Introduction to Random Matrices
arXiv:hep-th/9210073 · doi:10.1007/BFb0021444
Abstract
These notes provide an introduction to the theory of random matrices. The central quantity studied is where is the integral operator with kernel $1/π} {\sinπ(x-y)\over x-y} χ_I(y)$. Here and is the characteristic function of the set . In the Gaussian Unitary Ensemble (GUE) the probability that no eigenvalues lie in is equal to . Also is a tau-function and we present a new simplified derivation of the system of nonlinear completely integrable equations (the 's are the independent variables) that were first derived by Jimbo, Miwa, M{ô}ri, and Sato in 1980. In the case of a single interval these equations are reducible to a Painlev{é} V equation. For large we give an asymptotic formula for , which is the probability in the GUE that exactly eigenvalues lie in an interval of length .
44 pages
Cited by in corpus (20)
- Level-Spacing Distributions and the Airy Kernel
- On Orthogonal and Symplectic Matrix Ensembles
- Level-Spacing Distributions and the Bessel Kernel
- From Random Matrices to Stochastic Operators
- Universal distribution of random matrix eigenvalues near the "birth of a cut" transition
- Differential equations for singular values of products of Ginibre random matrices
- Free fermions on a line: asymptotics of the entanglement entropy and entanglement spectrum from full counting statistics
- Large gaps between random eigenvalues
- Total integrals of global solutions to Painleve II
- Counting free fermions on a line: a Fisher-Hartwig asymptotic expansion for the Toeplitz determinant in the double-scaling limit
- Dyson's constants in the asymptotics of the determinants of Wiener-Hopf-Hankel operators with the sine kernel
- Parametric Spectral Statistics in Unitary Random Matrix Ensembles: From Distribution Functions to Intra-Level Correlations
- Painlev'e 2 equation with arbitrary monodromy parameter, topological recursion and determinantal formulas
- Fisher-Hartwig expansion for Toeplitz determinants and the spectrum of a single-particle reduced density matrix for one-dimensional free fermions
- Random Matrix Derived Shrinkage of Spectral Precision Matrices
- Factorization of Ising correlations C(M,N) for and M+N odd, , and their lambda extensions
- Entanglement entropies of an interval in the free Schrödinger field theory at finite density
- Analysis of the rSVDdpd Algorithm: A Robust Singular Value Decomposition Method using Density Power Divergence
- rSVDdpd: A Robust Scalable Video Surveillance Background Modelling Algorithm
- Geometry of the Ising persistence problem and the universal Bonnet-Manin Painlevé VI distribution