) is a multivariate Gaussian. This is an assumption made for simplicity and the lack of knowledge of the actual distribution. For the distribution p( f 2 , F 2 |θ) a Gaussian distribution is assumed in all analysis, since they are all based on χ 2 . Assuming that this also holds for the latent variables should thus not be of any large concern. Furthermore, the latent variables are integrated out.