Statistical mean of the total cost function
Adding the two contributions
If the a posteriori error statistics agree with the a priori error statistics then J(xa) = 1/2
Here m =1, and the result is consistent with Talagrand’s diagnostic.
If J(xa) < 1/2, the a priori error statistics underestimate the actual error statistics.