About me

Hi :) I am a postdoctoral researcher at the Life & Medical Sciences Institute (LIMES) at the University of Bonn, and the Institute of Computational Biology (ICB) at the Helmholtz Center Munich. I lead a team on multi-scale modeling in the research group of Jan Hasenauer.

Research interests

In my work at the interface of mathematics, machine learning and biology, I develop statistical inference methods for mechanistic models of biochemical systems. In particular, my interests include:
  • Likelihood-free inference using approximate Bayesian computation (ABC) for multi-scale multi-cellular models
  • Gradient calculation for large-scale differential equation models
  • Pharmacological non-linear mixed-effect modeling
  • Neural likelihood and posterior estimation
  • Multi-fidelity inference methods
  • Dynamical modeling of gene expression on single-cell level

Education

  • PhD in Mathematics and Computational Biology
    Technical University of Munich, 2017-2021, grade: summa cum laude
  • MSc in Mathematics
    University of Bielefeld, 2015-2017, grade: 1.0 (A+ with distinction)
  • BSc in Mathematics and Computer Sciences
    University of Bielefeld, 2012-2015, grade: 1.1 (A+ with distinction)