Past exam of the mathematics course of the University of Cambridge / 2008 / iii / Paper 44 / 3 / d / Solution

Integrate the next independent measurement error over the posterior distribution of ${\theta }_i$. The posterior predictive distribution isBoth uncertainty about the personal mean and variation in a new measurement contribute.