20 citations · 29 across the 4 of their papers we have counts for
5 papers
DistStat.jl: Towards Unified Programming for High-Performance Statistical Computing Environments in Julia
Seyoon Ko, Hua Zhou, Jin Zhou +1
The demand for high-performance computing (HPC) is ever-increasing for everyday statistical computing purposes. The downside is that we need to write specialized code for each HPC…
Probabilistic Error Analysis for Inner Products
Ilse C. F. Ipsen, Hua Zhou
Probabilistic models are proposed for bounding the forward error in the numerically computed inner product (dot product, scalar product) between of two real -vectors. We derive…
Matrix Linear Discriminant Analysis
Wei Hu, Weining Shen, Hua Zhou +1
We propose a novel linear discriminant analysis approach for the classification of high-dimensional matrix-valued data that commonly arises from imaging studies. Motivated by the e…
MM Algorithms for Variance Component Estimation and Selection in Logistic Linear Mixed Model
Liuyi Hu, Wenbin Lu, Jin Zhou +1
Logistic linear mixed model is widely used in experimental designs and genetic analysis with binary traits. Motivated by modern applications, we consider the case with many groups…
Tucker Tensor Regression and Neuroimaging Analysis
Xiaoshan Li, Hua Zhou, Lexin Li
Large-scale neuroimaging studies have been collecting brain images of study individuals, which take the form of two-dimensional, three-dimensional, or higher dimensional arrays, al…