Importance sampling for Bayesian inference: polynomial-dimension dependent error bounds

Fabián González, Víctor Elvira, Joaquín Míguez

Many Bayesian inference problems involve high-dimensional models where the performance of standard importance sampling (IS) methods often degrades rapidly as the dimensionality inc…