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  2021 (3)
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, of Lecture Notes in Business Information Processing, 2021. Springer. Accepted for publication.
bibtex   abstract  
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   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   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   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   bibtex