Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2025/ii/paper-4/26h/c/solution

Because , the joint density from part (b) can be written
The pieces are therefore independent if and only if
This condition is also sufficient because is the common marginal density.
Set . Taking gives the differential equation
Since is a probability density, must be positive, and normalization gives
Conversely this function satisfies the displayed factorization. Thus the exponential characterization by a uniform random split shows that
Equivalently, , so has the gamma distribution with shape two and rate .

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