On the Tightness of the Laplace Approximation for Statistical Inference

Abstract

Laplace’s method is used to approximate intractable integrals in a statistical problems. The relative error rate of the approximation is not worse than Op(1/n). We provide the first statistical lower bounds showing that the rate is tight.

Publication
Statistics & Probability Letters