Pseudo-Gaussian Orthogonal Ensemble of Real Random Matrices
- URL: http://arxiv.org/abs/1802.04588v2
- Date: Sat, 6 Jul 2024 18:10:24 GMT
- Title: Pseudo-Gaussian Orthogonal Ensemble of Real Random Matrices
- Authors: Sachin Kumar, Amit Kumar, S M Yusuf,
- Abstract summary: We show that the diagonalizing matrices $ cal D$ of these pseudo-symmetric matrices are pseudo-orthogonal under a constant metric $zeta$ as $ mathcalDt zeta mathcalD= zeta$.
These pseudo-symmetric matrices serve to represent the parity-time (PT)-symmetric quantum systems having exact (un-broken) or broken PT-symmetry.
- Score: 5.459467659988533
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Here, using two real non-zero parameters $\lambda$ and $\mu$, we construct pseudo-Gaussian orthogonal ensembles of a large number $N$ of $n \times n$ ($n$ even and large) real pseudo-symmetric matrices under the metric $\eta$ using $ \mathcal {N}=n(n+1)/2$ independent and identically distributed random numbers as their elements and investigate the statistical properties of the eigenvalues. When $\lambda \mu >0$, we show that the pseudo-symmetric matrix is similar to a real symmetric matrix, consequently all the eigenvalues are real and so the spectral distributions satisfy Wigner's statistics. But when $\lambda \mu <0$ the eigenvalues are either real or complex conjugate pairs. We find that these real eigenvalues display intermediate statistics. We show that the diagonalizing matrices ${ \cal D}$ of these pseudo-symmetric matrices are pseudo-orthogonal under a constant metric $\zeta$ as $ \mathcal{D}^t \zeta \mathcal{D}= \zeta$, and hence they belong to pseudo-orthogonal group. These pseudo-symmetric matrices serve to represent the parity-time (PT)-symmetric quantum systems having exact (un-broken) or broken PT-symmetry.
Related papers
- Non-linear sigma models for non-Hermitian random matrices in symmetry classes AI$^{\dagger}$ and AII$^{\dagger}$ [0.0]
chaotic open quantum systems exhibit universal bulk spectral correlations on the basis of time-reversal symmetry$dagger$.
We analytically study the spectral correlations of non-Hermitian random matrices in the presence of TRS$dagger$ with signs $+1$ and $-1$, corresponding to symmetry classes AI$dagger$ and AII$dagger$, respectively.
arXiv Detail & Related papers (2024-10-31T15:38:13Z) - Block perturbation of symplectic matrices in Williamson's theorem [0.0]
We show that any symplectic matrix $tildeS$ diagonalizing $A+H$ in Williamson's theorem is of the form $tildeS=S Q+mathcalO(|H|)$.
Our results hold even if $A$ has repeated symplectic eigenvalues.
arXiv Detail & Related papers (2023-07-03T14:56:19Z) - Dynamical systems for eigenvalue problems of axisymmetric matrices with
positive eigenvalues [0.0]
We show the S-Oja-Brockett equation has the global convergence to eigenvalues and its eigenvectors of $A$.
arXiv Detail & Related papers (2023-06-29T20:39:55Z) - When Random Tensors meet Random Matrices [50.568841545067144]
This paper studies asymmetric order-$d$ spiked tensor models with Gaussian noise.
We show that the analysis of the considered model boils down to the analysis of an equivalent spiked symmetric textitblock-wise random matrix.
arXiv Detail & Related papers (2021-12-23T04:05:01Z) - Spectral properties of sample covariance matrices arising from random
matrices with independent non identically distributed columns [50.053491972003656]
It was previously shown that the functionals $texttr(AR(z))$, for $R(z) = (frac1nXXT- zI_p)-1$ and $Ain mathcal M_p$ deterministic, have a standard deviation of order $O(|A|_* / sqrt n)$.
Here, we show that $|mathbb E[R(z)] - tilde R(z)|_F
arXiv Detail & Related papers (2021-09-06T14:21:43Z) - Global Convergence of Gradient Descent for Asymmetric Low-Rank Matrix
Factorization [49.090785356633695]
We study the asymmetric low-rank factorization problem: [mathbfU in mathbbRm min d, mathbfU$ and mathV$.
arXiv Detail & Related papers (2021-06-27T17:25:24Z) - Non-PSD Matrix Sketching with Applications to Regression and
Optimization [56.730993511802865]
We present dimensionality reduction methods for non-PSD and square-roots" matrices.
We show how these techniques can be used for multiple downstream tasks.
arXiv Detail & Related papers (2021-06-16T04:07:48Z) - Fermion and meson mass generation in non-Hermitian Nambu--Jona-Lasinio
models [77.34726150561087]
We investigate the effects of non-Hermiticity on interacting fermionic systems.
We do this by including non-Hermitian bilinear terms into the 3+1 dimensional Nambu--Jona-Lasinio (NJL) model.
arXiv Detail & Related papers (2021-02-02T13:56:11Z) - Algebraic and geometric structures inside the Birkhoff polytope [0.0]
Birkhoff polytope $mathcalB_d$ consists of all bistochastic matrices of order $d$.
We prove that $mathcalL_d$ and $mathcalF_d$ are star-shaped with respect to the flat matrix.
arXiv Detail & Related papers (2021-01-27T09:51:24Z) - The Average-Case Time Complexity of Certifying the Restricted Isometry
Property [66.65353643599899]
In compressed sensing, the restricted isometry property (RIP) on $M times N$ sensing matrices guarantees efficient reconstruction of sparse vectors.
We investigate the exact average-case time complexity of certifying the RIP property for $Mtimes N$ matrices with i.i.d. $mathcalN(0,1/M)$ entries.
arXiv Detail & Related papers (2020-05-22T16:55:01Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.