Two Estimates of Variance (3 of 5)
Therefore,
.
(Click
here for the
formula for unequal sample sizes.) The example data from the section
on
testing of linear combinations of means
are reproduced here.
Aspirin Tylenol Placebo
3 2 2
5 2 1
3 4 3
5 4 2
The means af the Aspirin, Tylenol, and Placebo conditions are 4, 3, and 2
respectively. The sample variances are 1.334, 1.334, and 0.666, The MSE is
the mean of the three sample variances and is therefore:
(1.334 + 1.334 + 0.666)/3 = 1.111.
How σ² is Estimated by MSB
Estimating σ² using the sample means is slightly more complicated
than using the sample variances. The first step is to use the sample
means to estimate the variance of the
sampling
distribution of the mean (
). In an experiment there are "a" means.
The variance of these "a" means is used as the estimate of
. For the example, the three sample means are: 4, 3, and
2.