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  2025 (18)
Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance. Klein, P.; Malburg, L.; and Bergmann, R. Eng. Appl. Artif. Intell., 145: 110152. 2025.
Combining informed data-driven anomaly detection with knowledge graphs for root cause analysis in predictive maintenance [link]Paper   doi   link   bibtex   5 downloads  
Unveiling real-world process-related problems in hospitals: a Delphi study. Grüger, J.; Roock, E. D.; Martin, N.; Droogenbroeck, F. V.; and Bergmann, R. Process Sci., 2(1). 2025.
Unveiling real-world process-related problems in hospitals: a Delphi study [link]Paper   doi   link   bibtex  
PALSYN: a method for synthetic multi-perspective event log generation with differential private guarantees. Kuhn, M.; Grüger, J.; and Bergmann, R. Process Sci., 2(1). 2025.
PALSYN: a method for synthetic multi-perspective event log generation with differential private guarantees [link]Paper   doi   link   bibtex  
Retrieving Argument Graphs Using Vision Transformers. Bartz, K.; Lenz, M.; and Bergmann, R. In Chistova, E.; Cimiano, P.; Haddadan, S.; Lapesa, G.; and Ruiz-Dolz, R., editor(s), Proceedings of the 12th Workshop on Argument Mining, ArgMining 2025, Vienna, Austria, July 31, 2025, pages 32–45, 2025. Association for Computational Linguistics
Retrieving Argument Graphs Using Vision Transformers [link]Paper   doi   link   bibtex   2 downloads  
EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture. Bergmann, R.; Brand, F.; Lenz, M.; and Malburg, L. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 3–17, 2025. Springer
EXAR: A Unified Experience-Grounded Agentic Reasoning Architecture [link]Paper   doi   link   bibtex   5 downloads  
LLsiM: Large Language Models for Similarity Assessment in Case-Based Reasoning. Lenz, M.; Hoffmann, M.; and Bergmann, R. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 126–141, 2025. Springer
LLsiM: Large Language Models for Similarity Assessment in Case-Based Reasoning [link]Paper   doi   link   bibtex   1 download  
Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning. Hotz, M.; Malburg, L.; and Bergmann, R. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 236–251, 2025. Springer
Advanced Search Techniques for Determining Optimal Sequences of Adaptation Rules in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   3 downloads  
A Framework for Supporting the Iterative Design of CBR Applications. Jiménez-Díaz, G.; Lenz, M.; Malburg, L.; Díaz-Agudo, B.; and Bergmann, R. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 252–266, 2025. Springer
A Framework for Supporting the Iterative Design of CBR Applications [link]Paper   doi   link   bibtex  
Integration of Time Series Embedding for Efficient Retrieval in Case-Based Reasoning. Weich, J.; Schultheis, A.; Hoffmann, M.; and Bergmann, R. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 328–344, 2025. Springer
Integration of Time Series Embedding for Efficient Retrieval in Case-Based Reasoning [link]Paper   doi   link   bibtex  
Clinical Decision Support for Skin Tumor Treatment: A Case-Based Reasoning Approach. Kuhn, M.; Warnecke, Y.; Preciado-Marquez, D.; Grüger, J.; Bley, L.; Storck, M.; Weishaupt, C.; Bergmann, R.; and Braun, S. A. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 407–422, 2025. Springer
Clinical Decision Support for Skin Tumor Treatment: A Case-Based Reasoning Approach [link]Paper   doi   link   bibtex  
Case-Based Activity Detection from Segmented Internet of Things Data. Seiger, R.; Schultheis, A.; and Bergmann, R. In Bichindaritz, I.; and López, B., editor(s), Case-Based Reasoning Research and Development - 33rd International Conference, ICCBR 2025, Biarritz, France, June 30 - July 3, 2025, Proceedings, volume 15662, of Lecture Notes in Computer Science, pages 438–453, 2025. Springer
Case-Based Activity Detection from Segmented Internet of Things Data [link]Paper   doi   link   bibtex   2 downloads  
Numbers Don't Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-structured Information. Lenz, M.; Dumani, L.; Schenkel, R.; and Bergmann, R. In Braun, T.; Paaßen, B.; and Stolzenburg, F., editor(s), KI 2025: Advances in Artificial Intelligence - 48th German Conference on AI, Potsdam, Germany, September 16-19, 2025, Proceedings, volume 15956, of Lecture Notes in Computer Science, pages 77–90, 2025. Springer
Numbers Don't Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-structured Information [link]Paper   doi   link   bibtex  
Challenges in Data Quality Management for IoT-Enhanced Event Logs. Bertrand, Y.; Schultheis, A.; Malburg, L.; Grüger, J.; Asensio, E. S.; and Bergmann, R. In Grabis, J.; Vos, T. E. J.; Escalona, M. J.; and Pastor, O., editor(s), Research Challenges in Information Science - 19th International Conference, RCIS 2025, Seville, Spain, May 20-23, 2025, Proceedings, Part I, volume 547, of Lecture Notes in Business Information Processing, pages 20–36, 2025. Springer
Challenges in Data Quality Management for IoT-Enhanced Event Logs [link]Paper   doi   link   bibtex  
ProCAKE Framework (Version 7.1.0). Bergmann, R.; Grumbach, L.; Hoffmann, M.; Jünger, L.; Malburg, L.; Schultheis, A.; and Zeyen, C. ˘rlhttps://doi.org/10.5281/zenodo.15222500, April 2025. Accessed on YYYY-MM-DD.
ProCAKE Framework (Version 7.1.0) [link]Paper   doi   link   bibtex  
Numbers Don't Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-Structured Information (Version 1). Lenz, M.; Dumani, L.; Schenkel, R.; and Bergmann, R. ˘rlhttps://doi.org/10.5281/zenodo.15720818, 2025. Accessed on YYYY-MM-DD.
Numbers Don't Lie: Hybrid Extraction and Validation of Quantitative Statements in Arguments with Semi-Structured Information (Version 1) [link]Paper   doi   link   bibtex  
Dataset from a Smart Factory for Activity Detection using Temporal Case-based Reasoning (Version 1). Seiger, R.; Schultheis, A.; and Bergmann, R. ˘rlhttps://doi.org/10.5281/zenodo.14998532, March 2025. Accessed on YYYY-MM-DD.
Dataset from a Smart Factory for Activity Detection using Temporal Case-based Reasoning (Version 1) [link]Paper   doi   link   bibtex  
Leveraging Taxonomy Similarity for Next Activity Prediction in Patient Treatment. Kuhn, M.; Grüger, J.; Geyer, T.; and Bergmann, R. CoRR, abs/2503.07638. 2025.
Leveraging Taxonomy Similarity for Next Activity Prediction in Patient Treatment [link]Paper   doi   link   bibtex  
AI-Driven Decision Support in Oncology: Evaluating Data Readiness for Skin Cancer Treatment. Grüger, J.; Geyer, T.; Brix, T.; Storck, M.; Leson, S.; Bley, L.; Weishaupt, C.; Bergmann, R.; and Braun, S. A. CoRR, abs/2503.09164. 2025.
AI-Driven Decision Support in Oncology: Evaluating Data Readiness for Skin Cancer Treatment [link]Paper   doi   link   bibtex  
  2024 (13)
Empowering Large Language Models in Hybrid Intelligence Systems through Data-Centric Process Models. Maletzki, C.; Rietzke, E.; and Bergmann, R. In Petrick, R. P. A.; and Geib, C. W., editor(s), Proceedings of the AAAI 2024 Spring Symposium Series, Stanford, CA, USA, March 25-27, 2024, pages 167–174, 2024. AAAI Press
Empowering Large Language Models in Hybrid Intelligence Systems through Data-Centric Process Models [link]Paper   doi   link   bibtex  
Large Language Models as Knowledge Engineers. Brand, F.; Malburg, L.; and Bergmann, R. In Malburg, L., editor(s), Proceedings of the Workshops at the 32nd International Conference on Case-Based Reasoning (ICCBR-WS 2024) co-located with the 32nd International Conference on Case-Based Reasoning (ICCBR 2024), Mérida, Mexico, July 1, 2024, volume 3708, of CEUR Workshop Proceedings, pages 3–18, 2024. CEUR-WS.org
Large Language Models as Knowledge Engineers [pdf]Paper   link   bibtex   10 downloads  
Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation. Malburg, L.; Hotz, M.; and Bergmann, R. In Recio-García, J. A.; Orozco-del-Castillo, M. G.; and Bridge, D., editor(s), Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, volume 14775, of Lecture Notes in Computer Science, pages 50–66, 2024. Springer
Improving Complex Adaptations in Process-Oriented Case-Based Reasoning by Applying Rule-Based Adaptation [link]Paper   doi   link   bibtex   6 downloads  
Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing. Schultheis, A.; Malburg, L.; Grüger, J.; Weich, J.; Bertrand, Y.; Bergmann, R.; and Asensio, E. S. In Recio-García, J. A.; Orozco-del-Castillo, M. G.; and Bridge, D., editor(s), Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, volume 14775, of Lecture Notes in Computer Science, pages 240–257, 2024. Springer
Identifying Missing Sensor Values in IoT Time Series Data: A Weight-Based Extension of Similarity Measures for Smart Manufacturing [link]Paper   doi   link   bibtex  
Towards a Case-Based Support for Responding Emergency Calls. Grumbach, L.; Winzig, A.; and Bergmann, R. In Recio-García, J. A.; Orozco-del-Castillo, M. G.; and Bridge, D., editor(s), Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, volume 14775, of Lecture Notes in Computer Science, pages 273–288, 2024. Springer
Towards a Case-Based Support for Responding Emergency Calls [link]Paper   doi   link   bibtex   2 downloads  
CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python. Lenz, M.; Malburg, L.; and Bergmann, R. In Recio-García, J. A.; Orozco-del-Castillo, M. G.; and Bridge, D., editor(s), Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, volume 14775, of Lecture Notes in Computer Science, pages 289–304, 2024. Springer
CBRkit: An Intuitive Case-Based Reasoning Toolkit for Python [link]Paper   doi   link   bibtex   4 downloads  
Autocompletion of Architectural Spatial Configurations Using Case-Based Reasoning, Graph Clustering, and Deep Learning. Eisenstadt, V.; Langenhan, C.; Bielski, J.; Bergmann, R.; and Althoff, K. In Recio-García, J. A.; Orozco-del-Castillo, M. G.; and Bridge, D., editor(s), Case-Based Reasoning Research and Development - 32nd International Conference, ICCBR 2024, Merida, Mexico, July 1-4, 2024, Proceedings, volume 14775, of Lecture Notes in Computer Science, pages 321–337, 2024. Springer
Autocompletion of Architectural Spatial Configurations Using Case-Based Reasoning, Graph Clustering, and Deep Learning [link]Paper   doi   link   bibtex  
Research Paper: Enhancing Healthcare Decision-Making with Analogy-Based Reasoning. Grüger, J.; Kuhn, M.; Amri, K.; and Bergmann, R. In Delgado, A.; and Slaats, T., editor(s), Process Mining Workshops - ICPM 2024 International Workshops, Lyngby, Denmark, October 14-18, 2024, Revised Selected Papers, volume 533, of Lecture Notes in Business Information Processing, pages 447–459, 2024. Springer
Research Paper: Enhancing Healthcare Decision-Making with Analogy-Based Reasoning [link]Paper   doi   link   bibtex  
PolArg: Unsupervised Polarity Prediction of Arguments in Real-Time Online Conversations. Lenz, M.; and Bergmann, R. In Cimiano, P.; Frank, A.; Kohlhase, M.; and Stein, B., editor(s), Robust Argumentation Machines - First International Conference, RATIO 2024, Bielefeld, Germany, June 5-7, 2024, Proceedings, volume 14638, of Lecture Notes in Computer Science, pages 108–126, 2024. Springer
PolArg: Unsupervised Polarity Prediction of Arguments in Real-Time Online Conversations [link]Paper   doi   link   bibtex  
ArgServices: A Microservice-Based Architecture for Argumentation Machines. Lenz, M.; Dumani, L.; Schenkel, R.; and Bergmann, R. In Cimiano, P.; Frank, A.; Kohlhase, M.; and Stein, B., editor(s), Robust Argumentation Machines - First International Conference, RATIO 2024, Bielefeld, Germany, June 5-7, 2024, Proceedings, volume 14638, of Lecture Notes in Computer Science, pages 352–369, 2024. Springer
ArgServices: A Microservice-Based Architecture for Argumentation Machines [link]Paper   doi   link   bibtex   1 download  
ArgueMapper Assistant: Interactive Argument Mining Using Generative Language Models. Lenz, M.; and Bergmann, R. In Bramer, M.; and Stahl, F. T., editor(s), Artificial Intelligence XLI - 44th SGAI International Conference on Artificial Intelligence, AI 2024, Cambridge, UK, December 17-19, 2024, Proceedings, Part I, volume 15446, of Lecture Notes in Computer Science, pages 189–203, 2024. Springer
ArgueMapper Assistant: Interactive Argument Mining Using Generative Language Models [link]Paper   doi   link   bibtex  
ProCAKE Framework (Version 7.0.0). Bergmann, R.; Grumbach, L.; Hoffmann, M.; Hotz, M.; Jünger, L.; Lenz, M.; Malburg, L.; Schultheis, A.; and Zeyen, C. ˘rlhttps://doi.org/10.5281/zenodo.14020042, October 2024. Accessed on YYYY-MM-DD.
ProCAKE Framework (Version 7.0.0) [link]Paper   doi   link   bibtex  
From Internet of Things Data to Business Processes: Challenges and a Framework. Mangler, J.; Seiger, R.; Benzin, J.; Grüger, J.; Kirikkayis, Y.; Gallik, F.; Malburg, L.; Ehrendorfer, M.; Bertrand, Y.; Franceschetti, M.; Weber, B.; Rinderle-Ma, S.; Bergmann, R.; Asensio, E. S.; and Reichert, M. CoRR, abs/2405.08528. 2024.
From Internet of Things Data to Business Processes: Challenges and a Framework [link]Paper   doi   link   bibtex  
  2023 (20)
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0. Malburg, L.; Klein, P.; and Bergmann, R. Eng. Appl. Artif. Intell., 126: 106727. 2023.
