Since there is often no analytic expression of this quantity, one often relies on Monte Carlo methods to sample from the distribution instead. Monte Carlo methods often need the likelihood p_\theta(y) to be accessible for every parameter value \theta. In some cases, however, the likelihood does not have an analytic expression. An example of such a case is outlined below.
