Ralph Bergmann

German Research Centre for Artificial Intelligence — Germany

Computer Science · Physical Sciences

31h-index4.3kcitations320works1.62yr avg
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Research Topics

Semantic Web and Ontologies(114), Business Process Modeling and Analysis(99), AI-based Problem Solving and Planning(92), Service-Oriented Architecture and Web Services(36), Manufacturing Process and Optimization(21)

Publications320 total

From Internet of Things Data to Business Processes: Challenges and a Framework
Internet of things·2026
PALSYN: a method for synthetic multi-perspective event log generation with differential private guarantees
Process Science·2025Open Access
Case-Based Data Quality Management for IoT Logs: A Case Study Focusing on Detection of Data Quality Issues
IoT·2025Open Access
Numbers Don’t Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-structured Information
Lecture notes in computer science·2025
PALSYN: A Method for Synthetic Multi-Perspective Event Log Generation with Differential Private Guarantees
2025Open Access
Unveiling real-world process-related problems in hospitals: a Delphi study
Process Science·2025Open Access
Augmentation of Semantic Processes for Deep Learning Applications
Applied Artificial Intelligence·2025Open Access
PALSYN: A Method for Synthetic Multi-Perspective Event Log Generation with Differential Private Guarantees
2025Open Access
Case-Based Reasoning Meets Large Language Models: A Research Manifesto For Open Challenges and Research Directions
SPIRE - Sciences Po Institutional REpository·2025Open Access
AI-Driven Decision Support in Oncology: Evaluating Data Readiness for Skin Cancer Treatment
ArXiv.org·2025Open Access
Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance
Engineering Applications of Artificial Intelligence·2025· 14 citedOpen Access
Retrieving Argument Graphs Using Vision Transformers
2025Open Access
Research Paper: Enhancing Healthcare Decision-Making with Analogy-Based Reasoning
Lecture notes in business information processing·2025Open Access
LLsiM: Large Language Models for Similarity Assessment in Case-Based Reasoning
Lecture notes in computer science·2025
Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning
Lecture notes in computer science·2025
Hybrides wissensbasiertes Reasoning Für wissensintensive Prozesse am Beispiel von Notrufabfragen
2025Open Access
EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture
Lecture notes in computer science·2025
Clinical Decision Support for Skin Tumor Treatment: A Case-Based Reasoning Approach
Lecture notes in computer science·2025
Integration of Time Series Embedding for Efficient Retrieval in Case-Based Reasoning
Lecture notes in computer science·2025· 1 cited
Case-Based Activity Detection from Segmented Internet of Things Data
Lecture notes in computer science·2025· 1 cited
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Frequent Co-authors

Wolfgang Wilke(9), Mirjam Minor(7), Stefan Weß(5), Lukas Malburg(5), Sean Breen(4), Mehmet H. Göker(4), Michel Manago(4), Klaus‐Dieter Althoff(4), Sebastian Görg(3), Kirstin Walter(3), Ralph Traphöner(3), Ivo Vollrath(3), Ronny Seiger(3), W. Hofmann(2), Armin Stahl(2), Yolanda Gil(2), Thomas Roth–Berghofer(2), Pádraig Cunningham(2), Sascha Schmitt(2), Barbara Weber(2)