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Carlo Beenakker
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A proof is on page 80-81 and 90 of Forrester, the probability distribution function of $W=X^\top X$ is $\propto e^{-\tfrac{1}{2}\operatorname{tr}W}(\operatorname{det}W)^{(n-m-1)/2}$, for an $n\times m$ matrix $X$, so only dependent on the eigenvalues of $W$. The $m\times m$ matrix of eigenvectors of $W$ is thus uniformly distributed in the orthogonal group, independently of the eigenvalues.

Carlo Beenakker
  • 188.2k
  • 18
  • 448
  • 651