14-4 TWO-FACTOR FACTORIAL EXPERIMENTS 513interaction, and error:Assuming that factors Aand Bare fixed factors, it is not difficult to show that the expected
valuesof these mean squares areFrom examining these expected mean squares, it is clear that if the null hypotheses about main
effects H 0 : i0, H 0 : j0, and the interaction hypothesis H 0 : ()ij0 are all true, all four
mean squares are unbiased estimates of
2.
To test that the row factor effects are all equal to zero (H 0 : i0), we would use the ratioE 1 MSE 2 E (^) a
SSE
ab 1 n 12
b
^2
E 1 MSAB 2 E (^) a
SSAB
1 a 121 b 12
b
^2
n^ g
a
i 1
(^) g
b
j 1
1 ^22 ij
1 a 121 b 12
E 1 MSB 2 E a
SSB
b 1
b
^2
an^ g
b
j 1
^2 j
b 1
E 1 MSA 2 E a
SSA
a 1
b
^2
bn^ g
a
i 1
i^2
a 1
MSA
SSA
a 1
MSB
SSB
b 1MSAB
SSAB
1 a 121 b 12MSE
SSE
ab 1 n 12F 0 MSA
MSEF 0 MSB
MSEF 0 MSAB
MSEwhich has an F-distribution with a1 and ab(n1) degrees of freedom if H 0 : i0 is true.
This null hypothesis is rejected at the level of significance if f 0
f ,a1,ab(n1). Similarly, to
test the hypothesis that all the column factor effects are equal to zero (H 0 : j0), we would
use the ratiowhich has an F-distribution with b1 and ab(n1) degrees of freedom if H 0 : j0 is true.
This null hypothesis is rejected at the level of significance if f 0
f ,b1,ab(n1). Finally, to test
the hypothesis H 0 : ()ij0, which is the hypothesis that all interaction effects are zero, we use
the ratioc 14 .qxd 5/9/02 7:53 PM Page 513 RK UL 6 RK UL 6:Desktop Folder:TEMP WORK:MONTGOMERY:REVISES UPLO D CH112 FIN L: