4.II.19C
Consider the linear regression model
where are independent, identically distributed are known real numbers with and and are unknown.
(i) Find the least-squares estimates and of and , respectively, and explain why in this case they are the same as the maximum-likelihood estimates.
(ii) Determine the maximum-likelihood estimate of and find a multiple of it which is an unbiased estimate of .
(iii) Determine the joint distribution of and .
(iv) Explain carefully how you would test the hypothesis against the alternative .
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