Inference on Variances
Data are regarded as independent random variables governed by an underlying probability distribution. Furthermore, it is often assumed that the underlying distribution is a normal distribution with .
Then the sample variance
.
Then the sample variance  is in some sense
a best guess of the parameter
 is in some sense
a best guess of the parameter  .
.
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