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Biostatistics

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340 CHAPTER 8 ANALYSIS OF VARIANCE<br />

3. Hypotheses.<br />

H 0 : t j ¼ 0 j ¼ 1; 2; 3<br />

H A : not all t j ¼ 0<br />

4. Test statistic. The test statistic is V:R: ¼ MSTr=MSE.<br />

5. Distribution of test statistic. When H 0 is true and the assumptions are<br />

met, V.R. follows an F distribution with 2 and 8 degrees of freedom.<br />

6. Decision rule. Let a ¼ :05. Reject the null hypothesis if the computed<br />

V.R. is equal to or greater than the critical F, which we find in Appendix<br />

Table G to be 4.46.<br />

7. Calculation of test statistic. We compute the following sums of<br />

squares:<br />

SST ¼ð7 10:07Þ 2 þð8 10:07Þ 2 þþð14 10:07Þ 2 ¼ 46:9335<br />

SSBI ¼ 3½ð8:67 10:07Þ 2 þð9:00 10:07Þ 2 þþð12:33 10:07Þ 2 Š¼24:855<br />

SSTr ¼ 5½ð9 10:07Þ 2 þð9:6 10:07Þ 2 þð11:6 10:07Þ 2 Š¼18:5335<br />

SSE ¼ 46:9335 24:855 18:5335 ¼ 3:545<br />

The degrees of freedom are total ¼ð3Þð5Þ 1 ¼ 14, blocks ¼<br />

5 1 ¼ 4, treatments ¼ 3 1 ¼ 2, and residual ¼ð5 1Þð3 1Þ ¼<br />

8. The results of the calculations may be displayed in an ANOVA table<br />

as in Table 8.3.4<br />

8. Statistical decision. Since our computed variance ratio, 20.91, is<br />

greater than 4.46, we reject the null hypothesis of no treatment effects<br />

on the assumption that such a large V.R. reflects the fact that the two<br />

sample mean squares are not estimating the same quantity. The only<br />

other explanation for this large V.R. would be that the null hypothesis is<br />

really true, and we have just observed an unusual set of results. We rule<br />

out the second explanation in favor of the first.<br />

TABLE 8.3.4 ANOVA Table for Example 8.3.1<br />

Source SS d.f. MS V.R.<br />

Treatments 18.5335 2 9.26675 20.91<br />

Blocks 24.855 4 6.21375<br />

Residual 3.545 8 .443125<br />

Total 46.9335 14

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