We are comparing the effects of a new medication, an existing medication, and a placebo on patient outcomes. We are given the sample means and sample sizes for each group, as well as the between-groups sum of squares ($SS_B$) and the within-groups sum of squares ($SS_W$). We need to calculate the F-statistic to test for differences between the groups.

Probability and StatisticsF-statisticANOVAHypothesis TestingStatistical Significance
2025/4/23

1. Problem Description

We are comparing the effects of a new medication, an existing medication, and a placebo on patient outcomes. We are given the sample means and sample sizes for each group, as well as the between-groups sum of squares (SSBSS_B) and the within-groups sum of squares (SSWSS_W). We need to calculate the F-statistic to test for differences between the groups.

2. Solution Steps

First, we need to calculate the degrees of freedom for the between-groups variance (dfBdf_B) and the within-groups variance (dfWdf_W).
dfB=k1df_B = k - 1, where kk is the number of groups. In this case, k=3k = 3.
dfW=Nkdf_W = N - k, where NN is the total sample size. In this case, N=n1+n2+n3=20+43+21=84N = n_1 + n_2 + n_3 = 20 + 43 + 21 = 84.
dfB=31=2df_B = 3 - 1 = 2
dfW=843=81df_W = 84 - 3 = 81
Next, we need to calculate the mean square between groups (MSBMS_B) and the mean square within groups (MSWMS_W).
MSB=SSBdfB=47.312=23.655MS_B = \frac{SS_B}{df_B} = \frac{47.31}{2} = 23.655
MSW=SSWdfW=2024.7181=25MS_W = \frac{SS_W}{df_W} = \frac{2024.71}{81} = 25 (approximately)
Finally, we can calculate the F-statistic:
F=MSBMSW=23.65525=0.9462F = \frac{MS_B}{MS_W} = \frac{23.655}{25} = 0.9462

3. Final Answer

The F-statistic is approximately 0.
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