Experience-based Learning Systems

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1. 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.

2. Mirko Lenz; Ralph Bergmann

   ArgueMapper Assistant: Interactive Argument Mining Using Generative Language Models

   In: Max Bramer; Frederic Stahl (Hrsg.). Artificial Intelligence XLI. SGAI International Conference on Artificial Intelligence (AI-2024), 44th, December 17-19, Cambridge, United Kingdom, Pages 189-203, Lecture Notes in Computer Science (LNCS), Vol. 15446, ISBN 978-3-031-77915-2, Springer Nature Switzerland, Cham, 2025.

3. 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.

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

   Challenges in Data Quality Management for IoT-Enhanced Event Logs

   In: Research Challenges in Information Science - 19th International Conference, RCIS 2025, Proceedings. IEEE International Conference on Research Challenges in Information Science (RCIS-2025), May 20-23, Seville, Spain, Lecture Notes in Business Information Processing (LNBIP), Springer, 2025.

5. Justin Weich; Alexander Schultheis; Maximilian Hoffmann; Ralph Bergmann

   Integration of Time Series Embedding for Efficient Retrieval in Case-Based Reasoning

   In: Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3rd, 2025, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2025), 33rd International Conference on Case-Based Reasoning, June 30 - July 3, Biarritz, France, Lecture Notes in Computer Science (LNCS), Springer, 2025.

6. Ronny Seiger; Alexander Schultheis; Ralph Bergmann

   Case-Based Activity Detection from Segmented Internet of Things Data

   In: Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3rd, 2025, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2025), 33rd International Conference on Case-Based Reasoning, June 30 - July 3, Biarritz, France, Lecture Notes in Computer Science (LNCS), Springer, 2025.

7. Mirko Lenz; Maximilian Hoffmann; Ralph Bergmann

   LLsiM: Large Language Models for Similarity Assessment in Case-Based Reasoning

   In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2025), Biarritz, France, Lecture Notes in Computer Science (LNCS), Springer Nature Switzerland, Cham, 2025.

8. Guillermo Jimenez-Diaz; Mirko Lenz; Lukas Malburg; Belen Diaz-Agudo; Ralph Bergmann

   A Framework for Supporting the Iterative Design of CBR Applications

   In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2025), Biarritz, France, Lecture Notes in Computer Science (LNCS), Springer Nature Switzerland, Cham, 2025.

9. Ralph Bergmann; Florian Brand; Mirko Lenz; Lukas Malburg

   EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture

   In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning (ICCBR-2025), Cham, France, Lecture Notes in Computer Science (LNCS), Springer Nature Switzerland, 2025.

10. Maxim Hotz; Lukas Malburg; Ralph Bergmann

    Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning

    In: Isabelle Bichindaritz; Beatriz Lopez (Hrsg.). Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings. International Conference on Case-Based Reasoning (ICCBR-2025), Lecture Notes in Computer Science, Springer, 2025.

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