Products of Rectangular Random Matrices: Singular Values and Progressive Scattering
arXiv:1307.7560 · doi:10.1103/PhysRevE.88.052118
Abstract
We discuss the product of rectangular random matrices with independent Gaussian entries, which have several applications including wireless telecommunication and econophysics. For complex matrices an explicit expression for the joint probability density function is obtained using the Harish-Chandra--Itzykson--Zuber integration formula. Explicit expressions for all correlation functions and moments for finite matrix sizes are obtained using a two-matrix model and the method of bi-orthogonal polynomials. This generalises the classical result for the so-called Wishart--Laguerre Gaussian unitary ensemble (or chiral unitary ensemble) at M=1, and previous results for the product of square matrices. The correlation functions are given by a determinantal point process, where the kernel can be expressed in terms of Meijer -functions. We compare the results with numerical simulations and known results for the macroscopic level density in the limit of large matrices. The location of the endpoints of support for the latter are analysed in detail for general . Finally, we consider the so-called ergodic mutual information, which gives an upper bound for the spectral efficiency of a MIMO communication channel with multi-fold scattering.
14 pages, 5 figures, PACS: 02.10.Yn, 02.30.Cj, 02.30.Ik, 02.50.Sk, 84.40.Ba, 84.40.Ua
References in corpus (5)
Cited by in corpus (104)
- Near-Field Communications: A Tutorial Review
- Weak Commutation Relations and Eigenvalue Statistics for Products of Rectangular Random Matrices
- Singular values of products of Ginibre random matrices, multiple orthogonal polynomials and hard edge scaling limits
- Singular value statistics of matrix products with truncated unitary matrices
- Eigenvalue statistics for product complex Wishart matrices
- Universal microscopic correlation functions for products of truncated unitary matrices
- Products of independent elliptic random 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
- Exact Relation between Singular Value and Eigenvalue Statistics
- Products of Random Matrices from Polynomial Ensembles
- Raney distributions and random matrix theory
- Products of Independent Gaussian Random Matrices
- Universality conjecture and results for a model of several coupled positive-definite matrices
- Determinantal point processes in the plane from products of random matrices
- Local universality in biorthogonal Laguerre ensembles
- CLT for biorthogonal ensembles and related combinatorial identities
- Triple descent and the two kinds of overfitting: Where & why do they appear?
- From Integrable to Chaotic Systems: Universal Local Statistics of Lyapunov exponents
- Singular values for products of complex Ginibre matrices with a source: hard edge limit and phase transition
- Statistical limits of dictionary learning: random matrix theory and the spectral replica method
- Exact evaluations of some Meijer G-functions and probability of all eigenvalues real for product of two Gaussian matrices
- Contrasting random and learned features in deep Bayesian linear regression
- Muttalib--Borodin ensembles in random matrix theory --- realisations and correlation functions
- Hard edge limit of the product of two strongly coupled random matrices
- Eigenvalue statistics for the sum of two complex Wishart matrices
- Hypergeometric Differential Equation and New Identities for the Coefficients of Nørlund and Bühring
- Dropping the independence: singular values for products of two coupled random matrices
- Limits and fluctuations of -adic random matrix products
- Random matrix ensembles involving Gaussian Wigner and Wishart matrices, and biorthogonal structure
- The local universality of Muttalib-Borodin biorthogonal ensembles with parameter
- Universality of local spectral statistics of products of random matrices
- Isotropic Brownian motions over complex fields as a solvable model for May-Wigner stability analysis
- Spectral density of generalized Wishart matrices and free multiplicative convolution
- Multiplicative Convolution of Real Asymmetric and Real Antisymmetric Matrices
- 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
- Eigenvalue distribution of nonlinear models of random matrices
- On Products of Random Matrices
- On the Exact and Approximate Eigenvalue Distribution for Sum of Wishart Matrices
