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Date: 16-3-2021
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Date: 1-5-2021
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"Analysis of Variance." A statistical test for heterogeneity of means by analysis of group variances. ANOVA is implemented as ANOVA[data] in the Wolfram Language package ANOVA` .
To apply the test, assume random sampling of a variate with equal variances, independent errors, and a normal distribution. Let
be the number of replicates (sets of identical observations) within each of
factor levels (treatment groups), and
be the
th observation within factor level
. Also assume that the ANOVA is "balanced" by restricting
to be the same for each factor level.
Now define the sum of square terms
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(1) |
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(2) |
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(3) |
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(4) |
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which are the total, treatment, and error sums of squares. Here, is the mean of observations within factor level
, and
is the "group" mean (i.e., mean of means). Compute the entries in the following table, obtaining the P-value corresponding to the calculated F-ratio of the mean squared values
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(6) |
category | ![]() |
SS | mean squared | F-ratio |
model | ![]() |
SSA | ![]() |
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error | ![]() |
SSE | ![]() |
|
total | ![]() |
SST | ![]() |
If the P-value is small, reject the null hypothesis that all means are the same for the different groups.
REFERENCES:
Miller, R. G. Beyond ANOVA: Basics of Applied Statistics. Boca Raton, FL: Chapman & Hall, 1997.
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