Research Interests
Robotic Process Automation
- What data is required for RPA? How can it be collected?
- How can RPA be applied to tasks beyond simple data entry?
Machine Learning for Business Processes
- Process Representation Learning / Embeddings
- Similarity-based tasks (Clustering, Anomaly Detection, Retrieval)
- Predictive Process Monitoring
Publications
- Abb, L. and Rehse, J.-R. (2024). Process-related user interaction logs: State of the art, reference model, and object-centric implementation. Information Systems : IS, 124, 1–16.
- Rehse, J.-R., Abb, L., Berg, G., Bormann, C., Kampik, T. and Warmuth, C. (2024). User behavior mining: A research agenda. Business & Information Systems Engineering : BISE, 1–18.
- Abb, L., Bormann, C., der Aa, H. and Rehse, J.-R. (2022). Trace clustering for user behavior mining. In , Proceedings of the 30th European Conference on Information Systems (ECIS): Timișoara, Romania, June 18–24, 2022 (S. 1–17). European Conference on Information Systems (ECIS) : Research Papers, AISeL: Atlanta, GA.
- Abb, L. and Rehse, J.-R. (2022). A reference data model for process-related user interaction logs. In , Business Process Management : 20th International Conference, BPM 2022, Münster, Germany, September 11–16, 2022, proceedings (S. 57–74). Lecture Notes in Computer Science, Springer: Berlin [u.a.].
- Agostinelli, S., Marrella, A., Abb, L. and Rehse, J.-R. (2022). Mastering robotic process automation with process mining. In , Business Process Management : 20th International Conference, BPM 2022, Münster, Germany, September 11–16, 2022, proceedings (S. 47–53). Lecture Notes in Computer Science, Springer: Berlin [u.a.].