Font Size: a A A

Numerical Analysis Of Eigenvalues And Singular Values Distribution Of Random Matrices

Posted on:2019-09-08Degree:MasterType:Thesis
Country:ChinaCandidate:Y XiangFull Text:PDF
GTID:2370330542999255Subject:Probability and Statistics
Abstract/Summary:PDF Full Text Request
Random matrix theory has gradually played an important role in many subjects.This article mainly talks about the eigenvalues and singular values distribution of ran-dom matrices.And we focus on three kinds of matrices:Gaussian orthogonal ensem-bles,Gaussian unitary ensembles and Ginibre ensembles.First we give some fundamen-tal laws of random eigenvalues distribution.Building upon these results,we simulate the distribution using Mathematica.Furthermore,we increase the order and the mul-tiplications of matrices.And we simulate the circumstance using mathematica again.We draw the painting of the eigenvalues distribution of high-dimension random matri-ces.The simulation of this article directly validates the correctness of some distribution laws.We also discuss the eigenvalues distribution of m matrices of order n.When changing the values of m and n,we can observe a lot of interesting phenomena.
Keywords/Search Tags:Random matrices, Eigenvalues, Singular values, Limit Law of Distribution, Mathematica
PDF Full Text Request
Related items