496 citations · 1.9k across the 52 of their papers we have counts for
Showing 2012Show all
3 papers · 1 filter
stat.ML2012★ 27 cited
Optimal classification in sparse Gaussian graphic model
Yingying Fan, Jiashun Jin, Zhigang Yao
Consider a two-class classification problem where the number of features is much larger than the sample size. The features are masked by Gaussian noise with mean zero and covarianc…
math.ST2012★ 109 cited
Variable selection in linear mixed effects models
Yingying Fan, Runze Li
This paper is concerned with the selection and estimation of fixed and random effects in linear mixed effects models. We propose a class of nonconcave penalized profile likelihood…
math.ST2012★ 157 cited
Adaptive robust variable selection
Jianqing Fan, Yingying Fan, Emre Barut
Heavy-tailed high-dimensional data are commonly encountered in various scientific fields and pose great challenges to modern statistical analysis. A natural procedure to address th…