- A note on the limiting mean distribution of singular values for products of two Wishart random matrices
- Local Central Limit Theorem for Determinantal Point Processes
- Bulk and soft-edge universality for singular values of products of Ginibre random matrices
- The Low-Rank Simplicity Bias in Deep Networks
- -Orthogonal Analogs of Classical Orthogonal Polynomials
- The Correlated Jacobi and the Correlated Cauchy-Lorentz ensembles
- Lyapunov exponent, universality and phase transition for products of random matrices
- Supersymmetry Method for Chiral Random Matrix Theory with Arbitrary Rotation Invariant Weights
- Hurwitz numbers from Feynman diagrams
- Random density matrices: Analytical results for mean root fidelity and mean square Bures distance
- Product matrix processes as limits of random plane partitions
- Spectral statistics for the difference of two Wishart matrices
- Singular values for products of two coupled random matrices: hard edge phase transition
- Recovering full coherence in a qubit by measuring half of its environment
- The Harer--Zagier recursion for an irregular spectral curve
- Schwinger-Dyson and loop equations for a product of square Ginibre random matrices
- Products of Complex Rectangular and Hermitian Random Matrices
- Random density matrices: Analytical results for mean fidelity and variance of squared Bures distance
- Products of random matrices from fixed trace and induced Ginibre ensembles
- Hurwitz numbers and matrix integrals labeled with chord diagrams
- Optical MIMO communication with unequal power allocation to channels
- Finite rank perturbations in products of coupled random matrices: From one correlated to two Wishart ensembles
- Time-inhomogeneous random Markov chains
- Spectrum concentration in deep residual learning: a free probability approach
- Matrix integrals and Hurwitz numbers
- The local universality of Muttalib-Borodin ensembles when the parameter is the reciprocal of an integer
- Correlation kernels for sums and products of random matrices
- Permanental processes from products of complex and quaternionic induced Ginibre ensembles
- Asymptotics for characteristic polynomials of Wishart type products of complex Gaussian and truncated unitary random matrices
- Large n limit for the product of two coupled random matrices
- Integrable structure of products of finite complex Ginibre random matrices
- Product matrix processes for coupled multi-matrix models and their hard edge scaling limits
- Gaussian perturbations of hard edge random matrix ensembles
- Asymptotic Spectra of Matrix-Valued Functions of Independent Random Matrices and Free Probability
- Limiting Spectral Distributions of Sums of Products of Non-Hermitian Random Matrices
- Product Matrix Processes with Symplectic and Orthogonal Invariance via Symmetric Functions
- Spectral curves for hypergeometric Hurwitz numbers
- Hard Edge Statistics of Products of Pólya Ensembles and Shifted GUE's
- Outage Capacity of Rayleigh Product Channels: a Free Probability Approach
- Discrete and continuous Muttalib--Borodin processes I: the hard edge
- Universality classes for purification in nonunitary quantum processes
- Meet Andréief, Bordeaux 1886, and Andreev, Kharkov 1882-83
- Singular Values of Products of Ginibre Random Matrices
- Integrals of tau functions
- Characteristic polynomials of products of Wigner matrices: finite-N results and Lyapunov universality
- Gap probability for products of random matrices in the critical regime
- On Ergodic Capacity and Optimal Number of Tiers in UAV-Assisted Communication Systems
- Rate of convergence at the hard edge for various Pólya ensembles of positive definite matrices
- Narain transform for spectral deformations of random matrix models
- The Laguerre Unitary Process
- Global rigidity and exponential moments for soft and hard edge point processes
- Large gap asymptotics at the hard edge for product random matrices and Muttalib-Borodin ensembles
- Random Matrix Time Series
- Spectral Radii of Products of Random Rectangular Matrices
- Correlation functions between singular values and eigenvalues
- Tau functions of the UC hierarchy as partition functions of matrix models
- Volumes for , the Selberg integral and random lattices
- Fox H-kernel and -deformation of the Cauchy two-matrix model and Bures ensemble
- On the Outage Capacity of Orthogonal Space-time Block Codes Over Multi-cluster Scattering MIMO Channels
- Orthogonal and symplectic Harish-Chandra integrals and matrix product ensembles