Dimension-reduced Reconstruction Map Learning for Parameter Estimation in Likelihood-Free Inference Problems

Rui Zhang, Oksana A. Chkrebtii, Dongbin Xiu

Many application areas rely on models that can be readily simulated but lack a closed-form likelihood, or an accurate approximation under arbitrary parameter values. Existing param…