for the i-th parameter. In the general case we have to calculate the marginal distribution, p(θ i ), of the i-th parameter where we denote the joint posterior distribution as p(θ), i.e. equation ( ) as a function of the parameters. In figure 4 we show the marginal distribution for case B with the Gaussian curve in red and the exact approximation in red.