Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2005/ib/paper-4/19d/ii/solution

The least-squares estimator satisfies
A linear combination of independent normal random variables is normal; its mean is and its variance is . Hence

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