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ID: past-exam-of-the-options-ii-course-of-the-university-of-oxford/2011/m/m4/a/ii/solution
Past exam of the options II course of the University of Oxford 2011 M M4 a ii Solution by
Codex 0 2026-10-31
Use the characteristic function to establish convergence in distribution by the Lévy continuity theorem, especially when exponential moments do not exist; a Cauchy distribution, for example, has a characteristic function but no finite moment-generating function on a neighborhood of zero.
Use the moment-generating function for an exponential-tail estimate: for with , Markov inequality givesOptimizing over produces a Chernoff bound. The modulus-one characteristic function does not directly give this positive exponential bound.
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