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My research aims at exploring novel strategies for data analysis across different sources by leveraging recent results in transfer learning and domain adaptation. In particular, I am interested in gaining a deeper understanding of the conditions under which learning from different domains is feasible and to develop novel tools for the analysis of heterogeneous datasets.

Research Interests

• Chemometrics, with special focus on exploratory data analysis, multivariate regression and process modelling (e.g. MSPC)
• Domain Adaptation and Transfer Learning
• Process Analytical Technology (PAT)
• Interpretable and interactive (Human-in-the-Loop) modelling

Key Facts

• M.Sc. in Biochemistry/Biophysics from University of Zurich with focus on Systems Biology and Metabolomics
• Dr. rer. nat. in Pharmaceutical Sciences from University of Vienna in the domain of analytical chemistry, chemometrics and non-destructive testing
• Post doctoral research at Department of Knowledge-Based Mathematical Systems, JKU Linz in the domain of Transfer Learning and Domain Adaptation
• Manages several national research projects, e.g. INTRAL (FFG Production of the Future)
• Reviewer of top tier Journals in Analytical Chemistry and Chemometrics, e.g. Chemometrics Intell. Lab. Sys, SAA.