English

Tracy-Widom method for Janossy density and joint distribution of extremal eigenvalues of random matrices

Mathematical Physics 2021-10-26 v2 Disordered Systems and Neural Networks High Energy Physics - Lattice High Energy Physics - Theory math.MP Probability

Abstract

The J\'{a}nossy density for a determinantal point process is the probability density that an interval II contains exactly pp points except for those at kk designated loci. The J\'{a}nossy density associated with an integrable kernel K(φ(x)ψ(y)ψ(x)φ(y))/(xy)\mathbf{K}\doteq (\varphi(x)\psi(y)-\psi(x)\varphi(y))/(x-y) is shown to be expressed as a Fredholm determinant Det(IK~I)\mathrm{Det}(\mathbb{I}-\tilde{\mathbf{K}}|_I) of a transformed kernel K~(φ~(x)ψ~(y)ψ~(x)φ~(y))/(xy)\tilde{\mathbf{K}}\doteq (\tilde{\varphi}(x)\tilde{\psi}(y)-\tilde{\psi}(x)\tilde{\varphi}(y))/(x-y). We observe that K~\tilde{\mathbf{K}} satisfies Tracy and Widom's criteria if K\mathbf{K} does, because of the structure that the map (φ,ψ)(φ~,ψ~)(\varphi, \psi)\mapsto (\tilde{\varphi}, \tilde{\psi}) is a meromorphic SL(2,R)\mathrm{SL}(2,\mathbb{R}) gauge transformation between covariantly constant sections. This observation enables application of the Tracy--Widom method to J\'{a}nossy densities, expressed in terms of a solution to a system of differential equations in the endpoints of the interval. Our approach does not explicitly refer to isomonodromic systems associated with Painlev\'{e} equations employed in the preceding works. As illustrative examples we compute J\'{a}nossy densities with k=1,p=0k=1, p=0 for Airy and Bessel kernels, related to the joint distributions of the two largest eigenvalues of random Hermitian matrices and of the two smallest singular values of random complex matrices.

Keywords

Cite

@article{arxiv.2109.00790,
  title  = {Tracy-Widom method for Janossy density and joint distribution of extremal eigenvalues of random matrices},
  author = {Shinsuke M. Nishigaki},
  journal= {arXiv preprint arXiv:2109.00790},
  year   = {2021}
}

Comments

18 pages, 8 figs, 2 Mathematica nb's attached. (v2) Additional remarks on SL(r) extension etc, improved agreement with quadrature approx. Version to appear in PTEP