75 citations · 252 across the 29 of their papers we have counts for
Showing 2015 · stat.MEShow all
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stat.ME2015★ 20 cited
A Direct Approach for Sparse Quadratic Discriminant Analysis
Binyan Jiang, Xiangyu Wang, Chenlei Leng
Quadratic discriminant analysis (QDA) is a standard tool for classification due to its simplicity and flexibility. Because the number of its parameters scales quadratically with th…
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…
stat.ME2015★ 8 cited
No penalty no tears: Least squares in high-dimensional linear models
Xiangyu Wang, David Dunson, Chenlei Leng
Ordinary least squares (OLS) is the default method for fitting linear models, but is not applicable for problems with dimensionality larger than the sample size. For these problems…