Example
Consider the data to be a single observation from an absolutely continuous distribution on with density
and we wish to find the UMVU estimator of
First we recognize that the density can be written as
Which is an exponential family with sufficient statistic . In fact this is a full rank exponential family, and therefore is complete sufficient. See exponential family for a derivation which shows
Therefore
Clearly is unbiased, thus the UMVU estimator is
This example illustrates that an unbiased function of the complete sufficient statistic will be UMVU.
Read more about this topic: Minimum-variance Unbiased Estimator
Famous quotes containing the word example:
“Our intellect is not the most subtle, the most powerful, the most appropriate, instrument for revealing the truth. It is life that, little by little, example by example, permits us to see that what is most important to our heart, or to our mind, is learned not by reasoning but through other agencies. Then it is that the intellect, observing their superiority, abdicates its control to them upon reasoned grounds and agrees to become their collaborator and lackey.”
—Marcel Proust (18711922)