QEST+FORMATS 2025 - Aarhus, Denmark - August 25-30, 2025. Conservation Analysis and Discrete Probabilistic Approximations for Parameter Estimation of Biochemical Networks.

These slides were presented at the joint conference QEST+FORMATS 2025 held in Aarhus, Denmark (August 25–30, 2025).The talk focuses on novel methods for parameter estimation in biochemical reaction networks. In particular, it explores how conservation analysis can be combined with discrete probabilistic approximations to improve the scalability and accuracy of inference. The approach aims to reduce the complexity of high-dimensional continuous models while preserving key dynamical properties, enabling efficient parameter estimation in systems biology.