Patrick W. Cannon

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

Simulation models of complex dynamics in the natural and social sciences commonly lack a tractable likelihood function, rendering traditional likelihood-based statistical inference impossible. Recent advances in machine learning have introduced novel algorithms for estimating otherwise intractable l…