Nina Schmid
PhD student in applied mathematics and computational biology @ University of Bonn, Germany. Nina's main research interest lies in scientific machine learning to describe dynamical processes in systems biology.
Session
07-27
15:40
10min
UDEs for parameter estimation in Systems Biology
Nina Schmid
Neural universal differential equations (UDEs) are one of the comparatively new concepts combining aspects of purely knowledge-based mechanistic models with black-box and data-based approaches. We explore the applicability of UDEs for parameter estimation in the context of systems biology. For this, we consider different levels of noise, data sparsity, and prior knowledge about the underlying system on a diverse set of problems.
SciML
32-D463 (Star)