127 citations · 382 across the 8 of their papers we have counts for
5 papers · 1 filter
Estimation and model selection in generalized additive partial linear models for correlated data with diverging number of covariates
Li Wang, Lan Xue, Annie Qu +1
We propose generalized additive partial linear models for complex data which allow one to capture nonlinear patterns of some covariates, in the presence of linear components. The p…
Simultaneous variable selection and estimation in semiparametric modeling of longitudinal/clustered data
Shujie Ma, Qiongxia Song, Li Wang
We consider the problem of simultaneous variable selection and estimation in additive, partially linear models for longitudinal/clustered data. We propose an estimation procedure v…
Estimation and variable selection for generalized additive partial linear models
Li Wang, Xiang Liu, Hua Liang +1
We study generalized additive partial linear models, proposing the use of polynomial spline smoothing for estimation of nonparametric functions, and deriving quasi-likelihood based…
Spline Single-Index Prediction Model
Li Wang, Lijian Yang
For the past two decades, single-index model, a special case of projection pursuit regression, has proven to be an efficient way of coping with the high dimensional problem in nonp…
Spline-backfitted kernel smoothing of nonlinear additive autoregression model
Li Wang, Lijian Yang
Application of nonparametric and semiparametric regression techniques to high-dimensional time series data has been hampered due to the lack of effective tools to address the ``cur…