Converting semantic web services into formal planning domain descriptions to enable manufacturing process planning and scheduling in industry 4.0 [link]Paper   doi   link   bibtex   8 downloads  
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs. Mangler, J.; Grüger, J.; Malburg, L.; Ehrendorfer, M.; Bertrand, Y.; Benzin, J.; Rinderle-Ma, S.; Asensio, E. S.; and Bergmann, R. Future Internet, 15(3): 109. 2023.
DataStream XES Extension: Embedding IoT Sensor Data into Extensible Event Stream Logs [link]Paper   doi   link   bibtex  
A framework for AI-based self-adaptive cyber-physical process systems. Guldner, A.; Hoffmann, M.; Lohr, C.; Machhamer, R.; Malburg, L.; Morgen, M.; Rodermund, S. C.; Schäfer, F.; Schaupeter, L.; Schneider, J.; Theusch, F.; Bergmann, R.; Dartmann, G.; Kuhn, N.; Naumann, S.; Timm, I. J.; Vette-Steinkamp, M.; and Weyers, B. it Inf. Technol., 65(3): 113–128. 2023.
A framework for AI-based self-adaptive cyber-physical process systems [link]Paper   doi   link   bibtex   5 downloads  
IoT-enriched event log˘nicode8239generation and quality analytics: a case study. Grüger, J.; Malburg, L.; and Bergmann, R. it Inf. Technol., 65(3): 128–138. 2023.
IoT-enriched event log˘nicode8239generation and quality analytics: a case study [link]Paper   doi   link   bibtex  
Applying MAPE-K control loops for adaptive workflow management in smart factories. Malburg, L.; Hoffmann, M.; and Bergmann, R. J. Intell. Inf. Syst., 61(1): 83–111. 2023.
Applying MAPE-K control loops for adaptive workflow management in smart factories [link]Paper   doi   link   bibtex   15 downloads  
Towards Hybrid Intelligent Support Systems for Emergency Call Handling. Maletzki, C.; Grumbach, L.; Rietzke, E.; and Bergmann, R. In Martin, A.; Fill, H.; Gerber, A.; Hinkelmann, K.; Lenat, D.; Stolle, R.; and van Harmelen, F., editor(s), Proceedings of the AAAI 2023 Spring Symposium on Challenges Requiring the Combination of Machine Learning and Knowledge Engineering (AAAI-MAKE 2023), Hyatt Regency, San Francisco Airport, California, USA, March 27-29, 2023, volume 3433, of CEUR Workshop Proceedings, 2023. CEUR-WS.org
Towards Hybrid Intelligent Support Systems for Emergency Call Handling [pdf]Paper   link   bibtex  
Towards Machine Learning-Based Digital Twins in Cyber-Physical Systems. Theusch, F.; Seemann, L.; Guldner, A.; Naumann, S.; and Bergmann, R. In Lombardo, G.; Picone, M.; Recupero, D. R.; and Vizzari, G., editor(s), The First Workshop on AI for Digital Twins and Cyber-Physical Applications in conjunction with 32nd International Joint Conference on Artificial Intelligence (AI4DT&CP@IJCAI 2023), Macao S.A.R, August 19th 2023, volume 3541, of CEUR Workshop Proceedings, pages 1–16, 2023. CEUR-WS.org
Towards Machine Learning-Based Digital Twins in Cyber-Physical Systems [pdf]Paper   link   bibtex   2 downloads  
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments. Ehrendorfer, M.; Bertrand, Y.; Malburg, L.; Mangler, J.; Grüger, J.; Rinderle-Ma, S.; Bergmann, R.; and Asensio, E. S. In Fahland, D.; Jiménez-Ramírez, A.; Kumar, A.; Mendling, J.; Pentland, B. T.; Rinderle-Ma, S.; Slaats, T.; Versendaal, J.; Weber, B.; Weske, M.; and Winter, K., editor(s), Proceedings of the Best Dissertation Award, Doctoral Consortium, and Demonstration & Resources Forum at BPM 2023 co-located with 21st International Conference on Business Process Management (BPM 2023), Utrecht, The Netherlands, September 11th to 15th, 2023, volume 3469, of CEUR Workshop Proceedings, pages 92–96, 2023. CEUR-WS.org
Internet of Processes and Things: A Repository for IoT-Enriched Event Logs in Smart Environments [pdf]Paper   link   bibtex  
DALG: The Data Aware Event Log Generator. Jilg, D.; Grüger, J.; Geyer, T.; and Bergmann, R. In Fahland, D.; Jiménez-Ramírez, A.; Kumar, A.; Mendling, J.; Pentland, B. T.; Rinderle-Ma, S.; Slaats, T.; Versendaal, J.; Weber, B.; Weske, M.; and Winter, K., editor(s), Proceedings of the Best Dissertation Award, Doctoral Consortium, and Demonstration & Resources Forum at BPM 2023 co-located with 21st International Conference on Business Process Management (BPM 2023), Utrecht, The Netherlands, September 11th to 15th, 2023, volume 3469, of CEUR Workshop Proceedings, pages 142–146, 2023. CEUR-WS.org
DALG: The Data Aware Event Log Generator [pdf]Paper   link   bibtex   3 downloads  
Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. In Franklin, M.; and Chun, S. A., editor(s), Proceedings of the Thirty-Sixth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2023, Clearwater Beach, FL, USA, May 14-17, 2023, 2023. Florida Online Journals
Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   5 downloads  
Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning. Pauli, J.; Hoffmann, M.; and Bergmann, R. In Franklin, M.; and Chun, S. A., editor(s), Proceedings of the Thirty-Sixth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2023, Clearwater Beach, FL, USA, May 14-17, 2023, 2023. Florida Online Journals
Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning [link]Paper   doi   link   bibtex   15 downloads  
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization. Schultheis, A.; Hoffmann, M.; Malburg, L.; and Bergmann, R. In Massie, S.; and Chakraborti, S., editor(s), Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, UK, July 17-20, 2023, Proceedings, volume 14141, of Lecture Notes in Computer Science, pages 53–68, 2023. Springer
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization [link]Paper   doi   link   bibtex   19 downloads  
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows. Brand, F.; Lott, K.; Malburg, L.; Hoffmann, M.; and Bergmann, R. In Malburg, L.; and Verma, D., editor(s), Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, volume 3438, of CEUR Workshop Proceedings, pages 55–70, 2023. CEUR-WS.org
Using Deep Reinforcement Learning for the Adaptation of Semantic Workflows [pdf]Paper   link   bibtex   19 downloads  
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations. Malburg, L.; Schultheis, A.; and Bergmann, R. In Malburg, L.; and Verma, D., editor(s), Proceedings of the Workshops at the 31st International Conference on Case-Based Reasoning (ICCBR-WS 2023) co-located with the 31st International Conference on Case-Based Reasoning (ICCBR 2023), Aberdeen, Scotland, UK, July 17, 2023, volume 3438, of CEUR Workshop Proceedings, pages 81–96, 2023. CEUR-WS.org
Modeling and Using Complex IoT Time Series Data in Case-Based Reasoning: From Application Scenarios to Implementations [pdf]Paper   link   bibtex   4 downloads  
Case-Based Adaptation of Argument Graphs with WordNet and Large Language Models. Lenz, M.; and Bergmann, R. In Massie, S.; and Chakraborti, S., editor(s), Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, UK, July 17-20, 2023, Proceedings, volume 14141, of Lecture Notes in Computer Science, pages 263–278, 2023. Springer
Case-Based Adaptation of Argument Graphs with WordNet and Large Language Models [link]Paper   doi   link   bibtex   1 download  
A Case-Based Approach for Workflow Flexibility by Deviation. Grumbach, L.; and Bergmann, R. In Massie, S.; and Chakraborti, S., editor(s), Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, UK, July 17-20, 2023, Proceedings, volume 14141, of Lecture Notes in Computer Science, pages 294–308, 2023. Springer
A Case-Based Approach for Workflow Flexibility by Deviation [link]Paper   doi   link   bibtex  
An Overview and Comparison of Case-Based Reasoning Frameworks. Schultheis, A.; Zeyen, C.; and Bergmann, R. In Massie, S.; and Chakraborti, S., editor(s), Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, UK, July 17-20, 2023, Proceedings, volume 14141, of Lecture Notes in Computer Science, pages 327–343, 2023. Springer
An Overview and Comparison of Case-Based Reasoning Frameworks [link]Paper   doi   link   bibtex   22 downloads  
Enhancing Clinical Insights: Knowledge-Intensive and Context-Sensitive Process Instance Visualization in Health Care. Grüger, J.; and Bergmann, R. In Smedt, J. D.; and Soffer, P., editor(s), Process Mining Workshops - ICPM 2023 International Workshops, Rome, Italy, October 23-27, 2023, Revised Selected Papers, volume 503, of Lecture Notes in Business Information Processing, pages 259–270, 2023. Springer
Enhancing Clinical Insights: Knowledge-Intensive and Context-Sensitive Process Instance Visualization in Health Care [link]Paper   doi   link   bibtex  
Semi-supervised Similarity Learning in Process-Oriented Case-Based Reasoning. Schuler, N.; Hoffmann, M.; Beise, H.; and Bergmann, R. In Bramer, M.; and Stahl, F. T., editor(s), Artificial Intelligence XL - 43rd SGAI International Conference on Artificial Intelligence, AI 2023, Cambridge, UK, December 12-14, 2023, Proceedings, volume 14381, of Lecture Notes in Computer Science, pages 159–173, 2023. Springer
Semi-supervised Similarity Learning in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   9 downloads  
Likelihood-based Sensor Calibration for Expert-Supported Distributed Learning Algorithms in IoT Systems. Machhamer, R.; Fazlic, L. B.; Guven, E.; Junk, D.; Karabulut-Kurt, G.; Naumann, S.; Didas, S.; Gollmer, K.; Bergmann, R.; Timm, I. J.; and Dartmann, G. CoRR, abs/2309.11526. 2023.
Likelihood-based Sensor Calibration for Expert-Supported Distributed Learning Algorithms in IoT Systems [link]Paper   doi   link   bibtex  
  2022 (17)
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. Algorithms, 15(2): 27. 2022.
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   23 downloads  
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study. Grüger, J.; Geyer, T.; Kuhn, M.; Braun, S. A.; and Bergmann, R. In Cabanillas, C.; Garmann-Johnsen, N. F.; and Koschmider, A., editor(s), Business Process Management Workshops - BPM 2022 International Workshops, Münster, Germany, September 11-16, 2022, Revised Selected Papers, volume 460, of Lecture Notes in Business Information Processing, pages 274–285, 2022. Springer
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study [link]Paper   doi   link   bibtex  
User-Centric Argument Mining with ArgueMapper and Arguebuf. Lenz, M.; and Bergmann, R. In Toni, F.; Polberg, S.; Booth, R.; Caminada, M.; and Kido, H., editor(s), Computational Models of Argument - Proceedings of COMMA 2022, Cardiff, Wales, UK, 14-16 September 2022, volume 353, of Frontiers in Artificial Intelligence and Applications, pages 367–368, 2022. IOS Press
User-Centric Argument Mining with ArgueMapper and Arguebuf [link]Paper   doi   link   bibtex   1 download  
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning. Malburg, L.; Brand, F.; and Bergmann, R. In Sales, T. P.; Proper, H. A.; Guizzardi, G.; Montali, M.; Maggi, F. M.; and Fonseca, C. M., editor(s), Enterprise Design, Operations, and Computing. EDOC 2022 Workshops - IDAMS, SoEA4EE, TEAR, EDOC Forum, Demonstrations Track and Doctoral Consortium, Bozen-Bolzano, Italy, October 4-7, 2022, Revised Selected Papers, volume 466, of Lecture Notes in Business Information Processing, pages 79–95, 2022. Springer
Adaptive Management of Cyber-Physical Workflows by Means of Case-Based Reasoning and Automated Planning [link]Paper   doi   link   bibtex  
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. Kumar, R.; Schultheis, A.; Malburg, L.; Hoffmann, M.; and Bergmann, R. In Barták, R.; Keshtkar, F.; and Franklin, M., editor(s), Proceedings of the Thirty-Fifth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2022, Hutchinson Island, Jensen Beach, Florida, USA, May 15-18, 2022, 2022. Florida Online Journals
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   11 downloads  
FlexiTeam: Flexible Team and Work Organization using Process-Oriented Case-Based Reasoning. Mathew, D.; Bergmann, R.; Weyers, B.; Ellwart, T.; Bohrmann, D.; and Hölzchen, E. In Reuss, P.; and Schönborn, J. M., editor(s), Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), Nancy (France), September 12-15th, 2022, volume 3389, of CEUR Workshop Proceedings, pages 201–210, 2022. CEUR-WS.org
FlexiTeam: Flexible Team and Work Organization using Process-Oriented Case-Based Reasoning [pdf]Paper   link   bibtex   1 download  
Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning. Malburg, L.; and Bergmann, R. In Reuss, P.; and Schönborn, J. M., editor(s), Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), Nancy (France), September 12-15th, 2022, volume 3389, of CEUR Workshop Proceedings, pages 211–220, 2022. CEUR-WS.org
Towards Adaptive Workflow Management by Case-based Reasoning and Automated Planning [pdf]Paper   link   bibtex   10 downloads  
Towards Experience-based Assistance for Personal Robotic Process Automation by Process-Oriented Case-based Reasoning. Zeyen, C.; Koch, R.; Schwarz, S.; Maus, H.; and Bergmann, R. In Reuss, P.; and Schönborn, J. M., editor(s), Workshop Proceedings of the 30th International Conferece on Case-Based Reasoning co-located with the 30th International Conference on Case-Based Reasoning (ICCBR 2022), Nancy (France), September 12-15th, 2022, volume 3389, of CEUR Workshop Proceedings, pages 220–229, 2022. CEUR-WS.org
Towards Experience-based Assistance for Personal Robotic Process Automation by Process-Oriented Case-based Reasoning [pdf]Paper   link   bibtex   11 downloads  
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning. Hoffmann, M.; Malburg, L.; Bach, N.; and Bergmann, R. In Keane, M. T.; and Wiratunga, N., editor(s), Case-Based Reasoning Research and Development - 30th International Conference, ICCBR 2022, Nancy, France, September 12-15, 2022, Proceedings, volume 13405, of Lecture Notes in Computer Science, pages 240–255, 2022. Springer
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   13 downloads  
Improving Automated Hyperparameter Optimization with Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. In Keane, M. T.; and Wiratunga, N., editor(s), Case-Based Reasoning Research and Development - 30th International Conference, ICCBR 2022, Nancy, France, September 12-15, 2022, Proceedings, volume 13405, of Lecture Notes in Computer Science, pages 273–288, 2022. Springer
Improving Automated Hyperparameter Optimization with Case-Based Reasoning [link]Paper   doi   link   bibtex   24 downloads  
Weighted Violations in Alignment-Based Conformance Checking. Grüger, J.; Geyer, T.; Kuhn, M.; Braun, S. A.; and Bergmann, R. In Montali, M.; Senderovich, A.; and Weidlich, M., editor(s), Process Mining Workshops - ICPM 2022 International Workshops, Bozen-Bolzano, Italy, October 23-28, 2022, Revised Selected Papers, volume 468, of Lecture Notes in Business Information Processing, pages 289–301, 2022. Springer
Weighted Violations in Alignment-Based Conformance Checking [link]Paper   doi   link   bibtex  
SAMPLE: A Semantic Approach for Multi-perspective Event Log Generation. Grüger, J.; Geyer, T.; Jilg, D.; and Bergmann, R. In Montali, M.; Senderovich, A.; and Weidlich, M., editor(s), Process Mining Workshops - ICPM 2022 International Workshops, Bozen-Bolzano, Italy, October 23-28, 2022, Revised Selected Papers, volume 468, of Lecture Notes in Business Information Processing, pages 328–340, 2022. Springer
SAMPLE: A Semantic Approach for Multi-perspective Event Log Generation [link]Paper   doi   link   bibtex   1 download  
Utilizing Expert Knowledge to Support Medical Emergency Call Handling. Maletzki, C.; Rietzke, E.; and Bergmann, R. In Beierle, C.; Ragni, M.; Stolzenburg, F.; Sauerwald, K.; and Thimm, M., editor(s), Proceedings of the 8th Workshop on Formal and Cognitive Reasoning co-located with the 45th German Conference on Artificial Intelligence (KI 2022), Virtual Event, Trier, Germany, September 19, 2022, volume 3242, of CEUR Workshop Proceedings, pages 79–89, 2022. CEUR-WS.org
Utilizing Expert Knowledge to Support Medical Emergency Call Handling [pdf]Paper   link   bibtex  
KI 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings. Bergmann, R.; Malburg, L.; Rodermund, S. C.; and Timm, I. J., editors. Volume 13404, of Lecture Notes in Computer Science.Springer. 2022.
