Ongoing Theses

In the context of probabilistic modelling and inference as well as decision making

• DecPOMDPs: Implementing and evaluating a memory-bounded solution approach (MA)
• A Knowledge Graph-Empowered Agentic Framework for Adaptive Career Path Planning (MA)

In the context of medical data

• In cooperation with the Institute of Neuropathology: Predicting a Gene Mutation from DNA Methylation Profiles (BA + MA)
• Modelling a Nanoscale Medical System as Decentralised Markov Decision Process (MA)

In the context of text analysis

• An Empirical Analysis of the Scalability of Dynamic Topic Modelling (BA)
• Learning of Bayesian Networks from Extracted SPO Triples (BA)

In the context of databases

• Optimizing Distributed Query Execution for Heterogeneous Federated Data Systems via a Novel Cost Model and Domain-Specific Transpilation (MA)

In collaboration with Fraunhofer Research Institution for Battery Cell Production FFB

• AI-based optimisation of the start-up of battery cell production (MA)