Introduction to Probability and Statistics for Engineers and Scientists

(Sean Pound) #1

448 Chapter 10:Analysis of Variance


When computing by hand, the quantitySSbdefined by


SSb=n

∑m

i= 1

(Xi.−X..)^2

should be computed first. OnceSSbhas been computed,SSWcan be determined from the
sum of squares identity. That is,


∑m
i= 1

∑n
j= 1 X

2
ij andX

2
..should also be computed and
thenSSWdetermined from


SSW=

∑m

i= 1

∑n

j= 1

Xij^2 −nmX..^2 −SSb

EXAMPLE 10.3b Let us do the computations of Example 10.3a by hand. The first thing to
note is that subtracting a constant from each data value will not affect the value of the test
statistic. So we subtract 220 from each data value to get the following information.


Gas Mileage


jXij


jX

2
ij
1 0 31 6 26 40 103 3,273
2 24 15 12 22 5 78 1,454
3 32 52 30 18 36 168 6,248

Nowm=3 andn=5 and

X1.=103/5=20.6
X2.=78/5=15.6
X3.=168/5=33.6

X..=(103+ 78 +168)/15=23.2667, X..^2 =541.3393

Thus,


SSb= 5 [(20.6−23.2667)^2 +(15.6−23.2667)^2 +(33.6−23.2667)^2 ]=863.3335

Also,
∑∑
Xij^2 =3,273+1,454+6,248=10,975


and, from the sum of squares identity,


SSW=10,975−15(541.3393)−863.3335=1991.5785
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