Manuscript Hawk05-B@1 · Hawk05-B.tex · section · f2e5d4f5
The eigenvalue density
Evaluation of the exact Page average › The eigenvalue density · lines 1702–1763
Hawk05-B@1#eq:wishart, Hawk05-B@1#eq:onepoint
Write . The squared singular values of have joint density proportional to
For completeness, the singular-value change of variables gives one factor from the unused column directions for each singular value. The two complex angular directions associated with a pair of distinct singular values give . The radial coordinates contribute . Integrating the angular variables leaves a constant independent of the . Repeated singular values form a set of Gaussian measure zero, so this change of variables determines the density.
Define generalized Laguerre polynomials by Rodrigues's formula
Integration by parts gives orthogonality with weight , and norm
Indeed, has leading coefficient ; it is orthogonal to every lower-degree polynomial, and integrating it against gives .
Replacing the monomials in the Vandermonde determinant by these polynomials changes only a nonzero constant. Expanding the squared determinant and integrating with orthogonality shows that the one-point eigenvalue density is
Its integral is . Therefore
Displayed formulas in this passage
Hawk05-B@1#eq:wishart · line 1707
Hawk05-B@1#eq:onepoint · line 1748
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