Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2020/ii/paper-4/26k/b/iii/solution

A finite linear combination of independent Gaussian random variables is Gaussian, so
Since , the characteristic functions converge pointwise:
The Lévy continuity theorem yields convergence in distribution to
On the given common probability space, the same variance calculation actually proves convergence in as well.

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