 The variance of the mean response is given by

This expression can be simplified to

where "m" is the number of data points.To demonstrate this simplification, one can make use of the identity

The "predicted response" distribution is the predicted distribution of the residuals at the given point "xd".So the variance is given by

The second part of this expression was already calculated for the mean response.