The variance of the next observation is represented here by the variance σ 2 (x S+1 ). This should constitute the expected variance at the new input x S+1 if the simulator is run or the experiment is conducted. It was shown by ) that Q S+1 (x S+1 ) follows a different Gaussian distribution. The posterior mean and variance could be shown to be