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Carlo Beenakker
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Since $$Z=X^\top (XX^\top + \mathrm{Id})^{-1} X=(Y + \mathrm{Id})^{-1} Y,$$ with $Y=X^\top X$, we can find the eigenvalue density of $Z$ from the eigenvalue density of $Y$, which for large matrix dimensions is given by the Marchenko-Pastur formula.

Carlo Beenakker
  • 188.2k
  • 18
  • 448
  • 651