164 citations · 204 across the 2 of their papers we have counts for
2 papers
math.ST2009★ 164 cited
SCAD-penalized regression in high-dimensional partially linear models
Huiliang Xie, Jian Huang
We consider the problem of simultaneous variable selection and estimation in partially linear models with a divergent number of covariates in the linear part, under the assumption…
math.ST2007★ 40 cited
Asymptotic oracle properties of SCAD-penalized least squares estimators
Jian Huang, Huiliang Xie
We study the asymptotic properties of the SCAD-penalized least squares estimator in sparse, high-dimensional, linear regression models when the number of covariates may increase wi…