Universal distribution of Lyapunov exponents for products of Ginibre matrices
arXiv:1406.0803 · doi:10.1088/1751-8113/47/39/395202
Abstract
Starting from exact analytical results on singular values and complex eigenvalues of products of independent Gaussian complex random matrices also called Ginibre ensemble we rederive the Lyapunov exponents for an infinite product. We show that for a large number of product matrices the distribution of each Lyapunov exponent is normal and compute its -dependent variance as well as corrections in a expansion. Originally Lyapunov exponents are defined for singular values of the product matrix that represents a linear time evolution. Surprisingly a similar construction for the moduli of the complex eigenvalues yields the very same exponents and normal distributions to leading order. We discuss a general mechanism for matrices why the singular values and the radii of complex eigenvalues collapse onto the same value in the large- limit. Thereby we rederive Newman's triangular law which has a simple interpretation as the radial density of complex eigenvalues in the circular law and study the commutativity of the two limits and on the global and the local scale. As a mathematical byproduct we show that a particular asymptotic expansion of a Meijer G-function with large index leads to a Gaussian.
arXiv comment36 pages, 6 figures
References in corpus (18)
- Products of Rectangular Random Matrices: Singular Values and Progressive Scattering
- Spectrum of the Product of Independent Random Gaussian Matrices
- Product of Ginibre matrices: Fuss-Catalan and Raney distributions
- Weak Commutation Relations and Eigenvalue Statistics for Products of Rectangular Random Matrices
- On the Asymptotic Spectrum of Products of Independent Random Matrices
- Products of Independent Quaternion Ginibre Matrices and their Correlation Functions
- Lyapunov exponents for products of complex Gaussian random matrices
- Hole probabilities and overcrowding estimates for products of complex Gaussian matrices
- Products of Random Matrices
- New spectral relations between products and powers of isotropic random matrices
- Calculation of some determinants using the s-shifted factorial
- The Lyapunov exponent of products of random matrices close to the identity
- Multiplying unitary random matrices - universality and spectral properties
- On the largest Lyapunov exponent for products of Gaussian matrices
- A Wigner Surmise for Hermitian and Non-Hermitian Chiral Random Matrices
- Eigenvalue density of Wilson loops in 2D SU(N) YM
- Commutative law for products of infinitely large isotropic random matrices
- Permanental processes from products of complex and quaternionic induced Ginibre ensembles
Cited by in corpus (22)
- Recent exact and asymptotic results for products of independent random matrices
- Products of Many Large Random Matrices and Gradients in Deep Neural Networks
- Products of independent elliptic random matrices
- Relating the Bures measure to the Cauchy two-matrix model
- Products of Random Matrices from Polynomial Ensembles
- Products of Independent Gaussian Random Matrices
- Universality conjecture and results for a model of several coupled positive-definite matrices
- Limits and fluctuations of -adic random matrix products
- Random-matrix models of monitored quantum circuits
- Universality of local spectral statistics of products of random matrices
- Eigenvector statistics of the product of Ginibre matrices
- Fluctuations of the product of random matrices and generalized Lyapunov exponent
- Lyapunov exponent, universality and phase transition for products of random matrices
- Probability that product of real random matrices have all eigenvalues real tend to 1
- The Product of real Ginibre matrices: Real eigenvalues in the critical regime
- Quaternionic R transform and non-hermitian random matrices
- Lyapunov exponents and eigenvalues of products of random matrices
- Lyapunov exponents for some isotropic random matrix ensembles
- Limiting Spectral Distributions of Sums of Products of Non-Hermitian Random Matrices
- Local Tail Statistics of Heavy-Tailed Random Matrix Ensembles with Unitary Invariance
- Phase transitions for infinite products of large non-Hermitian random matrices
- Gap probability for products of random matrices in the critical regime