Amortised Likelihood-free Inference for Expensive Time-series Simulators with Signatured Ratio Estimation

Joel Dyer, Patrick Cannon, Sebastian M Schmon

Simulation models of complex dynamics in the natural and social sciences commonly lack a tractable likelihood function, rendering traditional likelihood-based statistical inference…