For example, if one had a prior distribution p ( x , a ) over x and a, and subsequently learnt the true distribution of a was u ( a ) , then the relative entropy between the new joint distribution for x and a, q ( x ∣ ∣ a ) u ( a ) , and the earlier prior distribution would be: