Laplace Approximation

Laplace approximation is a simple and popular method that approximates a probability density function p(z) by fitting a Gaussian distribution to the local quadratic expansion of p(z) around its mode where p'(z) vanishes. One important usage of this technique is to compute the integral of p(z). A good explanation of this method from David MacKay can be found here.