Franz Krause – PhD Researcher
B6, 26, Room B 0.02
franz.krause (at) uni-mannheim.de
Areas of research and interest
- Machine Learning Applications on Linked Data
- Dynamization of Knowledge Graph Embeddings
- Knowledge Graph Application and Implementation in Industrial Settings
- Explainability of ML & AI Predictions
- Applied Graph Theory
Projects
teaming.ai – Human-AI Teaming Platform for Maintaining and Evolving AI Systems in Manufacturing
Publications
2023 | F. Krause, K. Kurniawan, E. Kiesling, J. Gil, M. Pichler, B. Heinzl, and B. Moser Leveraging Semantic Representations via Knowledge Graph Embeddings (to be published) Chapter contribution to Artificial Intelligence in Manufacturing, published by Springer (2023) |
2023 | F. Krause, K. Kurniawan, E. Kiesling, H. Paulheim and A. Polleres On the Representation of Dynamic BPMN Process Executions in Knowledge Graphs Proceedings of the 5th Ibero-American Knowledge Graph and Semantic Web Conference (KGSWC 2023) |
2023 | F. Krause, X. Yan, B. Darnala, and M. Dumontier On the Combination of Event Calculus and Empirical Semantic Drifts Proceedings of Semantic Methods for Events and Stories co-located with ESWC (SEMMES 2023) |
2023 | M. Schlechtinger, D. Kosack, H. Paulheim, T. Fetzer, and F. Krause The Price of Algorithmic Pricing: Investigating Collusion in a Market Simulation with AI Agents Proceedings of the 22nd International Conference on Autonomous Agents and Multiagent Systems 2023 (AAMAS 2023) |
2022 | F. Krause, T. Weller, and H. Paulheim On a Generalized Framework for Time-Aware Knowledge Graphs Proceedings of the 18th International Conference on Semantic Systems 2022 (SEMANTiCS 2022) |
2022 | F. Krause Dynamic Knowledge Graph Embeddings via Local Embedding Reconstructions Proceedings of The Semantic Web: ESWC 2022 Satellite Events |
| 2021 | A. Nguyen, F. Krause, D. Hagenmayer, and M. Färber Quantifying Explanations of Neural Networks in E-Commerce Based on LRP Proceedings of Machine Learning and Knowledge Discovery in Databases: Applied Data Science Track – European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2021 (ECML PKDD'21) |
Awards
2022 | Best Paper, 18th International Conference on Semantic Systems 2022 (SEMANTiCS 2022) |
2022 | Best Scientific Presentation, International Semantic Web Summer School (ISWS) 2022 |