KI 2022: Advances in Artificial Intelligence - 45th German Conference on AI, Trier, Germany, September 19-23, 2022, Proceedings [link]Paper   doi   link   bibtex   1 download  
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data. Grüger, J.; Malburg, L.; Mangler, J.; Bertrand, Y.; Rinderle-Ma, S.; Bergmann, R.; and Asensio, E. S. CoRR, abs/2206.11392. 2022.
SensorStream: An XES Extension for Enriching Event Logs with IoT-Sensor Data [link]Paper   doi   link   bibtex  
An IoT-Enriched Event Log for Process Mining in Smart Factories. Malburg, L.; Grüger, J.; and Bergmann, R. CoRR, abs/2209.02702. 2022.
An IoT-Enriched Event Log for Process Mining in Smart Factories [link]Paper   doi   link   bibtex   6 downloads  
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study. Grüger, J.; Geyer, T.; Kuhn, M.; Braun, S.; and Bergmann, R. CoRR, abs/2209.09535. 2022.
Declarative Guideline Conformance Checking of Clinical Treatments: A Case Study [link]Paper   doi   link   bibtex  
  2021 (10)
SEMAFLEX: A novel approach for implementing workflow flexibility by deviation based on constraint satisfaction problem solving. Grumbach, L.; and Bergmann, R. Expert Syst. J. Knowl. Eng., 38(7). 2021.
SEMAFLEX: A novel approach for implementing workflow flexibility by deviation based on constraint satisfaction problem solving [link]Paper   doi   link   bibtex  
Execution of Knowledge-Intensive Processes by Utilizing Ontology-Based Reasoning. Rietzke, E.; Maletzki, C.; Bergmann, R.; and Kuhn, N. J. Data Semant., 10(1-2): 3–18. 2021.
Execution of Knowledge-Intensive Processes by Utilizing Ontology-Based Reasoning [link]Paper   doi   link   bibtex   1 download  
Object Detection for Smart Factory Processes by Machine Learning. Malburg, L.; Rieder, M.; Seiger, R.; Klein, P.; and Bergmann, R. In Shakshuki, E. M.; and Yasar, A., editor(s), The 12th International Conference on Ambient Systems, Networks and Technologies (ANT 2021) / The 4th International Conference on Emerging Data and Industry 4.0 (EDI40 2021) / Affiliated Workshops, March 23-26, 2021, Warsaw, Poland, volume 184, of Procedia Computer Science, pages 581–588, 2021. Elsevier
Object Detection for Smart Factory Processes by Machine Learning [link]Paper   doi   link   bibtex   77 downloads  
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks. Hoffmann, M.; Malburg, L.; and Bergmann, R. In Marrella, A.; and Weber, B., editor(s), Business Process Management Workshops - BPM 2021 International Workshops, Rome, Italy, September 6-10, 2021, Revised Selected Papers, volume 436, of Lecture Notes in Business Information Processing, pages 43–55, 2021. Springer
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks [link]Paper   doi   link   bibtex  
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. Malburg, L.; Hoffmann, M.; Trumm, S.; and Bergmann, R. In Bell, E.; and Keshtkar, F., editor(s), Proceedings of the Thirty-Fourth International Florida Artificial Intelligence Research Society Conference, North Miami Beach, Florida, USA, May 17-19, 2021, 2021. Florida Online Journals
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning [link]Paper   doi   link   bibtex   56 downloads  
Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study. Grüger, J.; Geyer, T.; Kuhn, M.; Braun, S. A.; and Bergmann, R. In Munoz-Gama, J.; and Lu, X., editor(s), Process Mining Workshops - ICPM 2021 International Workshops, Eindhoven, The Netherlands, October 31 - November 4, 2021, Revised Selected Papers, volume 433, of Lecture Notes in Business Information Processing, pages 301–313, 2021. Springer
Verifying Guideline Compliance in Clinical Treatment Using Multi-perspective Conformance Checking: A Case Study [link]Paper   doi   link   bibtex  
Open-World Knowledge Graph Completion Benchmarks for Knowledge Discovery. Hamann, F.; Ulges, A.; Krechel, D.; and Bergmann, R. In Fujita, H.; Selamat, A.; Lin, J. C.; and Ali, M., editor(s), Advances and Trends in Artificial Intelligence. From Theory to Practice - 34th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2021, Kuala Lumpur, Malaysia, July 26-29, 2021, Proceedings, Part II, volume 12799, of Lecture Notes in Computer Science, pages 252–264, 2021. Springer
Open-World Knowledge Graph Completion Benchmarks for Knowledge Discovery [link]Paper   doi   link   bibtex  
Using Expert Knowledge for Masking Irrelevant Data Streams in Siamese Networks for the Detection and Prediction of Faults. Klein, P.; Weingarz, N.; and Bergmann, R. In International Joint Conference on Neural Networks, IJCNN 2021, Shenzhen, China, July 18-22, 2021, pages 1–10, 2021. IEEE
Using Expert Knowledge for Masking Irrelevant Data Streams in Siamese Networks for the Detection and Prediction of Faults [link]Paper   doi   link   bibtex   18 downloads  
The ReCAP Corpus: A Corpus of Complex Argument Graphs on German Education Politics. Dumani, L.; Biertz, M.; Witry, A.; Ludwig, A.; Lenz, M.; Ollinger, S.; Bergmann, R.; and Schenkel, R. In 15th IEEE International Conference on Semantic Computing, ICSC 2021, Laguna Hills, CA, USA, January 27-29, 2021, pages 248–255, 2021. IEEE
The ReCAP Corpus: A Corpus of Complex Argument Graphs on German Education Politics [link]Paper   doi   link   bibtex  
Informed Machine Learning for Improved Similarity Assessment in Process-Oriented Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. CoRR, abs/2106.15931. 2021.
Informed Machine Learning for Improved Similarity Assessment in Process-Oriented Case-Based Reasoning [link]Paper   link   bibtex   47 downloads  
  2020 (15)
The 27th International Conference on Case-Based Reasoning. Althoff, K.; Bach, K.; Bergmann, R.; and Marling, C. AI Mag., 41(1): 101–102. 2020.
The 27th International Conference on Case-Based Reasoning [link]Paper   doi   link   bibtex  
The ReCAP Project. Bergmann, R.; Biertz, M.; Dumani, L.; Lenz, M.; Ludwig, A.; Neumann, P. J.; Ollinger, S.; Sahitaj, P.; Schenkel, R.; and Witry, A. Datenbank-Spektrum, 20(2): 93–98. 2020.
The ReCAP Project [link]Paper   doi   link   bibtex  
Using Physical Factory Simulation Models for Business Process Management Research. Malburg, L.; Seiger, R.; Bergmann, R.; and Weber, B. In del-Río-Ortega , A.; Leopold, H.; and Santoro, F. M., editor(s), Business Process Management Workshops - BPM 2020 International Workshops, Seville, Spain, September 13-18, 2020, Revised Selected Papers, volume 397, of Lecture Notes in Business Information Processing, pages 95–107, 2020. Springer
Using Physical Factory Simulation Models for Business Process Management Research [link]Paper   doi   link   bibtex   35 downloads  
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs. Lenz, M.; Sahitaj, P.; Kallenberg, S.; Coors, C.; Dumani, L.; Schenkel, R.; and Bergmann, R. In Prakken, H.; Bistarelli, S.; Santini, F.; and Taticchi, C., editor(s), Computational Models of Argument - Proceedings of COMMA 2020, Perugia, Italy, September 4-11, 2020, volume 326, of Frontiers in Artificial Intelligence and Applications, pages 263–270, 2020. IOS Press
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs [link]Paper   doi   link   bibtex  
A*-Based Similarity Assessment of Semantic Graphs. Zeyen, C.; and Bergmann, R. In Watson, I.; and Weber, R. O., editor(s), Case-Based Reasoning Research and Development - 28th International Conference, ICCBR 2020, Salamanca, Spain, June 8-12, 2020, Proceedings, volume 12311, of Lecture Notes in Computer Science, pages 17–32, 2020. Springer
A*-Based Similarity Assessment of Semantic Graphs [link]Paper   doi   link   bibtex   41 downloads  
A Time-Series Similarity Measure for Case-Based Deviation Management to Support Flexible Workflow Execution. Schake, E.; Grumbach, L.; and Bergmann, R. In Watson, I.; and Weber, R. O., editor(s), Case-Based Reasoning Research and Development - 28th International Conference, ICCBR 2020, Salamanca, Spain, June 8-12, 2020, Proceedings, volume 12311, of Lecture Notes in Computer Science, pages 33–48, 2020. Springer
A Time-Series Similarity Measure for Case-Based Deviation Management to Support Flexible Workflow Execution [link]Paper   doi   link   bibtex   20 downloads  
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning. Hoffmann, M.; Malburg, L.; Klein, P.; and Bergmann, R. In Watson, I.; and Weber, R. O., editor(s), Case-Based Reasoning Research and Development - 28th International Conference, ICCBR 2020, Salamanca, Spain, June 8-12, 2020, Proceedings, volume 12311, of Lecture Notes in Computer Science, pages 229–244, 2020. Springer
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   79 downloads  
Semantic Web Services for AI-Research with Physical Factory Simulation Models in Industry 4.0. Malburg, L.; Klein, P.; and Bergmann, R. In Panetto, H.; Madani, K.; and Smirnov, A. V., editor(s), Proceedings of the International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2020, Budapest, Hungary, November 2-4, 2020, pages 32–43, 2020. SCITEPRESS
link   bibtex   37 downloads  
Process Mining for Case Acquisition in Oncology: A Systematic Literature Review. Grüger, J.; Bergmann, R.; Kazik, Y.; and Kuhn, M. In Trabold, D.; Welke, P.; and Piatkowski, N., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Online, September 9-11, 2020, volume 2738, of CEUR Workshop Proceedings, pages 162–173, 2020. CEUR-WS.org
Process Mining for Case Acquisition in Oncology: A Systematic Literature Review [pdf]Paper   link   bibtex   11 downloads  
INWEND: Using CBR to Automate Legal Assessment in the Context of the EU General Data Protection Regulation. Dietrich, C.; Schriml, S.; Bergmann, R.; and Raue, B. In Trabold, D.; Welke, P.; and Piatkowski, N., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Online, September 9-11, 2020, volume 2738, of CEUR Workshop Proceedings, pages 192–201, 2020. CEUR-WS.org
INWEND: Using CBR to Automate Legal Assessment in the Context of the EU General Data Protection Regulation [pdf]Paper   link   bibtex   6 downloads  
Enhancing Siamese Neural Networks Through Expert Knowledge for Predictive Maintenance. Klein, P.; Weingarz, N.; and Bergmann, R. In Gama, J.; Pashami, S.; Bifet, A.; Sayed-Mouchaweh, M.; Fröning, H.; Pernkopf, F.; Schiele, G.; and Blott, M., editor(s), IoT Streams for Data-Driven Predictive Maintenance and IoT, Edge, and Mobile for Embedded Machine Learning - Second International Workshop, IoT Streams 2020, and First International Workshop, ITEM 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14-18, 2020, Revised Selected Papers, volume 1325, of Communications in Computer and Information Science, pages 77–92, 2020. Springer
Enhancing Siamese Neural Networks Through Expert Knowledge for Predictive Maintenance [link]Paper   doi   link   bibtex   45 downloads  
Fallbasiertes Schließen. Bergmann, R.; Minor, M.; Bach, K.; Althoff, K.; and Muñoz-Avila, H. In Görz, G.; Schmid, U.; and Braun, T., editor(s), Handbuch der Künstlichen Intelligenz, 6. Auflage, pages 343–394. De Gruyter, 2020.
