approximations are used in the integrated nested Laplace approximations method for fast approximations of Bayesian inference.

Concept

Let the function have a unique global maximum at . is a constant here. The following two functions are considered:

Then, is the global maximum of and as well. Hence:

As M increases, the ratio for will