Solution

ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2019/ii/paper-1/27k/b/i/solution

For an orthogonal matrix , invariance in distribution gives
The orthogonal group is transitive on each Euclidean sphere, so depends only on . Define
The continuity of a characteristic function makes continuous. Taking also gives , and hence
so is real-valued. Thus
as for every orthogonally invariant random vector.

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