Let Y1, Y2, Y3, and Y4 be independent, identically distributed random variables from a population with mean μ and variance σ2. Let
=
(Y1+Y2 + Y3 + Y4) denote the average of these four random variables.
(i) What are the expected value and variance of
P in terms of μ and σ2?
(ii) Now, consider a different estimator of μ:
W =
Y1+
Y2 +
Y3 +
Y4.
This is an example of a weighted average of the Yi. Show that W is also an unbiased estimator of μ. Find the variance of W.
(iii) Based on your answers to parts (i) and (ii), which estimator of μ do you prefer,
or W?
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