Fallbasiertes Schließen [link]Paper   doi   link   bibtex  
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model. Ollinger, S.; Dumani, L.; Sahitaj, P.; Bergmann, R.; and Schenkel, R. CoRR, abs/2004.11163. 2020.
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model [link]Paper   link   bibtex   3 downloads  
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs. Lenz, M.; Sahitaj, P.; Kallenberg, S.; Coors, C.; Dumani, L.; Schenkel, R.; and Bergmann, R. CoRR, abs/2006.04562. 2020.
Towards an Argument Mining Pipeline Transforming Texts to Argument Graphs [link]Paper   link   bibtex  
Using Semantic Web Services for AI-Based Research in Industry 4.0. Malburg, L.; Klein, P.; and Bergmann, R. CoRR, abs/2007.03580. 2020.
Using Semantic Web Services for AI-Based Research in Industry 4.0 [link]Paper   link   bibtex  
  2019 (12)
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model. Ollinger, S.; Dumani, L.; Sahitaj, P.; Bergmann, R.; and Schenkel, R. In Ajjour, Y.; Khatib, K. A.; Cimiano, P.; Baff, R. E.; Ell, B.; Stein, B.; and Wachsmuth, H., editor(s), Proceedings of the Same Side Stance Classification Shared Task organized as a part of the 6th Workshop on Argument Mining (ArgMining 2019) and co-located with the the 57th Annual Meeting of the Association for Computational Linguistics (ACL19), Florence, Italy, August 1, 2019, volume 2921, of CEUR Workshop Proceedings, pages 26–30, 2019. CEUR-WS.org
Same Side Stance Classification Task: Facilitating Argument Stance Classification by Fine-tuning a BERT Model [pdf]Paper   link   bibtex  
Utilizing Ontology-Based Reasoning to Support the Execution of Knowledge-Intensive Processes. Maletzki, C.; Rietzke, E.; Grumbach, L.; Bergmann, R.; and Kuhn, N. In Francescomarino, C. D.; Dijkman, R. M.; and Zdun, U., editor(s), Business Process Management Workshops - BPM 2019 International Workshops, Vienna, Austria, September 1-6, 2019, Revised Selected Papers, volume 362, of Lecture Notes in Business Information Processing, pages 32–44, 2019. Springer
Utilizing Ontology-Based Reasoning to Support the Execution of Knowledge-Intensive Processes [link]Paper   doi   link   bibtex   6 downloads  
Similarity Measures for Case-Based Retrieval of Natural Language Argument Graphs in Argumentation Machines. Bergmann, R.; Lenz, M.; Ollinger, S.; and Pfister, M. In Barták, R.; and Brawner, K. W., editor(s), Proceedings of the Thirty-Second International Florida Artificial Intelligence Research Society Conference, Sarasota, Florida, USA, May 19-22 2019, pages 329–334, 2019. AAAI Press
Similarity Measures for Case-Based Retrieval of Natural Language Argument Graphs in Argumentation Machines [link]Paper   link   bibtex   6 downloads  
ProCAKE: A Process-Oriented Case-Based Reasoning Framework. Bergmann, R.; Grumbach, L.; Malburg, L.; and Zeyen, C. In Kapetanakis, S.; and Borck, H., editor(s), Workshops Proceedings for the Twenty-seventh International Conference on Case-Based Reasoning co-located with the Twenty-seventh International Conference on Case-Based Reasoning (ICCBR 2019), Otzenhausen, Germany, September 8-12, 2019, volume 2567, of CEUR Workshop Proceedings, pages 156–161, 2019. CEUR-WS.org
ProCAKE: A Process-Oriented Case-Based Reasoning Framework [pdf]Paper   link   bibtex   60 downloads  
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. Klein, P.; Malburg, L.; and Bergmann, R. In Bach, K.; and Marling, C., editor(s), Case-Based Reasoning Research and Development - 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, volume 11680, of Lecture Notes in Computer Science, pages 188–203, 2019. Springer
Learning Workflow Embeddings to Improve the Performance of Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   44 downloads  
Semantic Textual Similarity Measures for Case-Based Retrieval of Argument Graphs. Lenz, M.; Ollinger, S.; Sahitaj, P.; and Bergmann, R. In Bach, K.; and Marling, C., editor(s), Case-Based Reasoning Research and Development - 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, volume 11680, of Lecture Notes in Computer Science, pages 219–234, 2019. Springer
Semantic Textual Similarity Measures for Case-Based Retrieval of Argument Graphs [link]Paper   doi   link   bibtex   7 downloads  
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning. Zeyen, C.; Malburg, L.; and Bergmann, R. In Bach, K.; and Marling, C., editor(s), Case-Based Reasoning Research and Development - 27th International Conference, ICCBR 2019, Otzenhausen, Germany, September 8-12, 2019, Proceedings, volume 11680, of Lecture Notes in Computer Science, pages 388–403, 2019. Springer
Adaptation of Scientific Workflows by Means of Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   51 downloads  
Generation of Complex Data for AI-based Predictive Maintenance Research with a Physical Factory Model. Klein, P.; and Bergmann, R. In Gusikhin, O.; Madani, K.; and Zaytoon, J., editor(s), Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2019 - Volume 1, Prague, Czech Republic, July 29-31, 2019, pages 40–50, 2019. SciTePress
Generation of Complex Data for AI-based Predictive Maintenance Research with a Physical Factory Model [link]Paper   doi   link   bibtex   20 downloads  
Clustering of Argument Graphs Using Semantic Similarity Measures. Block, K.; Trumm, S.; Sahitaj, P.; Ollinger, S.; and Bergmann, R. In Benzmüller, C.; and Stuckenschmidt, H., editor(s), KI 2019: Advances in Artificial Intelligence - 42nd German Conference on AI, Kassel, Germany, September 23-26, 2019, Proceedings, volume 11793, of Lecture Notes in Computer Science, pages 101–114, 2019. Springer
Clustering of Argument Graphs Using Semantic Similarity Measures [link]Paper   doi   link   bibtex   4 downloads  
Towards Case-Based Deviation Management for Flexible Workflows. Grumbach, L.; and Bergmann, R. In Jäschke, R.; and Weidlich, M., editor(s), Proceedings of the Conference on "Lernen, Wissen, Daten, Analysen", Berlin, Germany, September 30 - October 2, 2019, volume 2454, of CEUR Workshop Proceedings, pages 241–252, 2019. CEUR-WS.org
Towards Case-Based Deviation Management for Flexible Workflows [pdf]Paper   link   bibtex   2 downloads  
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies. Klein, P.; Malburg, L.; and Bergmann, R. In Jäschke, R.; and Weidlich, M., editor(s), Proceedings of the Conference on "Lernen, Wissen, Daten, Analysen", Berlin, Germany, September 30 - October 2, 2019, volume 2454, of CEUR Workshop Proceedings, pages 253–264, 2019. CEUR-WS.org
FTOnto: A Domain Ontology for a Fischertechnik Simulation Production Factory by Reusing Existing Ontologies [pdf]Paper   link   bibtex   26 downloads  
ODD-BP - an Ontology- and Data-Driven Business Process Model. Rietzke, E.; Bergmann, R.; and Kuhn, N. In Jäschke, R.; and Weidlich, M., editor(s), Proceedings of the Conference on "Lernen, Wissen, Daten, Analysen", Berlin, Germany, September 30 - October 2, 2019, volume 2454, of CEUR Workshop Proceedings, pages 310–321, 2019. CEUR-WS.org
ODD-BP - an Ontology- and Data-Driven Business Process Model [pdf]Paper   link   bibtex   3 downloads  
  2018 (9)
Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning. Zeyen, C.; Hoffmann, M.; Müller, G.; and Bergmann, R. In Cox, M. T.; Funk, P.; and Begum, S., editor(s), Case-Based Reasoning Research and Development - 26th International Conference, ICCBR 2018, Stockholm, Sweden, July 9-12, 2018, Proceedings, volume 11156, of Lecture Notes in Computer Science, pages 464–479, 2018. Springer
Considering Nutrients During the Generation of Recipes by Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   44 downloads  
A Conversational Approach to Process-oriented Case-based Reasoning. Zeyen, C.; Müller, G.; and Bergmann, R. In Lang, J., editor(s), Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018, July 13-19, 2018, Stockholm, Sweden, pages 5404–5408, 2018. ijcai.org
A Conversational Approach to Process-oriented Case-based Reasoning [link]Paper   doi   link   bibtex   7 downloads  
Towards Scientific Workflows and Computer Simulation as a Method in Digital Humanities. Lebherz, D. S.; Zeyen, C.; Hess, J.; Bergmann, R.; Timm, I. J.; Burch, T.; Hildenbrandt, V.; and Moulin, C. In Burghardt, M.; and Müller-Birn, C., editor(s), GI-Workshop: Im Spannungsfeld zwischen Tool-Building und Forschung auf Augenhöhe - Informatik und die Digital Humanities, INF-DH 2018, 25.9.2018, Berlin, Germany, 2018. Gesellschaft für Informatik e.V.
Towards Scientific Workflows and Computer Simulation as a Method in Digital Humanities [link]Paper   doi   link   bibtex   3 downloads  
ReCAP - Information Retrieval and Case-Based Reasoning for Robust Deliberation and Synthesis of Arguments in the Political Discourse. Bergmann, R.; Schenkel, R.; Dumani, L.; and Ollinger, S. In Gemulla, R.; Ponzetto, S. P.; Bizer, C.; Keuper, M.; and Stuckenschmidt, H., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, Mannheim, Germany, August 22-24, 2018, volume 2191, of CEUR Workshop Proceedings, pages 49–60, 2018. CEUR-WS.org
ReCAP - Information Retrieval and Case-Based Reasoning for Robust Deliberation and Synthesis of Arguments in the Political Discourse [pdf]Paper   link   bibtex  
SEMANAS - Semantic Support for Grant Application Processes. Grumbach, L.; Rietzke, E.; Schwinn, M.; Bergmann, R.; and Kuhn, N. In Gemulla, R.; Ponzetto, S. P.; Bizer, C.; Keuper, M.; and Stuckenschmidt, H., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, Mannheim, Germany, August 22-24, 2018, volume 2191, of CEUR Workshop Proceedings, pages 126–131, 2018. CEUR-WS.org
SEMANAS - Semantic Support for Grant Application Processes [pdf]Paper   link   bibtex  
Data Generation with a Physical Model to Support Machine Learning Research for Predictive Maintenance. Klein, P.; and Bergmann, R. In Gemulla, R.; Ponzetto, S. P.; Bizer, C.; Keuper, M.; and Stuckenschmidt, H., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, Mannheim, Germany, August 22-24, 2018, volume 2191, of CEUR Workshop Proceedings, pages 179–190, 2018. CEUR-WS.org
Data Generation with a Physical Model to Support Machine Learning Research for Predictive Maintenance [pdf]Paper   link   bibtex   20 downloads  
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities. Malburg, L.; Münster, N.; Zeyen, C.; and Bergmann, R. In Gemulla, R.; Ponzetto, S. P.; Bizer, C.; Keuper, M.; and Stuckenschmidt, H., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, Mannheim, Germany, August 22-24, 2018, volume 2191, of CEUR Workshop Proceedings, pages 251–262, 2018. CEUR-WS.org
Query Model and Similarity-Based Retrieval for Workflow Reuse in the Digital Humanities [pdf]Paper   link   bibtex   10 downloads  
Towards an Interactive Workflow Modeling Assistance by Means of Case-Based Reasoning. Zeyen, C.; and Bergmann, R. In Gemulla, R.; Ponzetto, S. P.; Bizer, C.; Keuper, M.; and Stuckenschmidt, H., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", LWDA 2018, Mannheim, Germany, August 22-24, 2018, volume 2191, of CEUR Workshop Proceedings, pages 355–360, 2018. CEUR-WS.org
Towards an Interactive Workflow Modeling Assistance by Means of Case-Based Reasoning [pdf]Paper   link   bibtex   8 downloads  
Similarity-Based Retrieval and Automatic Adaptation of Semantic Workflows. Bergmann, R.; and Müller, G. In Nalepa, G. J.; and Baumeister, J., editor(s), Synergies Between Knowledge Engineering and Software Engineering, volume 626, of Advances in Intelligent Systems and Computing, pages 31–54. Springer, 2018.
