Expected sums of squares. The expected values of the numerator and denominator of the statistic W∗ defined by (7.7) are E

r i=1 Y 2 i

r

= σ2 +

1 r

r i=1

η2 i and E

! n i=s+1 Y 2 i

n − s

"

= σ2

.