Johannes Mäkelburg is a Doctoral Researcher at Technische Universität München , affiliated with the Chair of Data Engineering . His research focuses on addressing challenges related to uncertainty in cyber-physical systems , conducted in collaboration with the Collaborative Research Center (CRC) 1608 . He holds an M.Sc. in Mathematics from Ruhr-Universität Bochum (2021-2023) and a B.Sc. in Business Mathematics from the University of Trier (2017-2021). Research Interests : Uncertainty Representation, Knowledge Graphs, Graph Neural Networks, Data Engineering, Machine Learning Teaching : Seminar on Knowledge Graphs (INHN0015, INHN4006), Practical Course in Data Engineering (INHN0021) Email : johannes.maekelburg@tum.de His recent publications explore the intersection of knowledge graphs and uncertainty modeling in cyber-physical systems. Key contributions include unified frameworks for uncertainty representation and automation techniques for invoice validation using semantic technologies.