Similarity-Based Retrieval and Automatic Adaptation of Semantic Workflows [link]Paper   doi   link   bibtex  
  2017 (9)
Semantically-Oriented Business Process Visualization for a Data and Constraint-Based Workflow Approach. Rietzke, E.; Bergmann, R.; and Kuhn, N. In Teniente, E.; and Weidlich, M., editor(s), Business Process Management Workshops - BPM 2017 International Workshops, Barcelona, Spain, September 10-11, 2017, Revised Papers, volume 308, of Lecture Notes in Business Information Processing, pages 142–150, 2017. Springer
Semantically-Oriented Business Process Visualization for a Data and Constraint-Based Workflow Approach [link]Paper   doi   link   bibtex   1 download  
Project EVER: Extraction and Processing of Procedural Experience Knowledge in Workflows. Bergmann, R.; Minor, M.; Müller, G.; and Schumacher, P. In Sánchez-Ruiz, A. A.; and Kofod-Petersen, A., editor(s), Proceedings of ICCBR 2017 Workshops (CAW, CBRDL, PO-CBR), Doctoral Consortium, and Competitions co-located with the 25th International Conference on Case-Based Reasoning (ICCBR 2017), Trondheim, Norway, June 26-28, 2017, volume 2028, of CEUR Workshop Proceedings, pages 137–146, 2017. CEUR-WS.org
Project EVER: Extraction and Processing of Procedural Experience Knowledge in Workflows [pdf]Paper   link   bibtex  
Cooking Made Easy: On a Novel Approach to Complexity-Aware Recipe Generation. Müller, G.; and Bergmann, R. In Sánchez-Ruiz, A. A.; and Kofod-Petersen, A., editor(s), Proceedings of ICCBR 2017 Workshops (CAW, CBRDL, PO-CBR), Doctoral Consortium, and Competitions co-located with the 25th International Conference on Case-Based Reasoning (ICCBR 2017), Trondheim, Norway, June 26-28, 2017, volume 2028, of CEUR Workshop Proceedings, pages 229–236, 2017. CEUR-WS.org
Cooking Made Easy: On a Novel Approach to Complexity-Aware Recipe Generation [pdf]Paper   link   bibtex  
Conversational Retrieval of Cooking Recipes. Zeyen, C.; Müller, G.; and Bergmann, R. In Sánchez-Ruiz, A. A.; and Kofod-Petersen, A., editor(s), Proceedings of ICCBR 2017 Workshops (CAW, CBRDL, PO-CBR), Doctoral Consortium, and Competitions co-located with the 25th International Conference on Case-Based Reasoning (ICCBR 2017), Trondheim, Norway, June 26-28, 2017, volume 2028, of CEUR Workshop Proceedings, pages 237–244, 2017. CEUR-WS.org
Conversational Retrieval of Cooking Recipes [pdf]Paper   link   bibtex   6 downloads  
Conversational Process-Oriented Case-Based Reasoning. Zeyen, C.; Müller, G.; and Bergmann, R. In Aha, D. W.; and Lieber, J., editor(s), Case-Based Reasoning Research and Development - 25th International Conference, ICCBR 2017, Trondheim, Norway, June 26-28, 2017, Proceedings, volume 10339, of Lecture Notes in Computer Science, pages 403–419, 2017. Springer
Conversational Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   15 downloads  
Complexity-Aware Generation of Workflows by Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Kern-Isberner, G.; Fürnkranz, J.; and Thimm, M., editor(s), KI 2017: Advances in Artificial Intelligence - 40th Annual German Conference on AI, Dortmund, Germany, September 25-29, 2017, Proceedings, volume 10505, of Lecture Notes in Computer Science, pages 207–221, 2017. Springer
Complexity-Aware Generation of Workflows by Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   1 download  
Adaptive Business Process Visualization for a Data and Constraint-Based Workflow Approach. Rietzke, E.; Bergmann, R.; and Kuhn, N. In Leyer, M., editor(s), Lernen, Wissen, Daten, Analysen (LWDA) Conference Proceedings, Rostock, Germany, September 11-13, 2017, volume 1917, of CEUR Workshop Proceedings, pages 188, 2017. CEUR-WS.org
Adaptive Business Process Visualization for a Data and Constraint-Based Workflow Approach [pdf]Paper   link   bibtex  
Workflow Flexibility by Deviation by means of Constraint Satisfaction Problem Solving. Grumbach, L.; and Bergmann, R. In Leyer, M., editor(s), Lernen, Wissen, Daten, Analysen (LWDA) Conference Proceedings, Rostock, Germany, September 11-13, 2017, volume 1917, of CEUR Workshop Proceedings, pages 212, 2017. CEUR-WS.org
Workflow Flexibility by Deviation by means of Constraint Satisfaction Problem Solving [pdf]Paper   link   bibtex   2 downloads  
Using Constraint Satisfaction Problem Solving to Enable Workflow Flexibility by Deviation (Best Technical Paper). Grumbach, L.; and Bergmann, R. In Bramer, M.; and Petridis, M., editor(s), Artificial Intelligence XXXIV - 37th SGAI International Conference on Artificial Intelligence, AI 2017, Cambridge, UK, December 12-14, 2017, Proceedings, volume 10630, of Lecture Notes in Computer Science, pages 3–17, 2017. Springer
Using Constraint Satisfaction Problem Solving to Enable Workflow Flexibility by Deviation (Best Technical Paper) [link]Paper   doi   link   bibtex  
  2016 (5)
Retrieving Adaptable Cases in Process-Oriented Case-Based Reasoning. Bergmann, R.; Müller, G.; Zeyen, C.; and Manderscheid, J. In Markov, Z.; and Russell, I., editor(s), Proceedings of the Twenty-Ninth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2016, Key Largo, Florida, USA, May 16-18, 2016, pages 419–424, 2016. AAAI Press
Retrieving Adaptable Cases in Process-Oriented Case-Based Reasoning [link]Paper   link   bibtex   7 downloads  
On the Transferability of Process-Oriented Cases. Minor, M.; Bergmann, R.; Müller, J.; and Spät, A. In Goel, A. K.; Díaz-Agudo, M. B.; and Roth-Berghofer, T., editor(s), Case-Based Reasoning Research and Development - 24th International Conference, ICCBR 2016, Atlanta, GA, USA, October 31 - November 2, 2016, Proceedings, volume 9969, of Lecture Notes in Computer Science, pages 281–294, 2016. Springer
On the Transferability of Process-Oriented Cases [link]Paper   doi   link   bibtex   9 downloads  
Case Completion of Workflows for Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Goel, A. K.; Díaz-Agudo, M. B.; and Roth-Berghofer, T., editor(s), Case-Based Reasoning Research and Development - 24th International Conference, ICCBR 2016, Atlanta, GA, USA, October 31 - November 2, 2016, Proceedings, volume 9969, of Lecture Notes in Computer Science, pages 295–310, 2016. Springer
Case Completion of Workflows for Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   4 downloads  
SEMAFLEX - Semantic Integration of Flexible Workflow and Document Management. Grumbach, L.; Rietzke, E.; Schwinn, M.; Bergmann, R.; and Kuhn, N. In Krestel, R.; Mottin, D.; and Müller, E., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Potsdam, Germany, September 12-14, 2016, volume 1670, of CEUR Workshop Proceedings, pages 43–50, 2016. CEUR-WS.org
SEMAFLEX - Semantic Integration of Flexible Workflow and Document Management [pdf]Paper   link   bibtex  
Ähnlichkeitsbasiertes Retrieval von BPMN-2.0-Modellen. Pfister, M.; Fuchs, F.; and Bergmann, R. In Krestel, R.; Mottin, D.; and Müller, E., editor(s), Proceedings of the Conference "Lernen, Wissen, Daten, Analysen", Potsdam, Germany, September 12-14, 2016, volume 1670, of CEUR Workshop Proceedings, pages 54–61, 2016. CEUR-WS.org
Ähnlichkeitsbasiertes Retrieval von BPMN-2.0-Modellen [pdf]Paper   link   bibtex   3 downloads  
  2015 (7)
Social workflows - Vision and potential study. Görg, S.; and Bergmann, R. Inf. Syst., 50: 1–19. 2015.
Social workflows - Vision and potential study [link]Paper   doi   link   bibtex   4 downloads  
Generalization of Workflows in Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Russell, I.; and Eberle, W., editor(s), Proceedings of the Twenty-Eighth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2015, Hollywood, Florida, USA, May 18-20, 2015, pages 391–396, 2015. AAAI Press
Generalization of Workflows in Process-Oriented Case-Based Reasoning [link]Paper   link   bibtex  
CookingCAKE: A Framework for the Adaptation of Cooking Recipes Represented as Workflows. Müller, G.; and Bergmann, R. In Kendall-Morwick, J., editor(s), Workshop Proceedings from The Twenty-Third International Conference on Case-Based Reasoning (ICCBR 2015), Frankfurt, Germany, September 28-30, 2015, volume 1520, of CEUR Workshop Proceedings, pages 221–232, 2015. CEUR-WS.org
CookingCAKE: A Framework for the Adaptation of Cooking Recipes Represented as Workflows [pdf]Paper   link   bibtex   6 downloads  
Learning and Applying Adaptation Operators in Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Hüllermeier, E.; and Minor, M., editor(s), Case-Based Reasoning Research and Development - 23rd International Conference, ICCBR 2015, Frankfurt am Main, Germany, September 28-30, 2015, Proceedings, volume 9343, of Lecture Notes in Computer Science, pages 259–274, 2015. Springer
Learning and Applying Adaptation Operators in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   2 downloads  
POQL: A New Query Language for Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Bergmann, R.; Görg, S.; and Müller, G., editor(s), Proceedings of the LWA 2015 Workshops: KDML, FGWM, IR, and FGDB, Trier, Germany, October 7-9, 2015, volume 1458, of CEUR Workshop Proceedings, pages 247–255, 2015. CEUR-WS.org
POQL: A New Query Language for Process-Oriented Case-Based Reasoning [pdf]Paper   link   bibtex   9 downloads  
Flexible Process-Aware Information Systems Deficiency Management in Construction. Gessinger, S.; and Bergmann, R. In Bergmann, R.; Görg, S.; and Müller, G., editor(s), Proceedings of the LWA 2015 Workshops: KDML, FGWM, IR, and FGDB, Trier, Germany, October 7-9, 2015, volume 1458, of CEUR Workshop Proceedings, pages 330–338, 2015. CEUR-WS.org
Flexible Process-Aware Information Systems Deficiency Management in Construction [pdf]Paper   link   bibtex  
Proceedings of the LWA 2015 Workshops: KDML, FGWM, IR, and FGDB, Trier, Germany, October 7-9, 2015. Bergmann, R.; Görg, S.; and Müller, G., editors. Volume 1458, of CEUR Workshop Proceedings.CEUR-WS.org. 2015.
Proceedings of the LWA 2015 Workshops: KDML, FGWM, IR, and FGDB, Trier, Germany, October 7-9, 2015 [link]Paper   link   bibtex  
  2014 (8)
Similarity assessment and efficient retrieval of semantic workflows. Bergmann, R.; and Gil, Y. Inf. Syst., 40: 115–127. 2014.
Similarity assessment and efficient retrieval of semantic workflows [link]Paper   doi   link   bibtex   35 downloads  
Case-based adaptation of workflows. Minor, M.; Bergmann, R.; and Görg, S. Inf. Syst., 40: 142–152. 2014.
Case-based adaptation of workflows [link]Paper   doi   link   bibtex   42 downloads  
Enhancing experience reuse and learning. Bonjour, E.; Geneste, L.; and Bergmann, R. Knowl. Based Syst., 68: 1–3. 2014.
Enhancing experience reuse and learning [link]Paper   doi   link   bibtex   1 download  
A Cluster-Based Approach to Improve Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning. Müller, G.; and Bergmann, R. In Schaub, T.; Friedrich, G.; and O'Sullivan, B., editor(s), ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic - Including Prestigious Applications of Intelligent Systems (PAIS 2014), volume 263, of Frontiers in Artificial Intelligence and Applications, pages 639–644, 2014. IOS Press
A Cluster-Based Approach to Improve Similarity-Based Retrieval for Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   32 downloads  
The Collaborative Agile Knowledge Engine CAKE. Bergmann, R.; Gessinger, S.; Görg, S.; and Müller, G. In Goggins, S. P.; Jahnke, I.; McDonald, D. W.; and Bjørn, P., editor(s), Proceedings of the 18th International Conference on Supporting Group Work, Sanibel Island, FL, USA, November 09 - 12, 2014, pages 281–284, 2014. ACM
The Collaborative Agile Knowledge Engine CAKE [link]Paper   doi   link   bibtex   2 downloads  
A Hybrid CBR-ANN Approach to the Appraisal of Internet Domain Names. Dieterle, S.; and Bergmann, R. In Lamontagne, L.; and Plaza, E., editor(s), Case-Based Reasoning Research and Development - 22nd International Conference, ICCBR 2014, Cork, Ireland, September 29, 2014 - October 1, 2014. Proceedings, volume 8765, of Lecture Notes in Computer Science, pages 95–109, 2014. Springer
A Hybrid CBR-ANN Approach to the Appraisal of Internet Domain Names [link]Paper   doi   link   bibtex   7 downloads  
Workflow Streams: A Means for Compositional Adaptation in Process-Oriented CBR. Müller, G.; and Bergmann, R. In Lamontagne, L.; and Plaza, E., editor(s), Case-Based Reasoning Research and Development - 22nd International Conference, ICCBR 2014, Cork, Ireland, September 29, 2014 - October 1, 2014. Proceedings, volume 8765, of Lecture Notes in Computer Science, pages 315–329, 2014. Springer
Workflow Streams: A Means for Compositional Adaptation in Process-Oriented CBR [link]Paper   doi   link   bibtex   51 downloads  
Workflow Streams: A Means for Compositional Workflow Adaptation in Process-Oriented CBR. Müller, G.; and Bergmann, R. In Seidl, T.; Hassani, M.; and Beecks, C., editor(s), Proceedings of the 16th LWA Workshops: KDML, IR and FGWM, Aachen, Germany, September 8-10, 2014, volume 1226, of CEUR Workshop Proceedings, pages 263, 2014. CEUR-WS.org
Workflow Streams: A Means for Compositional Workflow Adaptation in Process-Oriented CBR [pdf]Paper   link   bibtex  
  2013 (5)
A Resource Model for Cloud-based Workflow Management Systems - Enabling Access Control, Collaboration and Reuse. Görg, S.; Bergmann, R.; Gessinger, S.; and Minor, M. In Desprez, F.; Ferguson, D.; Hadar, E.; Leymann, F.; Jarke, M.; and Helfert, M., editor(s), CLOSER 2013 - Proceedings of the 3rd International Conference on Cloud Computing and Services Science, Aachen, Germany, 8-10 May, 2013, pages 263–272, 2013. SciTePress
link   bibtex   14 downloads  
MAC/FAC Retrieval of Semantic Workflows. Bergmann, R.; and Stromer, A. In Boonthum-Denecke, C.; and Youngblood, G. M., editor(s), Proceedings of the Twenty-Sixth International Florida Artificial Intelligence Research Society Conference, FLAIRS 2013, St. Pete Beach, Florida, USA, May 22-24, 2013, 2013. AAAI Press
MAC/FAC Retrieval of Semantic Workflows [link]Paper   link   bibtex   26 downloads  
Workflow Clustering Using Semantic Similarity Measures. Bergmann, R.; Müller, G.; and Wittkowsky, D. In Timm, I. J.; and Thimm, M., editor(s), KI 2013: Advances in Artificial Intelligence - 36th Annual German Conference on AI, Koblenz, Germany, September 16-20, 2013. Proceedings, volume 8077, of Lecture Notes in Computer Science, pages 13–24, 2013. Springer
Workflow Clustering Using Semantic Similarity Measures [link]Paper   doi   link   bibtex   16 downloads  
Potentialanalyse des prozessorientierten Wissensmanagement für die Baubranche. Gessinger, S.; and Bergmann, R. In Henrich, A.; and Sperker, H., editor(s), LWA 2013. Lernen, Wissen & Adaptivität, Workshop Proceedings Bamberg, 7.-9. October 2013, pages 195–202, 2013. Universitätsbibliothek Bamberg
link   bibtex   8 downloads  
Real-Time Collaboration and Experience Reuse for Cloud-Based Workflow Management Systems. Görg, S.; Bergmann, R.; Gessinger, S.; and Minor, M. In IEEE 15th Conference on Business Informatics, CBI 2013, Vienna, Austria, July 15-18, 2013, pages 391–398, 2013. IEEE Computer Society
Real-Time Collaboration and Experience Reuse for Cloud-Based Workflow Management Systems [link]Paper   doi   link   bibtex   11 downloads  
  2012 (3)
Case-Based Appraisal of Internet Domains. Dieterle, S.; and Bergmann, R. In Díaz-Agudo, B.; and Watson, I., editor(s), Case-Based Reasoning Research and Development - 20th International Conference, ICCBR 2012, Lyon, France, September 3-6, 2012. Proceedings, volume 7466, of Lecture Notes in Computer Science, pages 47–61, 2012. Springer
Case-Based Appraisal of Internet Domains [link]Paper   doi   link   bibtex   3 downloads  
Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches. Schumacher, P.; Minor, M.; Walter, K.; and Bergmann, R. In Mille, A.; Gandon, F.; Misselis, J.; Rabinovich, M.; and Staab, S., editor(s), Proceedings of the 21st World Wide Web Conference, WWW 2012, Lyon, France, April 16-20, 2012 (Companion Volume), pages 739–747, 2012. ACM
Extraction of procedural knowledge from the web: a comparison of two workflow extraction approaches [link]Paper   doi   link   bibtex  
Collecting, reusing and executing private workflows on social network platforms. Görg, S.; Bergmann, R.; Minor, M.; Gessinger, S.; and Islam, S. In Mille, A.; Gandon, F.; Misselis, J.; Rabinovich, M.; and Staab, S., editor(s), Proceedings of the 21st World Wide Web Conference, WWW 2012, Lyon, France, April 16-20, 2012 (Companion Volume), pages 747–750, 2012. ACM
Collecting, reusing and executing private workflows on social network platforms [link]Paper   doi   link   bibtex   8 downloads  
  2011 (4)
