There is sometimes confusion between “forecast variance” and “forecast error variance”. In fact, they are the same thing.
Suppose we have a probabilistic forecast with estimated mean and estimated variance
. That is, our estimated distribution of the future observation
, based on the data <img src=“https://latex.codecogs.com/ …