Dr. Ioannis Sorokos

Ioannis Sorokos is a senior researcher at the Fraunhofer Institute for Experimental Software Engineering (IESE) in the department of Safety Engineering. He is a member of Dependable AI research group. He received his PhD from the University of Hull in a topic related to model-based safety assurance. He has participated in and managed several industry and international research projects, including the Horizon Europe projects DEIS, BIECO and SESAME. He's a member of the WAISE workshop program committee and a editor in the Frontiers in Robotics and AI journal for AI Safety in Safety Critical Systems. His research interests include model-based safety assurance, safety-security co-engineering, ML uncertainty and self-adaptive systems.

Dealing with uncertainties of Machine Learning components (Part 1)

The use of Machine Learning (ML) components in safety-critical or financially critical systems is challenging. At Fraunhofer IESE, we address this challenge by systematically engineering comprehensive multi-layered safety concepts and explicitly considering sources of uncertainties. This specifically includes situations at…