45 Jahre KI Zeitschrift?. Bergmann, R. Künstliche Intell., 25(4): 283–285. 2011.
45 Jahre KI Zeitschrift? [link]Paper   doi   link   bibtex  
Retrieval of Semantic Workflows with Knowledge Intensive Similarity Measures. Bergmann, R.; and Gil, Y. In Ram, A.; and Wiratunga, N., editor(s), Case-Based Reasoning Research and Development - 19th International Conference on Case-Based Reasoning, ICCBR 2011, London, UK, September 12-15, 2011. Proceedings, volume 6880, of Lecture Notes in Computer Science, pages 17–31, 2011. Springer
Retrieval of Semantic Workflows with Knowledge Intensive Similarity Measures [link]Paper   doi   link   bibtex  
Reasoning on Business Processes to Support Change Reuse. Minor, M.; Bergmann, R.; Görg, S.; and Walter, K. In Hofreiter, B.; Dubois, E.; Lin, K.; Setzer, T.; Godart, C.; Proper, E.; and Bodenstaff, L., editor(s), 13th IEEE Conference on Commerce and Enterprise Computing, CEC 2011, Luxembourg-Kirchberg, Luxembourg, September 5-7, 2011, pages 18–25, 2011. IEEE Computer Society
Reasoning on Business Processes to Support Change Reuse [link]Paper   doi   link   bibtex   7 downloads  
InverseWorkflows for Supporting Agile Business Process Management. Sauer, T.; Minor, M.; and Bergmann, R. In Maier, R., editor(s), 6th Conference on Professional Knowledge Management: From Knowledge to Action, February 21-23, 2011 in Innsbruck, Austria, volume P-182, of LNI, pages 204–213, 2011. GI
InverseWorkflows for Supporting Agile Business Process Management [link]Paper   link   bibtex   12 downloads  
  2010 (2)
KI im Daten-Tsunami. Bergmann, R. Künstliche Intell., 24(4): 279–281. 2010.
KI im Daten-Tsunami [link]Paper   doi   link   bibtex  
Towards Case-Based Adaptation of Workflows. Minor, M.; Bergmann, R.; Görg, S.; and Walter, K. In Bichindaritz, I.; and Montani, S., editor(s), Case-Based Reasoning. Research and Development, 18th International Conference on Case-Based Reasoning, ICCBR 2010, Alessandria, Italy, July 19-22, 2010. Proceedings, volume 6176, of Lecture Notes in Computer Science, pages 421–435, 2010. Springer
Towards Case-Based Adaptation of Workflows [link]Paper   doi   link   bibtex   32 downloads  
  2009 (4)
Gasteditorial. Althoff, K.; and Bergmann, R. Künstliche Intell., 23(1): 4. 2009.
Gasteditorial [pdf]Paper   link   bibtex  
Case-Based Reasoning. Bergmann, R.; Althoff, K.; Minor, M.; Reichle, M.; and Bach, K. Künstliche Intell., 23(1): 5–11. 2009.
Case-Based Reasoning [pdf]Paper   link   bibtex  
Case-Based Reasoning - Service. Bergmann, R.; Minor, M.; and Althoff, K. Künstliche Intell., 23(1): 46. 2009.
Case-Based Reasoning - Service [pdf]Paper   link   bibtex  
Improving KD-Tree Based Retrieval for Attribute Dependent Generalized Cases. Bergmann, R.; and Tartakovski, A. In Lane, H. C.; and Guesgen, H. W., editor(s), Proceedings of the Twenty-Second International Florida Artificial Intelligence Research Society Conference, May 19-21, 2009, Sanibel Island, Florida, USA, 2009. AAAI Press
Improving KD-Tree Based Retrieval for Attribute Dependent Generalized Cases [link]Paper   link   bibtex   2 downloads  
  2008 (6)
ECCBR 2008. Althoff, K.; and Bergmann, R. Künstliche Intell., 22(1): 74. 2008.
ECCBR 2008 [pdf]Paper   link   bibtex  
Computer Cooking Contest. Bergmann, R.; and Althoff, K. Künstliche Intell., 22(1): 75. 2008.
Computer Cooking Contest [pdf]Paper   link   bibtex  
MATES 2008 - Call for Papers. Bergmann, R. Künstliche Intell., 22(1): 78. 2008.
MATES 2008 - Call for Papers [pdf]Paper   link   bibtex  
XML-based Representation of Agile Workflows. Minor, M.; Schmalen, D.; and Bergmann, R. In Bichler, M.; Hess, T.; Krcmar, H.; Lechner, U.; Matthes, F.; Picot, A.; Speitkamp, B.; and Wolf, P., editor(s), Multikonferenz Wirtschaftsinformatik, MKWI 2008, München, 26.2.2008 - 28.2.2008, Proceedings, 2008. GITO-Verlag, Berlin
XML-based Representation of Agile Workflows [pdf]Paper   link   bibtex   11 downloads  
Advances in Case-Based Reasoning, 9th European Conference, ECCBR 2008, Trier, Germany, September 1-4, 2008. Proceedings. Althoff, K.; Bergmann, R.; Minor, M.; and Hanft, A., editors. Volume 5239, of Lecture Notes in Computer Science.Springer. 2008.
Advances in Case-Based Reasoning, 9th European Conference, ECCBR 2008, Trier, Germany, September 1-4, 2008. Proceedings [link]Paper   doi   link   bibtex  
Multiagent System Technologies, 6th German Conference, MATES 2008, Kaiserslautern, Germany, September 23-26, 2008. Proceedings. Bergmann, R.; Lindemann, G.; Kirn, S.; and Pechoucek, M., editors. Volume 5244, of Lecture Notes in Computer Science.Springer. 2008.
Multiagent System Technologies, 6th German Conference, MATES 2008, Kaiserslautern, Germany, September 23-26, 2008. Proceedings [link]Paper   doi   link   bibtex  
  2007 (7)
Workshop Summary: Artificial Intelligence Methods for Ambient Intelligence. Bergmann, R.; Althoff, K.; Furbach, U.; and Schmid, K. In Ferscha, A.; and Aitenbichler, E., editor(s), Constructing Ambient Intelligence - AmI 2007 Workshops Darmstadt, Germany, November 7-10, 2007 Revised Papers, volume 11, of Communications in Computer and Information Science, pages 1–3, 2007. Springer
Workshop Summary: Artificial Intelligence Methods for Ambient Intelligence [link]Paper   doi   link   bibtex  
Ambient Intelligence for Decision Making in Fire Service Organizations. Bergmann, R. In Schiele, B.; Dey, A. K.; Gellersen, H.; de Ruyter, B. E. R.; Tscheligi, M.; Wichert, R.; Aarts, E. H. L.; and Buchmann, A. P., editor(s), Ambient Intelligence, European Conference, AmI 2007, Darmstadt, Germany, November 7-10, 2007, Proceedings, volume 4794, of Lecture Notes in Computer Science, pages 73–90, 2007. Springer
Ambient Intelligence for Decision Making in Fire Service Organizations [link]Paper   doi   link   bibtex   3 downloads  
Representation and Structure-Based Similarity Assessment for Agile Workflows. Minor, M.; Tartakovski, A.; and Bergmann, R. In Weber, R.; and Richter, M. M., editor(s), Case-Based Reasoning Research and Development, 7th International Conference on Case-Based Reasoning, ICCBR 2007, Belfast, Northern Ireland, UK, August 13-16, 2007, Proceedings, volume 4626, of Lecture Notes in Computer Science, pages 224–238, 2007. Springer
Representation and Structure-Based Similarity Assessment for Agile Workflows [link]Paper   doi   link   bibtex   8 downloads  
Experience Management. Nick, M.; Althoff, K.; and Bergmann, R. In Hinneburg, A., editor(s), LWA 2007: Lernen - Wissen - Adaption, Halle, Deutschland, September 2007, Workshop Proceedings, pages 339, 2007. Martin-Luther-University Halle-Wittenberg
link   bibtex   3 downloads  
Representation and Structure-Based Similarity Assessment for Agile Workflows. Minor, M.; Tartakovski, A.; and Bergmann, R. In Hinneburg, A., editor(s), LWA 2007: Lernen - Wissen - Adaption, Halle, Deutschland, September 2007, Workshop Proceedings, pages 341, 2007. Martin-Luther-University Halle-Wittenberg
link   bibtex   8 downloads  
Structural Adaptation of Workflows Supported by a Suspension Mechanism stand by Case-Based Reasoning. Minor, M.; Schmalen, D.; Koldehoff, A.; and Bergmann, R. In 16th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises (WETICE 2007), 18-20 June 2007, Paris, France, pages 370–375, 2007. IEEE Computer Society
Structural Adaptation of Workflows Supported by a Suspension Mechanism stand by Case-Based Reasoning [link]Paper   doi   link   bibtex  
Mobile Knowledge Management Support in Fire Service Organisations. Freßmann, A.; Bergmann, R.; Taylor, B.; Diamond, B.; and Carr-Smith, G. In Oberweis, A.; Weinhardt, C.; Gimpel, H.; Koschmider, A.; Pankratius, V.; and Schnizler, B., editor(s), eOrganisation: Service-, Prozess-, Market-Engineering: 8. Internationale Tagung Wirtschaftsinformatik - Band 2, WI 2007, Karlsruhe, Germany, February 28 - March 2, 2007, pages 557–574, 2007. Universitaetsverlag Karlsruhe
Mobile Knowledge Management Support in Fire Service Organisations [link]Paper   link   bibtex   3 downloads  
  2006 (5)
Finding Similar Deductive Consequences - A New Search-Based Framework for Unified Reasoning from Cases and General Knowledge. Bergmann, R.; and Mougouie, B. In Roth-Berghofer, T.; Göker, M. H.; and Güvenir, H. A., editor(s), Advances in Case-Based Reasoning, 8th European Conference, ECCBR 2006, Fethiye, Turkey, September 4-7, 2006, Proceedings, volume 4106, of Lecture Notes in Computer Science, pages 271–285, 2006. Springer
Finding Similar Deductive Consequences - A New Search-Based Framework for Unified Reasoning from Cases and General Knowledge [link]Paper   doi   link   bibtex  
Case-Based Support for Collaborative Business. Bergmann, R.; Freßmann, A.; Maximini, K.; Maximini, R.; and Sauer, T. In Roth-Berghofer, T.; Göker, M. H.; and Güvenir, H. A., editor(s), Advances in Case-Based Reasoning, 8th European Conference, ECCBR 2006, Fethiye, Turkey, September 4-7, 2006, Proceedings, volume 4106, of Lecture Notes in Computer Science, pages 519–533, 2006. Springer
Case-Based Support for Collaborative Business [link]Paper   doi   link   bibtex   8 downloads  
Knowledge Search within a Company-WIKI. Müller, S.; Kritzler, N.; Tartakovski, A.; Bergmann, R.; and Traphöner, R. In Althoff, K.; and Schaaf, M., editor(s), LWA 2006: Lernen - Wissensentdeckung - Adaptivität, Hildesheim, Deutschland, October 9th-11th 2006, joint workshop event of several interest groups of the German Society for Informatics (GI) - 14th Workshop on Adaptivity and User Modeling in Interactive Systems (ABIS 2006) - Workshop Information Retrieval 2006 of the Special Interest Group Information Retrieval (FGIR 2006) - Workshop on Knowledge and Experience Management (FGWM 2006) - 12th Workshop on Knowledge Discovery, Data Mining, and Machine Learning (KDML 2006), volume 1/2006, of Hildesheimer Informatik-Berichte, pages 209–214, 2006. University of Hildesheim, Institute of Computer Science
Knowledge Search within a Company-WIKI [link]Paper   link   bibtex   1 download  
Flexible Workflows for Knowledge Management in the Digital Design. Minor, M.; Schmalen, D.; Bergmann, R.; and Koldehoff, A. In Althoff, K.; and Schaaf, M., editor(s), LWA 2006: Lernen - Wissensentdeckung - Adaptivität, Hildesheim, Deutschland, October 9th-11th 2006, joint workshop event of several interest groups of the German Society for Informatics (GI) - 14th Workshop on Adaptivity and User Modeling in Interactive Systems (ABIS 2006) - Workshop Information Retrieval 2006 of the Special Interest Group Information Retrieval (FGIR 2006) - Workshop on Knowledge and Experience Management (FGWM 2006) - 12th Workshop on Knowledge Discovery, Data Mining, and Machine Learning (KDML 2006), volume 1/2006, of Hildesheimer Informatik-Berichte, pages 215–220, 2006. University of Hildesheim, Institute of Computer Science
Flexible Workflows for Knowledge Management in the Digital Design [link]Paper   link   bibtex  
Flexible Workflows for Digital Design in the Nano Era. Minor, M.; Koldehoff, A.; Schmalen, D.; and Bergmann, R. In 15th IEEE International Workshops on Enabling Technologies: Infrastructures for Collaborative Enterprises (WETICE 2006), 26-28 June 2006, Manchester, United Kingdom, pages 273–278, 2006. IEEE Computer Society
Flexible Workflows for Digital Design in the Nano Era [link]Paper   doi   link   bibtex   3 downloads  
  2005 (6)
Representation in case-based reasoning. Bergmann, R.; Kolodner, J. L.; and Plaza, E. Knowl. Eng. Rev., 20(3): 209–213. 2005.
