… according to the strength of the marginal nonparametric estimation by use of B-… screening
property. We also propose an large-scale iterative nonparametric independence screening …

… setting, a correlation based sure independence screening method (CR… ultra-high dimensional
additive models. Our modification is based on the nonparametric independence screening …

… screening procedure for ultra-high dimensional additive quantile regression models, which
has been proved to enjoy the sure screening … screening in the ultra-high dimensional additive …

… , we introduce a generalized iterative nonparametric independence screening (GINIS)
procedure to implement the proposed screening method for generalized additive models. We also …

… regression, whereas we study a nonparametric additive model. This difference is the same
as … Nonparametric independence screening in sparse ultrahigh dimensional additive models. …

… screening procedure, ALNIS (nonparametric independence screening for additive logistic
models… The fact of additive models that E ( f j ) = 0 also indicates that our marginal strength …

… we discuss the estimation of a nonparametric component f1 of a nonparametric additive … In
[15] sure independence screening is proposed for ultra-high dimensional additive models. All …

… screening using Nonparametric Independence Screening (… Chapter 4 focuses on additive
model screening and selection… correlation screening algorithm in Chapter 3 to additive models, …

… In this article, we propose a non-marginal feature screening procedure for the additive
hazard model with ultrahigh-dimensional covariates. The proposed method utilizes the joint …

… APLMs where both the linear and nonparametric … In the first stage, we decompose the
nonparametric functions into a … in the model is fixed, structure identification in additive models (AMs…