activity
20112023
most citedA review of 20 years of naive tests of significance for high-dimensional mean vectors and covariance matrices

32 citations · 99 across the 26 of their papers we have counts for

collaborators

27 papers

math.PR2023

Exact Separation of Eigenvalues of Large Dimensional Noncentral Sample Covariance Matrices

Zhidong Bai, Jiang Hu, Jack W. Silverstein +1

Let $ \bbB_n =\frac{1}{n}(\bbR_n + \bbT^{1/2}_n \bbX_n)(\bbR_n + \bbT^{1/2}_n \bbX_n)^* $ where $ \bbX_n $ is a matrix with independent standardized random variables…

math.ST2023

KOO approach for scalable variable selection problem in large-dimensional regression

Zhidong Bai, Kwok Pui Choi, Yasunori Fujikoshi +1

An important issue in many multivariate regression problems is to eliminate candidate predictors with null predictor vectors. In large-dimensional (LD) setting where the numbers of…

stat.AP2023

Two-sample test of sparse stochastic block models

Qianyong Wu, Jiang Hu

The paper discusses a statistical problem related to testing for differences between two sparse networks with community structures. The community-wise edge probability matrices hav…

math.PR2023

No Eigenvalues Outside the Support of the Limiting Spectral Distribution of Large Dimensional noncentral Sample Covariance Matrices

Zhidong Bai, Jiang Hu, Jack W. Silverstein +1

Let $ \bbB_n =\frac{1}{n}(\bbR_n + \bbT^{1/2}_n \bbX_n)(\bbR_n + \bbT^{1/2}_n \bbX_n)^* $, where $ \bbX_n $ is a matrix with independent standardized random variable…

stat.ME2023

A spectral based goodness-of-fit test for stochastic block models

Qianyong Wu, Jiang Hu

Community detection is a fundamental problem in complex network data analysis. Though many methods have been proposed, most existing methods require the number of communities to be…

math.ST2022

A CLT for the LSS of large dimensional sample covariance matrices with diverging spikes

Zhijun Liu, Jiang Hu, Zhidong Bai +1

In this paper, we establish the central limit theorem (CLT) for linear spectral statistics (LSSs) of a large-dimensional sample covariance matrix when the population covariance mat…