Solution

ID: past-exam-of-the-probability-course-of-the-university-of-oxford/2021/2/d/solution

The support condition forces . As a check, the joint probability density integrates to
For any real , the marginal density of is
Dividing the joint probability density by this marginal density gives the conditional density:
Thus, conditionally on , has the rate-two exponential distribution.
For , use the two inverse branches and . Each branch has absolute Jacobian determinant . Both lie in the original support exactly when and . The change of variables for probability densities therefore yields
No atom of a measure is created at , since . The value of the probability density function at this boundary may be assigned arbitrarily. Checking the integral over gives , which integrates to one.

New to topics? Read the docs here!