Representation in case-based reasoning [link]Paper   doi   link   bibtex   6 downloads  
Case-based planning. Cox, M. T.; Muñoz-Avila, H.; and Bergmann, R. Knowl. Eng. Rev., 20(3): 283–287. 2005.
Case-based planning [link]Paper   doi   link   bibtex  
Retrieval and Configuration of Life Insurance Policies. Tartakovski, A.; Schaaf, M.; and Bergmann, R. In Muñoz-Avila, H.; and Ricci, F., editor(s), Case-Based Reasoning, Research and Development, 6th International Conference, on Case-Based Reasoning, ICCBR 2005, Chicago, IL, USA, August 23-26, 2005, Proceedings, volume 3620, of Lecture Notes in Computer Science, pages 552–565, 2005. Springer
Retrieval and Configuration of Life Insurance Policies [link]Paper   doi   link   bibtex   1 download  
Collaboration Patterns for Adaptive Software Engineering Processes. Freßmann, A.; Sauer, T.; and Bergmann, R. In Czap, H.; Unland, R.; Branki, C.; and Tianfield, H., editor(s), Self-Organization and Autonomic Informatics (I), Proceedings of the SOAS 2005 Conference, Glasgow, UK, volume 135, of Frontiers in Artificial Intelligence and Applications, pages 304–312, 2005. IOS Press
Collaboration Patterns for Adaptive Software Engineering Processes [link]Paper   link   bibtex  
WM 2005: Professional Knowledge Management - Experiences and Visions, Contributions to the 3rd Conference Professional Knowledge Management - Experiences and Visions, April 10-13, 2005, Kaiserslautern, Germany. Althoff, K.; Dengel, A.; Bergmann, R.; Nick, M.; and Roth-Berghofer, T., editors. DFKI, Kaiserslautern. 2005.
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Professional Knowledge Management, Third Biennial Conference, WM 2005, Kaiserslautern, Germany, April 10-13, 2005, Revised Selected Papers. Althoff, K.; Dengel, A.; Bergmann, R.; Nick, M.; and Roth-Berghofer, T., editors. Volume 3782, of Lecture Notes in Computer Science.Springer. 2005.
Professional Knowledge Management, Third Biennial Conference, WM 2005, Kaiserslautern, Germany, April 10-13, 2005, Revised Selected Papers [link]Paper   doi   link   bibtex  
  2004 (2)
Intelligent IP retrieval driven by application requirements. Schaaf, M.; Freßmann, A.; Maximini, R.; Bergmann, R.; Tartakovski, A.; and Radetzki, M. Integr., 37(4): 253–287. 2004.
Intelligent IP retrieval driven by application requirements [link]Paper   doi   link   bibtex  
MINLP Based Retrieval of Generalized Cases. Tartakovski, A.; Schaaf, M.; Maximini, R.; and Bergmann, R. In Funk, P.; and González-Calero, P. A., editor(s), Advances in Case-Based Reasoning, 7th European Conference, ECCBR 2004, Madrid, Spain, August 30 - September 2, 2004, Proceedings, volume 3155, of Lecture Notes in Computer Science, pages 404–418, 2004. Springer
MINLP Based Retrieval of Generalized Cases [link]Paper   doi   link   bibtex  
  2003 (6)
Structural Case-Based Reasoning and Ontology-Based Knowledge Management: A Perfect Match?. Bergmann, R.; and Schaaf, M. J. Univers. Comput. Sci., 9(7): 608–626. 2003.
Structural Case-Based Reasoning and Ontology-Based Knowledge Management: A Perfect Match? [link]Paper   doi   link   bibtex  
An Investigation of Generalized Cases. Maximini, K.; Maximini, R.; and Bergmann, R. In Ashley, K. D.; and Bridge, D. G., editor(s), Case-Based Reasoning Research and Development, 5th International Conference on Case-Based Reasoning, ICCBR 2003, Trondheim, Norway, June 23-26, 2003, Proceedings, volume 2689, of Lecture Notes in Computer Science, pages 261–275, 2003. Springer
An Investigation of Generalized Cases [link]Paper   doi   link   bibtex   3 downloads  
Diversity-Conscious Retrieval from Generalized Cases: A Branch and Bound Algorithm. Mougouie, B.; Richter, M. M.; and Bergmann, R. In Ashley, K. D.; and Bridge, D. G., editor(s), Case-Based Reasoning Research and Development, 5th International Conference on Case-Based Reasoning, ICCBR 2003, Trondheim, Norway, June 23-26, 2003, Proceedings, volume 2689, of Lecture Notes in Computer Science, pages 319–221, 2003. Springer
Diversity-Conscious Retrieval from Generalized Cases: A Branch and Bound Algorithm [link]Paper   doi   link   bibtex   1 download  
A Knowledge Representation Format for Virtual IP Marketplaces. Schaaf, M.; Freßmann, A.; Spinelli, M. A.; Maximini, R.; and Bergmann, R. In Ashley, K. D.; and Bridge, D. G., editor(s), Case-Based Reasoning Research and Development, 5th International Conference on Case-Based Reasoning, ICCBR 2003, Trondheim, Norway, June 23-26, 2003, Proceedings, volume 2689, of Lecture Notes in Computer Science, pages 509–521, 2003. Springer
A Knowledge Representation Format for Virtual IP Marketplaces [link]Paper   doi   link   bibtex  
On the Relations between Structural Case-based Reasoning and Ontologz-based Knowledge Management. Bergmann, R.; and Schaaf, M. In Reimer, U.; Abecker, A.; Staab, S.; and Stumme, G., editor(s), WM 2003: Professionelles Wissensmanagement - Erfahrungen und Visionen, Beiträge der 2. Konferenz Professionelles Wissensmanagement, 2.-4. April 2003, Luzern, Switzerland, volume P-28, of LNI, pages 279–286, 2003. GI
On the Relations between Structural Case-based Reasoning and Ontologz-based Knowledge Management [link]Paper   link   bibtex  
Investigating different Methods for efficient Retrieval of Generalized Cases. Maximini, R.; Tartakovski, A.; and Bergmann, R. In Reimer, U.; Abecker, A.; Staab, S.; and Stumme, G., editor(s), WM 2003: Professionelles Wissensmanagement - Erfahrungen und Visionen, Beiträge der 2. Konferenz Professionelles Wissensmanagement, 2.-4. April 2003, Luzern, Switzerland, volume P-28, of LNI, pages 303–304, 2003. GI
Investigating different Methods for efficient Retrieval of Generalized Cases [link]Paper   link   bibtex   2 downloads  
  2002 (6)
Experience Management: Foundations, Development Methodology, and Internet-Based Applications. Bergmann, R. Volume 2432 of Lecture Notes in Computer ScienceSpringer, 2002.
Experience Management: Foundations, Development Methodology, and Internet-Based Applications [link]Paper   doi   link   bibtex   5 downloads  
Acquiring Customers' Requirements in Electronic Commerce. Bergmann, R.; and Cunningham, P. Artif. Intell. Rev., 18(3-4): 163–193. 2002.
Acquiring Customers' Requirements in Electronic Commerce [link]Paper   doi   link   bibtex  
A Framework for Radiological Assistant Systems. Krechel, D.; Bergmann, R.; Maximini, K.; and von Wangenheim, A. In 15th IEEE Symposium on Computer-Based Medical Systems (CBMS 2002), 4-7 June 2002, Maribor, Slovenia, pages 179–184, 2002. IEEE Computer Society
A Framework for Radiological Assistant Systems [link]Paper   doi   link   bibtex  
Experience Management for Electronic Design Reuse through Quality-Oriented IP Selection. Bergmann, R.; Maximini, R.; and Schaaf, M. In Minor, M.; and Staab, S., editor(s), 1st German Workshop on Experience Management: Sharing Experiences about the Sharing of Experience, Berlin, Germany, March 7-8, 2002, Proceedings, volume P-10, of LNI, pages 11–22, 2002. GI
Experience Management for Electronic Design Reuse through Quality-Oriented IP Selection [link]Paper   link   bibtex   1 download  
Similarity Assessment for Generalizied Cases by Optimization Methods. Mougouie, B.; and Bergmann, R. In Craw, S.; and Preece, A. D., editor(s), Advances in Case-Based Reasoning, 6th European Conference, ECCBR 2002 Aberdeen, Scotland, UK, September 4-7, 2002, Proceedings, volume 2416, of Lecture Notes in Computer Science, pages 249–263, 2002. Springer
Similarity Assessment for Generalizied Cases by Optimization Methods [link]Paper   doi   link   bibtex  
Supporting Electronic Design Reuse by Integrating Quality-Criteria into CBR-Based IP Selection. Schaaf, M.; Maximini, R.; Bergmann, R.; Tautz, C.; and Traphöner, R. In Craw, S.; and Preece, A. D., editor(s), Advances in Case-Based Reasoning, 6th European Conference, ECCBR 2002 Aberdeen, Scotland, UK, September 4-7, 2002, Proceedings, volume 2416, of Lecture Notes in Computer Science, pages 628–641, 2002. Springer
Supporting Electronic Design Reuse by Integrating Quality-Criteria into CBR-Based IP Selection [link]Paper   doi   link   bibtex   1 download  
  2001 (6)
The Third International Conference on Case-Based Reasoning (ICCBR '99). Althoff, K.; Bergmann, R.; and Branting, K. AI Mag., 22(1): 116–118. 2001.
The Third International Conference on Case-Based Reasoning (ICCBR '99) [link]Paper   doi   link   bibtex  
WEBSELL: Intelligent Sales Assistants for the World Wide Web. Cunningham, P.; Bergmann, R.; Schmitt, S.; Traphöner, R.; Breen, S.; and Smyth, B. Künstliche Intell., 15(1): 28–32. 2001.
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Electronic Commerce - Serviceteil. Bergmann, R.; and Wilke, W. Künstliche Intell., 15(1): 44. 2001.
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A Formal Approach to Dialogs with Online Customers. Bergmann, R.; and Schmitt, S. In 14th Bled eConference: e-Everything: e-Commerce, e-Government, e-Household, e-Democracy, Bled, Slovenia, June 25-26, 2001, pages 2, 2001.
A Formal Approach to Dialogs with Online Customers [link]Paper   link   bibtex  
Highlights of the European INRECA Projects. Bergmann, R. In Aha, D. W.; and Watson, I. D., editor(s), Case-Based Reasoning Research and Development, 4th International Conference on Case-Based Reasoning, ICCBR 2001, Vancouver, BC, Canada, July 30 - August 2, 2001, Proceedings, volume 2080, of Lecture Notes in Computer Science, pages 1–15, 2001. Springer
Highlights of the European INRECA Projects [link]Paper   doi   link   bibtex  
A Similarity-Based Approach to Attribute Selection in User-Adaptive Sales Dialogs. Kohlmaier, A.; Schmitt, S.; and Bergmann, R. In Aha, D. W.; and Watson, I. D., editor(s), Case-Based Reasoning Research and Development, 4th International Conference on Case-Based Reasoning, ICCBR 2001, Vancouver, BC, Canada, July 30 - August 2, 2001, Proceedings, volume 2080, of Lecture Notes in Computer Science, pages 306–320, 2001. Springer
A Similarity-Based Approach to Attribute Selection in User-Adaptive Sales Dialogs [link]Paper   doi   link   bibtex   3 downloads  
  2000 (2)
An Efficient Approach to Similarity-Based Retrieval on Top of Relational Databases. Schumacher, J.; and Bergmann, R. In Blanzieri, E.; and Portinale, L., editor(s), Advances in Case-Based Reasoning, 5th European Workshop, EWCBR 2000, Trento, Italy, September 6-9, 2000, Proceedings, volume 1898, of Lecture Notes in Computer Science, pages 273–284, 2000. Springer
An Efficient Approach to Similarity-Based Retrieval on Top of Relational Databases [link]Paper   doi   link   bibtex   1 download  
Applying Recursive CBR for the Custumization of Structured Products in an Electronic Shop. Stahl, A.; and Bergmann, R. In Blanzieri, E.; and Portinale, L., editor(s), Advances in Case-Based Reasoning, 5th European Workshop, EWCBR 2000, Trento, Italy, September 6-9, 2000, Proceedings, volume 1898, of Lecture Notes in Computer Science, pages 297–308, 2000. Springer
Applying Recursive CBR for the Custumization of Structured Products in an Electronic Shop [link]Paper   doi   link   bibtex   1 download  
  1999 (4)
Developing Industrial Case-Based Reasoning Applications: The INRECA-Methodology. Bergmann, R.; Althoff, K.; Breen, S.; Göker, M. H.; Manago, M.; Traphöner, R.; and Wess, S. Volume 1612 of Lecture Notes in Computer ScienceSpringer, 1999.
