289 citations · 755 across the 23 of their papers we have counts for
4 papers · 1 filter
Asymptotic Properties of Penalized Spline Estimators in Concave Extended Linear Models: Rates of Convergence
Jianhua Z. Huang, Ya Su
This paper develops a general theory on rates of convergence of penalized spline estimators for function estimation when the likelihood functional is concave in candidate functions…
Asymptotic properties of adaptive group Lasso for sparse reduced rank regression
Kejun He, Jianhua Z. Huang
This paper studies the asymptotic properties of the penalized least squares estimator using an adaptive group Lasso penalty for the reduced rank regression. The group Lasso penalty…
Efficient semiparametric estimation in generalized partially linear additive models for longitudinal/clustered data
Guang Cheng, Lan Zhou, Jianhua Z. Huang
We consider efficient estimation of the Euclidean parameters in a generalized partially linear additive models for longitudinal/clustered data when multiple covariates need to be m…
Bootstrap consistency for general semiparametric -estimation
Guang Cheng, Jianhua Z. Huang
Consider -estimation in a semiparametric model that is characterized by a Euclidean parameter of interest and an infinite-dimensional nuisance parameter. As a general purpose ap…