Consider the Bayesian network illustrated in Fig. 5 with the probabilities

where denotes the multivariate Gaussian distribution with mean and covariance .

Prove that the forward messages have again the form of a Gaussian distribution

(4) |

with mean and covariance as defined on the slides for the exercise hour (slide 23). (Hint: Use the three properties of Gaussian distributions discussed in the exercise hour.)