A note on the Karhunen–Loève expansions for infinite-dimensional Bayesian inverse problems

In this note, we consider the truncated Karhunen–Loève expansion for approximating the maximum a posteriori (MAP) solutions to infinite dimensional Bayesian inverse problems. In particular, we derive an a priori error bound between a MAP solution and its finite dimensional approximation.