Publications

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Alexander Schultheis; Maximilian Hoffmann; Lukas Malburg; Ralph Bergmann
Explanation of Similarities in Process-Oriented Case-Based Reasoning by Visualization
In: Case-Based Reasoning Research and Development - 31st International Conference, ICCBR 2023, Aberdeen, Scotland, July 17-20, 2023, Proceedings. …
Lukas Malburg; Maximilian Hoffmann; Ralph Bergmann
Applying MAPE-K control loops for adaptive workflow management in smart factories
In: Journal of Intelligent Information Systems, Vol. 61, No. 1, Pages 83-111, Springer, 2023.
Maximilian Hoffmann; Ralph Bergmann
Ranking-Based Case Retrieval with Graph Neural Networks in Process-Oriented Case-Based Reasoning
In: Florida OJ. International FLAIRS Conference (FLAIRS-2023), Clearwater, Florida, USA, Florida OJ, 2023.
Johannes Pauli; Maximilian Hoffmann; Ralph Bergmann
Similarity-Based Retrieval in Process-Oriented Case-Based Reasoning Using Graph Neural Networks and Transfer Learning
In: Florida OJ. International FLAIRS Conference (FLAIRS-2023), Clearwater, Florida, USA, Florida OJ, 2023.
Nicolas Schuler; Maximilian Hoffmann; Hans-Peter Beise; Ralph Bergmann
Semi-supervised Similarity Learning in Process-Oriented Case-Based Reasoning
In: Max Bramer; Frederic Stahl (Hrsg.). Artificial Intelligence XL. SGAI International Conference on Artificial Intelligence (AI-2023), Cambridge, …
Maximilian Hoffmann; Ralph Bergmann
Using Graph Embedding Techniques in Process-Oriented Case-Based Reasoning
In: Xiao Huang (Hrsg.). Algorithms, Vol. 15, No. 2, Page 25, MDPI, 2022.
Maximilian Hoffmann; Ralph Bergmann
Improving Automated Hyperparameter Optimization with Case-Based Reasoning
In: Mark T. Keane; Nirmalie Wiratunga (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning …
Maximilian Hoffmann; Lukas Malburg; Nico Bach; Ralph Bergmann
GPU-Based Graph Matching for Accelerating Similarity Assessment in Process-Oriented Case-Based Reasoning
In: Mark T. Keane; Nirmalie Wiratunga (Hrsg.). Case-Based Reasoning Research and Development. International Conference on Case-Based Reasoning …
Lukas Malburg; Maximilian Hoffmann; Simon Trumm; Ralph Bergmann
Improving Similarity-Based Retrieval Efficiency by Using Graphic Processing Units in Case-Based Reasoning
In: Proceedings of the 34th International Florida Artificial Intelligence Research Society Conference. International FLAIRS Conference (FLAIRS-2021), …
Maximilian Hoffmann; Lukas Malburg; Ralph Bergmann
ProGAN: Toward a Framework for Process Monitoring and Flexibility by Change via Generative Adversarial Networks
In: Andrea Marrella; Barbara Weber (Hrsg.). Business Process Management Workshops. Business Process Management (BPM), Springer, 2021.