Non-asymptotic error estimates for the Laplace approximation in Bayesian inverse problems

Tapio Helin, Remo Kretschmann

In this paper we study properties of the Laplace approximation of the posterior distribution arising in nonlinear Bayesian inverse problems. Our work is motivated by Schillings et…