Ongoing Theses

More on the formal side

In the context of probabilistic inference

• On the duality of tensor networks and PGMs (BA)

In the context of decision making

• Optimisation and Simulation of the LinGraph Planner for Massive Multi-agent Systems (MA)
• Implementing Finite-State Controllers for DecPOMDPs (MA)

More application-oriented

In the context of text understanding

• Challenges of Dynamic Topic Modelling Given Small Domain-specific Corpora (BA)
• RDF-driven Entity Clustering of Unstructured Data (BA)

In the context of medical data

• In cooperation with the Institute of Neuropathology: Predicting a Gene Mutation from DNA Methylation Profiles (BA + MA)
• Oblivious Databases for a Hospital Information System (BA)
• Modelling a Nanoscale Medical System as Decentralised Markov Decision Process (MA)
• In cooperation with Tobias Brix, Institute of Medical Informatics: Development of an application for converting an HTML form into a pdf form (BA)

Further applications

• In cooperation with Fraunhofer Research Institution for Battery Cell Production: (Semi-) Automated identification and Labelling of Defects in Images of Battery Cells (MA)