Finite N corrections to the limiting distribution of the smallest eigenvalue of Wishart complex matrices

preprint2015arXivOpen access

Abstract

We study the probability distribution function (PDF) of the smallest eigenvalue of Laguerre-Wishart matrices W=X†XW = X^\dagger X where XX is a random M×NM \times N (M≥NM \geq N) matrix, with complex Gaussian independent entries. We compute this PDF in terms of semi-classical orthogonal polynomials, which are deformations of Laguerre polynomials. By analyzing these polynomials, and their associated recurrence relations, in the limit of large NN, large MM with M/N→1M/N \to 1 -- i.e. for quasi-square large matrices XX -- we show that this PDF, in the hard edge limit, can be expressed in terms of the solution of a Painlevé III equation, as found by Tracy and Widom, using Fredholm operators techniques. Furthermore, our method allows us to compute explicitly the first 1/N1/N corrections to this limiting distribution at the hard edge. Our computations confirm a recent conjecture by Edelman, Guionnet and Péché. We also study the soft edge limit, when M−N∼O(N)M-N \sim {\cal O}(N), for which we conjecture the form of the first correction to the limiting distribution of the smallest eigenvalue.

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