Franz Krause
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 (Role: Technical Lead)
Publications
2024 | M. Schlechtinger, D. Kosack, F. Krause, H. Paulheim By Fair Means or Foul: Quantifying Collusion in a Market Simulation with Deep Reinforcement Learning (to be published) Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI-24) |
2024 | F. Krause, H. Paulheim, E. Kiesling, K. Kurniawan, M. Leva, H. Estrada-Lugo, G. Stübl, N. Ure, J. Dominguez-Ledo, M. Khan, P. Demolder, H. Gaux, B. Heinzl, T. Hoch, J. Martinez-Gil, A. Silvina, B. Moser Managing Human-AI Collaborations within Industry 5.0 Scenarios via Knowledge Graphs: Key Challenges and Lessons Learned (to be published) Jornal Contribution to Frontiers in Artificial Intellignece (2024) |
2024 | B. Heinzl, A. Silvina, F. Krause, N. Schwarz, K. Kurniawan, E. Kiesling, M. Pichler, B. Moser Towards Integrating Knowledge Graphs into Process-Oriented Human-AI Collaboration in Industry Proceedings of the International Conference on Software Quality (SWQD 2024) |
2023 | J. Gil, T. Hoch, M. Pichler, B. Heinzl, B. Moser, K. Kurniawan, E. Kiesling, F. Krause Chapter contribution to Artificial Intelligence in Manufacturing, published by Springer (2023) |
2023 | F. Krause, K. Kurniawan, E. Kiesling, J. Gil, M. Pichler, B. Heinzl, and B. Moser Leveraging Semantic Representations via Knowledge Graph Embeddings 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 (PDF) 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 |