10. (5 marks) Show that the average prediction squared error, APSE(P, @), can be written as the sum of three components: NS [(yi - Fis, (xi))? = Elyi - M(xi)] + E _ us, (Xi) - H(xi) [ m(Xi) - M(xi) 2 Ns N N m N + N iEP iEP iEP iEP Define any notation introduced