Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2009/ia/paper-2/3f/b/solution

If , the bivariate normal density in part (a) factorizes as
Integrating over any product of measurable sets proves independence of random variables. Conversely, independent variables with finite second moments have , so their covariance is zero and . This proves independence of uncorrelated jointly normal variables; zero correlation alone would not imply independence without the joint normal assumption.

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