Completing the picture for the smallest eigenvalue of real Wishart matrices

preprint2015arXivOpen access

Abstract

Rectangular real N×(N+ν)N \times (N + ν) matrices WW with a Gaussian distribution appear very frequently in data analysis, condensed matter physics and quantum field theory. A central question concerns the correlations encoded in the spectral statistics of WWTWW^T. The extreme eigenvalues of WWTW W^T are of particular interest. We explicitly compute the distribution and the gap probability of the smallest non-zero eigenvalue in this ensemble, both for arbitrary fixed NN and νν, and in the universal large NN limit with νν fixed. We uncover an integrable Pfaffian structure valid for all even values of ν≥0ν\geq 0. This extends previous results for odd νν at infinite NN and recursive results for finite NN and for all νν. Our mathematical results include the computation of expectation values of half integer powers of characteristic polynomials.

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