Simulation-Based Inference

Learning Robust Statistics for Simulation-based Inference under Model Misspecification
Simulation-based inference (SBI) methods such as approximate Bayesian computation (ABC), synthetic likelihood, and neural posterior …
Daolang Huang, Ayush Bharti, Amauri Souza, Luigi Acerbi, Samuel Kaski
PDF Cite
Likelihood-Free Inference by Ratio Estimation
We consider the problem of parametric statistical inference when likelihood computations are prohibitively expensive but sampling from …
Owen Thomas, Ritabrata Dutta, Jukka Corander, Samuel Kaski, Michael U. Gutmann
Cite DOI