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  2023 (1)
Applying MAPE-K control loops for adaptive workflow management in smart factories. Malburg, L.; Hoffmann, M.; and Bergmann, R. Journal of Intelligent Information Systems. 2023.
Applying MAPE-K control loops for adaptive workflow management in smart factories [pdf]Paper   doi   link   bibtex   abstract  
  2022 (5)
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 [pdf]Paper   doi   link   bibtex   abstract  
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 [pdf]Paper   doi   link   bibtex   abstract  
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, Rome, Italy, September 6 - 10, 2021, volume 436, of Lecture Notes in Business Information Processing, pages 43–55, 2022. Springer. The original publication is available at www.springerlink.com
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks [pdf]Paper   doi   link   bibtex   abstract  
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. Algorithms, 15(2). 2022.
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning [link]Paper   doi   link   bibtex   abstract  
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 Proceedings of the 35th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2022, Hutchinson Island, Jensen Beach, Florida, USA, 2022.
Considering Inter-Case Dependencies During Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract  
  2021 (2)
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning. Malburg, L.; Hoffmann, M.; Trumm, S.; and Bergmann, R. In Proceedings of the 34th International Florida Artificial Intelligence Research Society Conference, FLAIRS 2021, North Miami Beach, Florida, USA, 2021. Best Student Paper.
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract  
Informed Machine Learning for Improved Similarity Assessment in Process-Oriented Case-Based Reasoning. Hoffmann, M.; and Bergmann, R. CoRR, abs/2106.15931. 2021. Presented at the IJCAI-21 workshop on Deep Learning, Case-Based Reasoning, and AutoML: Present and Future Synergies, Montreal, August 21-26
Informed Machine Learning for Improved Similarity Assessment in Process-Oriented Case-Based Reasoning [pdf]Paper   link   bibtex  
  2020 (1)
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 The original publication is available at www.springerlink.com
Using Siamese Graph Neural Networks for Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning [pdf]Paper   doi   link   bibtex   abstract  
  2018 (1)
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 Artificial Intelligence, pages 464–479, 2018. Springer The original publication is available at www.springerlink.com
Considering Nutrients during the Generation of Recipes by Process-Oriented Case-based Reasoning [pdf]Paper   link   bibtex