Weak Commutation Relations and Eigenvalue Statistics for Products of Rectangular Random Matrices
arXiv:1310.4154 · doi:10.1103/PhysRevE.89.032106
Abstract
We study the joint probability density of the eigenvalues of a product of rectangular real, complex or quaternion random matrices in a unified way. The random matrices are distributed according to arbitrary probability densities, whose only restriction is the invariance under left and right multiplication by orthogonal, unitary or unitary symplectic matrices, respectively. We show that a product of rectangular matrices is statistically equivalent to a product of square matrices. Hereby we prove a weak commutation relation of the random matrices at finite matrix sizes, which previously have been discussed for infinite matrix size. Moreover we derive the joint probability densities of the eigenvalues. To illustrate our results we apply them to a product of random matrices drawn from Ginibre ensembles and Jacobi ensembles as well as a mixed version thereof. For these weights we show that the product of complex random matrices yield a determinantal point process, while the real and quaternion matrix ensembles correspond to Pfaffian point processes. Our results are visualized by numerical simulations. Furthermore, we present an application to a transport on a closed, disordered chain coupled to a particle bath.
22 pages, 2 figures
References in corpus (11)
- Products of Rectangular Random Matrices: Singular Values and Progressive Scattering
- Matrix Models and QCD with Chemical Potential
- Truncations of Random Orthogonal Matrices
- General Eigenvalue Correlations for the Real Ginibre Ensemble
- Large N_c confinement and turbulence
- Characteristic polynomials in real Ginibre ensembles
- The Lyapunov exponent of products of random matrices close to the identity
- Eigenvalues and Singular Values of Products of Rectangular Gaussian Random Matrices (The Extended Version)
- Products of random matrices and generalised quantum point scatterers
- Probability of all eigenvalues real for products of standard Gaussian matrices
- Non-Hermitean Wishart random matrices (I)
Cited by in corpus (52)
- Singular value statistics of matrix products with truncated unitary matrices
- Eigenvalue statistics for product complex Wishart matrices
- Designing for Situation Awareness of Future Power Grids: An Indicator System Based on Linear Eigenvalue Statistics of Large Random Matrices
- Universal microscopic correlation functions for products of truncated unitary matrices
- Relating the Bures measure to the Cauchy two-matrix model
- Universal distribution of Lyapunov exponents for products of Ginibre matrices
- Differential equations for singular values of products of Ginibre random matrices
- Products of Random Matrices from Polynomial Ensembles
- Exact Relation between Singular Value and Eigenvalue Statistics
- Products of Independent Gaussian Random Matrices
- Analogies between random matrix ensembles and the one-component plasma in two-dimensions
- Statistical limits of dictionary learning: random matrix theory and the spectral replica method
- Contrasting random and learned features in deep Bayesian linear regression
- Dropping the independence: singular values for products of two coupled random matrices
- Multiplicative Convolution of Real Asymmetric and Real Antisymmetric Matrices
- Asymptotics of finite system Lyapunov exponents for some random matrix ensembles
- Spectral Domain of Large Nonsymmetric Correlated Wishart Matrices
- Matrix product ensembles of Hermite-type and the hyperbolic Harish-Chandra-Itzykson-Zuber integral
- Polynomial Ensembles and Pólya Frequency Functions
- Lyapunov exponents for products of rectangular real, complex and quaternionic Ginibre matrices
- Eigenvector statistics of the product of Ginibre matrices
- The Probability That All Eigenvalues are Real for Products of Truncated Real Orthogonal Random Matrices
- Kac-Rice fixed point analysis for single- and multi-layered complex systems
- Bulk and soft-edge universality for singular values of products of Ginibre random matrices
- On the number of real eigenvalues of a product of truncated orthogonal random matrices
- The Correlated Jacobi and the Correlated Cauchy-Lorentz ensembles
- Exact marginal prior distributions of finite Bayesian neural networks
- Lyapunov exponent, universality and phase transition for products of random matrices
- Products of Complex Rectangular and Hermitian Random Matrices
- Products of random matrices from fixed trace and induced Ginibre ensembles
- The Product of real Ginibre matrices: Real eigenvalues in the critical regime
- Permanental processes from products of complex and quaternionic induced Ginibre ensembles
- Winding Number Statistics for Chiral Random Matrices: Averaging Ratios of Parametric Determinants in the Orthogonal Case
- Universality for products of random matrices I: Ginibre and truncated unitary cases
- Product Matrix Processes with Symplectic and Orthogonal Invariance via Symmetric Functions
- Dimensionality Increment of PMU Data for Anomaly Detection in Low Observability Power Systems
- Phase transitions for infinite products of large non-Hermitian random matrices
- Early Anomaly Detection and Location in Distribution Network: A Data-Driven Approach
- Condition numbers for real eigenvalues of real elliptic ensemble: weak non-normality at the edge
- Truncations of random symplectic unitary matrices
- Real eigenvalue statistics for products of asymmetric real Gaussian matrices
- Characteristic polynomials of products of Wigner matrices: finite-N results and Lyapunov universality
- Early Anomaly Detection in Power Systems Based on Random Matrix Theory
- Spatio-Temporal Big Data Analysis for Smart Grids Based on Random Matrix Theory: A Comprehensive Study
- A Novel Data-Driven Situation Awareness Approach for Future Grids--Using Large Random Matrices for Big Data Modeling
- Spectral Radii of Products of Random Rectangular Matrices
- On the Outage Capacity of Orthogonal Space-time Block Codes Over Multi-cluster Scattering MIMO Channels
- Random Matrix Time Series
- Entropy and singular-value moments of products of truncated random unitary matrices
- How many eigenvalues of a product of truncated orthogonal matrices are real?
- Orthogonal and symplectic Harish-Chandra integrals and matrix product ensembles
- Product of Non-Hermitian Random Matrices