Robust Surrogate-Based Bayesian Inference via Sampling-Based Adaptive Active Learning (SALE)

Dayi Li

Bayesian inference is difficult when likelihood evaluations are expensive and budgets are limited. We propose sampling-based adaptive active learning (SALE), a Gaussian-process (GP…