activity
20062021
most citedSpline-backfitted kernel smoothing of nonlinear additive autoregression model

105 citations · 163 across the 5 of their papers we have counts for

collaborators

5 papers

stat.ME2021★ 11 cited

Multivariate Spline Estimation and Inference for Image-On-Scalar Regression

Shan Yu, Guannan Wang, Li Wang +1

Motivated by recent data analyses in biomedical imaging studies, we consider a class of image-on-scalar regression models for imaging responses and scalar predictors. We propose us…

stat.ME2019★ 6 cited

Simultaneous Confidence Band for Stationary Covariance Function of Dense Functional Data

Jiangyan Wang, Guanqun Cao, Li Wang +1

Inference via simultaneous confidence band is studied for stationary covariance function of dense functional data. A two-stage estimation procedure is proposed based on spline appr…

math.ST2014★ 38 cited

Oracally efficient estimation of autoregressive error distribution with simultaneous confidence band

Jiangyan Wang, Rong Liu, Fuxia Cheng +1

We propose kernel estimator for the distribution function of unobserved errors in autoregressive time series, based on residuals computed by estimating the autoregressive coefficie…

math.ST2007★ 3 cited

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…

math.ST2006★ 105 cited

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…