages 25-61, ISBN 978-3-031-90746-3, Springer, 2026.

2. Martin Kuhn; Joscha Grüger; Ralph Bergmann

   PALSYN: a method for synthetic multi-perspective event log generation with differential private guarantees

   In: Chiara Di Francescomarino; Marwan Hassani; Jan Mendling; Arik Senderovich (Hrsg.). Process Science, Vol. 2, No. 1, Pages 1-37, Springer Nature, Cham, 12/2025.

3. Alexander Schultheis; Yannis Bertrand; Joscha Grüger; Lukas Malburg; Ralph Bergmann; Estefanía Serral Asensio

   Case-based Data Quality Management for IoT Logs: A Case Study Focusing on Detection of Data Quality Issues

   In: Amiya Nayak (Hrsg.). IoT, Vol. 6, No. 4, MDPI, 10/2025.

4. Britta Berens; Joscha Grüger; Carolin Poschen; Konstantin Knorr

   A FHIR Specification to Formalize Cohort Definitions

   In: Studies in Health Technology and Informatics, Vol. 332, Pages 165-169, IOS Press, Niederlande, 10/2025.

5. Kilian Bartz; Mirko Lenz; Ralph Bergmann

   Retrieving Argument Graphs Using Vision Transformers

   In: Elena Chistova; Philipp Cimiano; Shohreh Haddadan; Gabriella Lapesa; Ramon Ruiz-Dolz (Hrsg.). Proceedings of the 12th Workshop on Argument Mining. ACL Workshop on Argument Mining (ArgMining-2025), located at ACL-2025, Vienna, Austria, Austria, Pages 32-45, ISBN 979-8-89176-258-9, Association for Computational Linguistics, 7/2025.

6. Martin Kuhn; Joscha Grüger; Christoph Matheja; Andrey Rivkin

   Probabilistic Programming for Trace Generation (and Beyond)

   In: Joint Proceedings of the Workshops at the 46th International Conference on Application and Theory of Petri Nets and Concurrency: Petri Nets and Software Engineering (PNSE'25), Algorithms & Theories for the Analysis of Event Data (ATAED’25), and. Algorithms & Theories for the Analysis of Event Data (ATAED-2025), located at Petri Nets 2025, June 24, Paris, France, Pages 160-165, Vol. 3998, CEUR-WS.org, 6/2025.

7. Eric Rietzke; Carsten Maletzki; Lisa Grewenig; Ralph Bergmann

   Hybrides wissensbasiertes Reasoning für wissensintensive Prozesse am Beispiel von Notrufabfragen

   In: Knut Hinkelmann; Thomas Hoppe; Bernhard G. Humm. Hybride KI mit Machine Learning und Knowledge Graphs: Innovative Lösungen aus der Praxis. Pages 297-318, ISBN 978-3-658-44781-6, Springer Fachmedien Wiesbaden, Wiesbaden, 3/2025.

8. Martin Kuhn; Joscha Grüger; Tobias Geyer; Ralph Bergmann

   Leveraging Taxonomy Similarity for Next Activity Prediction in Patient Treatment

   3/2025.

9. Joscha Grüger; Tobias Geyer; Tobias Brix; Michael Storck; Sonja Leson; Laura Bley; Carsten Weishaupt; Ralph Bergmann; Stephan A. Braun

   AI-Driven Decision Support in Oncology: Evaluating Data Readiness for Skin Cancer Treatment

   3/2025.

10. Patrick Klein; Lukas Malburg; Ralph Bergmann

    Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance

    In: Engineering Applications of Artificial Intelligence, Vol. 145, Page 110152, Elsevier, 2025.

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