4 citations · 4 across the 2 of their papers we have counts for
3 papers
stat.ME2016
DECOrrelated feature space partitioning for distributed sparse regression
Xiangyu Wang, David Dunson, Chenlei Leng
Fitting statistical models is computationally challenging when the sample size or the dimension of the dataset is huge. An attractive approach for down-scaling the problem size is…
stat.ME2015
High-dimensional Ordinary Least-squares Projection for Screening Variables
Xiangyu Wang, Chenlei Leng
Variable selection is a challenging issue in statistical applications when the number of predictors far exceeds the number of observations . In this ultra-high dimensional s…
math.ST2015★ 4 cited
On the consistency theory of high dimensional variable screening
Xiangyu Wang, Chenlei Leng, David B. Dunson
Variable screening is a fast dimension reduction technique for assisting high dimensional feature selection. As a preselection method, it selects a moderate size subset of candidat…