Developing Industrial Case-Based Reasoning Applications: The INRECA-Methodology [link]Paper   doi   link   bibtex  
Generalized Cases: Representation and Steps Towards Efficient Similarity Assessment. Bergmann, R.; and Vollrath, I. In Burgard, W.; Christaller, T.; and Cremers, A. B., editor(s), KI-99: Advances in Artificial Intelligence, 23rd Annual German Conference on Artificial Intelligence, Bonn, Germany, September 13-15, 1999, Proceedings, volume 1701, of Lecture Notes in Computer Science, pages 195–206, 1999. Springer
Generalized Cases: Representation and Steps Towards Efficient Similarity Assessment [link]Paper   doi   link   bibtex   2 downloads  
WebPlan - Dynamic Planning for Domain-Specific Search in the Internet. Hüllen, J.; Bergmann, R.; and Weberskirch, F. In Proceedings PuK 99, 13. Workshop "Planen und Konfigurieren", Jahrestreffen der Fachgruppe 1.5.3 der Gesellschaft für Informatik, vom 3.-5. März 1999, im Rahmen der 5. Tagung "Expertensysteme" an der Universität Würzburg, 1999.
WebPlan - Dynamic Planning for Domain-Specific Search in the Internet [link]Paper   link   bibtex   1 download  
Case-Based Reasoning and Development, Third International Conference, ICCBR-99, Seeon Monastery, Germany, July 27-30, 1999, Proceedings. Althoff, K.; Bergmann, R.; and Branting, K., editors. Volume 1650, of Lecture Notes in Computer Science.Springer. 1999.
Case-Based Reasoning and Development, Third International Conference, ICCBR-99, Seeon Monastery, Germany, July 27-30, 1999, Proceedings [link]Paper   doi   link   bibtex  
  1998 (9)
Case-based reasoning for medical decision support tasks: The Inreca approach. Althoff, K.; Bergmann, R.; Wess, S.; Manago, M.; Auriol, E.; Larichev, O. I.; Bolotov, A.; Zhuravlev, Y. I.; and Gurov, S. I. Artif. Intell. Medicine, 12(1): 25–41. 1998.
Case-based reasoning for medical decision support tasks: The Inreca approach [link]Paper   doi   link   bibtex   1 download  
Case-Based Reasoning Support for Online Catalog Sales. Vollrath, I.; Wilke, W.; and Bergmann, R. IEEE Internet Comput., 2(4): 47–54. 1998.
Case-Based Reasoning Support for Online Catalog Sales [link]Paper   doi   link   bibtex   2 downloads  
Towards a New Formal Model of Transformational Adaptation in Case-Based Reasoning. Bergmann, R.; and Wilke, W. In Prade, H., editor(s), 13th European Conference on Artificial Intelligence, Brighton, UK, August 23-28 1998, Proceedings, pages 53–57, 1998. John Wiley and Sons
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Similarity Measures for Object-Oriented Case Representations. Bergmann, R.; and Stahl, A. In Smyth, B.; and Cunningham, P., editor(s), Advances in Case-Based Reasoning, 4th European Workshop, EWCBR-98, Dublin, Ireland, September 1998, Proceedings, volume 1488, of Lecture Notes in Computer Science, pages 25–36, 1998. Springer
Similarity Measures for Object-Oriented Case Representations [link]Paper   doi   link   bibtex   4 downloads  
The Development of HOMER: A Case-Based CAD/CAM Help-Desk Support Tool. Göker, M. H.; Roth-Berghofer, T.; Bergmann, R.; Pantleon, T.; Traphöner, R.; Wess, S.; and Wilke, W. In Smyth, B.; and Cunningham, P., editor(s), Advances in Case-Based Reasoning, 4th European Workshop, EWCBR-98, Dublin, Ireland, September 1998, Proceedings, volume 1488, of Lecture Notes in Computer Science, pages 346–357, 1998. Springer
The Development of HOMER: A Case-Based CAD/CAM Help-Desk Support Tool [link]Paper   doi   link   bibtex   1 download  
Collecting Experience on the Systematic Development of CBR Applications Using the INRECA Methodology. Bergmann, R.; Breen, S.; Fayol, E.; Göker, M. H.; Manago, M.; Schmitt, S.; Schumacher, J.; Stahl, A.; Wess, S.; and Wilke, W. In Smyth, B.; and Cunningham, P., editor(s), Advances in Case-Based Reasoning, 4th European Workshop, EWCBR-98, Dublin, Ireland, September 1998, Proceedings, volume 1488, of Lecture Notes in Computer Science, pages 460–470, 1998. Springer
Collecting Experience on the Systematic Development of CBR Applications Using the INRECA Methodology [link]Paper   doi   link   bibtex  
CBR Applied to Planning. Bergmann, R.; Muñoz-Avila, H.; Veloso, M. M.; and Melis, E. In Lenz, M.; Bartsch-Spörl, B.; Burkhard, H.; and Wess, S., editor(s), Case-Based Reasoning Technology, From Foundations to Applications, volume 1400, of Lecture Notes in Computer Science, pages 169–200, 1998. Springer
CBR Applied to Planning [link]Paper   doi   link   bibtex  
Methodology for Building CBR Applications. Bergmann, R.; and Althoff, K. In Lenz, M.; Bartsch-Spörl, B.; Burkhard, H.; and Wess, S., editor(s), Case-Based Reasoning Technology, From Foundations to Applications, volume 1400, of Lecture Notes in Computer Science, pages 299–326, 1998. Springer
Methodology for Building CBR Applications [link]Paper   doi   link   bibtex  
Techniques and Knowledge Used for Adaptation During Case-Based Problem Solving. Wilke, W.; and Bergmann, R. In del Pobil, A. P.; Mira, J.; and Ali, M., editor(s), Tasks and Methods in Applied Artificial Intelligence, 11th International Conference on Industrial and Engineering Applications of Artificial In telligence and Expert Systems, IEA/AIE-98, Castellón, Spain, June 1-4, 1998, Proceedings, Volume II, volume 1416, of Lecture Notes in Computer Science, pages 497–506, 1998. Springer
Techniques and Knowledge Used for Adaptation During Case-Based Problem Solving [link]Paper   doi   link   bibtex  
  1997 (1)
Using Software Process Modeling for Building a Case-Based Reasoning Methodology: Basis Approach and Case Study. Bergmann, R.; Wilke, W.; and Schumacher, J. In Leake, D. B.; and Plaza, E., editor(s), Case-Based Reasoning Research and Development, Second International Conference, ICCBR-97, Providence, Rhode Island, USA, July 25-27, 1997, Proceedings, volume 1266, of Lecture Notes in Computer Science, pages 509–518, 1997. Springer
Using Software Process Modeling for Building a Case-Based Reasoning Methodology: Basis Approach and Case Study [link]Paper   doi   link   bibtex  
  1996 (6)
Effizientes Problemlösen durch flexible Wiederverwendung von Fällen auf verschiedenen Abstraktionsebenen. Bergmann, R. Ph.D. Thesis, University of Kaiserslautern, 1996.
Effizientes Problemlösen durch flexible Wiederverwendung von Fällen auf verschiedenen Abstraktionsebenen [link]Paper   link   bibtex   4 downloads  
Case-Based Planning: Selected Methods and Systems. Veloso, M. M.; Muñoz-Avila, H.; and Bergmann, R. AI Commun., 9(3): 128–137. 1996.
Case-Based Planning: Selected Methods and Systems [link]Paper   doi   link   bibtex  
Fallbasiertes Planen: ausgewählte Methoden und Systeme. Bergmann, R.; Muñoz-Avila, H.; and Veloso, M. M. Künstliche Intell., 10(1): 22–28. 1996.
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Fallbasiertes Schließen zur Kreditwürdigkeitsprüfung. Wilke, W.; Bergmann, R.; and Althoff, K. Künstliche Intell., 10(4): 26–33. 1996.
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On the Role of Abstraction in Case-Based Reasoning. Bergmann, R.; and Wilke, W. In Smith, I. F. C.; and Faltings, B., editor(s), Advances in Case-Based Reasoning, Third European Workshop, EWCBR-96, Lausanne, Switzerland, November 14-16, 1996, Proceedings, volume 1168, of Lecture Notes in Computer Science, pages 28–43, 1996. Springer
On the Role of Abstraction in Case-Based Reasoning [link]Paper   doi   link   bibtex   7 downloads  
Considering Decision Cost During Learning of Feature Weights. Wilke, W.; and Bergmann, R. In Smith, I. F. C.; and Faltings, B., editor(s), Advances in Case-Based Reasoning, Third European Workshop, EWCBR-96, Lausanne, Switzerland, November 14-16, 1996, Proceedings, volume 1168, of Lecture Notes in Computer Science, pages 460–472, 1996. Springer
Considering Decision Cost During Learning of Feature Weights [link]Paper   doi   link   bibtex  
  1995 (3)
Building and Refining Abstract Planning Cases by Change of Representation Language. Bergmann, R.; and Wilke, W. J. Artif. Intell. Res., 3: 53–118. 1995.
Building and Refining Abstract Planning Cases by Change of Representation Language [link]Paper   doi   link   bibtex   3 downloads  
Learning Abstract Planning Cases. Bergmann, R.; and Wilke, W. In Lavrac, N.; and Wrobel, S., editor(s), Machine Learning: ECML-95, 8th European Conference on Machine Learning, Heraclion, Crete, Greece, April 25-27, 1995, Proceedings, volume 912, of Lecture Notes in Computer Science, pages 55–76, 1995. Springer
Learning Abstract Planning Cases [link]Paper   doi   link   bibtex  
Building and Refining Abstract Planning Cases by Change of Representation Language. Bergmann, R.; and Wilke, W. CoRR, abs/cs/9507101. 1995.
Building and Refining Abstract Planning Cases by Change of Representation Language [link]Paper   link   bibtex   3 downloads  
  1994 (2)
Lernen von Abstraktionshierarchien zur Optimierung der Auswahl von maschinell abstrahierten Plänen. Bergmann, R.; and Wilke, W. In Bergmann, R.; Paulokat, J.; Schoeller, A.; and Wache, H., editor(s), PuK-94, 8. Workshop "Planen und Konfigrieren", 18.-19. April 1994, Kaiserslautern, Proceedings, volume SWP-94-01, of SEKI Working Paper, pages 34–45, 1994. Universität und DFKI Kaiserslautern
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PuK-94, 8. Workshop "Planen und Konfigrieren", 18.-19. April 1994, Kaiserslautern, Proceedings. Bergmann, R.; Paulokat, J.; Schoeller, A.; and Wache, H., editors. Volume SWP-94-01, of SEKI Working Paper.Universität und DFKI Kaiserslautern. 1994.
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  1993 (2)
Explanation-Based Similarity: A Unifying Approach for Integrating Domain Knowledge into Case-Based Reasoning for Diagnosis and Planning Tasks. Bergmann, R.; Pews, G.; and Wilke, W. In Wess, S.; Althoff, K.; and Richter, M. M., editor(s), Topics in Case-Based Reasoning, First European Workshop, EWCBR-93, Kaiserslautern, Germany, November 1-5, 1993, Selected Papers, volume 837, of Lecture Notes in Computer Science, pages 182–196, 1993. Springer
Explanation-Based Similarity: A Unifying Approach for Integrating Domain Knowledge into Case-Based Reasoning for Diagnosis and Planning Tasks [link]Paper   doi   link   bibtex  
Learning Hierarchically Clustered Shared Plan Abstractions as Problem Solving Knowledge with High Utility for Planning. Bergmann, R. In Horz, A., editor(s), Beiträge zum 7. Workshop Planen und Konfigrieren, 17.2.93, Hamburg, volume 723, of Arbeitspapiere der GMD, pages 97–108, 1993. GMD
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  1992 (1)
Learning Plan Abstractions. Bergmann, R. In Ohlbach, H. J., editor(s), GWAI-92: Advances in Artificial Intelligence, 16th German Conference on Artificial Intelligence, Bonn, Germany, August 31 - September 3, 1992, Proceedings, volume 671, of Lecture Notes in Computer Science, pages 187–198, 1992. Springer
Learning Plan Abstractions [link]Paper   doi   link   bibtex  
  1991 (2)
Knowledge Acquisition by Generating Skeletal Plans from Real World Cases. Bergmann, R. In Schmalhofer, F.; Strube, G.; and Wetter, T., editor(s), Contemporary Knowledge Engineering and Cognition, First Joint Workshop, Kaiserslautern, Germany, February 21-22, 1991, Proceedings, volume 622, of Lecture Notes in Computer Science, pages 125–133, 1991. Springer
Knowledge Acquisition by Generating Skeletal Plans from Real World Cases [link]Paper   doi   link   bibtex  
Using Integrated Knowledge Acquisition to Prepare Sophisticated Expert Plans for Their Re-Use in Novel Situations. Schmalhofer, F.; Bergmann, R.; Kühn, O.; and Schmidt, G. In Christaller, T., editor(s), GWAI-91, 15. Fachtagung für Künstliche Intelligenz, Bonn, 16.-20. September 1991, Proceedings, volume 285, of Informatik-Fachberichte, pages 62–71, 1991. Springer
Using Integrated Knowledge Acquisition to Prepare Sophisticated Expert Plans for Their Re-Use in Novel Situations [link]Paper   doi   link   bibtex   2 downloads