no code implementations • 12 Feb 2021 • Fredrik Wrede, Robin Eriksson, Richard Jiang, Linda Petzold, Stefan Engblom, Andreas Hellander, Prashant Singh
State-of-the-art neural network-based methods for learning summary statistics have delivered promising results for simulation-based likelihood-free parameter inference.
no code implementations • 31 Jan 2020 • Mattias Åkesson, Prashant Singh, Fredrik Wrede, Andreas Hellander
The proposed approach is demonstrated on two benchmark problem and one challenging inference problem learning parameters in a high-dimensional stochastic genetic oscillator.