| Literature DB >> 30140164 |
Abstract
Consider the classical Gaussian unitary ensemble of size N and the real white Wishart ensemble with N variables and n degrees of freedom. In the limits of large N and n, with positive ratio γ in the Wishart case, the expected number of eigenvalues that exit the upper bulk edge is less than one, approaching 0.031 and 0.170 respectively, the latter number being independent of γ. These statements are consequences of quantitative bounds on tail sums of eigenvalues outside the bulk which are established here for applications in high dimensional covariance matrix estimation.Entities:
Keywords: Tracy-Widom distribution; covariance estimation; high-dimensional asymptotics; orthogonal ensemble; spiked model
Year: 2018 PMID: 30140164 PMCID: PMC6101678 DOI: 10.1111/anzs.12201
Source DB: PubMed Journal: Aust N Z J Stat ISSN: 1369-1473 Impact factor: 0.640