Solution

ID: past-exam-of-the-probability-course-of-the-university-of-oxford/2017/2/b/ii/solution

Write . By independence of random variables, its moment-generating function is
For each fixed real , the expansion in part (i) yields
For the equality is immediate. Exponentiation gives , the moment-generating function of a standard normal variable. The functions are finite on a common neighborhood of zero, so the convergence theorem for moment-generating functions proves
This proves the central limit theorem under the exponential-moment hypothesis of this part.

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