Title
Smoothing Spline Estimation for Partially Linear Single-index Models
Abstract
In this article, the partially linear single-index models are discussed based on smoothing spline and average derivative estimation method. This proposed technique consists of two stages: one is to estimate the vector parameter in the linear part using the smoothing cubic spline method, simultaneously, obtaining the estimator of unknown single-index function; the other is to estimate the single-index coefficients in the single-index part by the using average derivative estimator procedure. Some simulated and real examples are presented to illustrate the performance of this method.
Year
DOI
Venue
2010
10.1080/03610918.2010.526735
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION
Keywords
DocType
Volume
Average derivative estimate,Partially linear single-index models,Smoothing spline
Journal
39
Issue
ISSN
Citations 
10
0361-0918
0
PageRank 
References 
Authors
0.34
0
4
Name
Order
Citations
PageRank
Bartholomew Leung100.68
Heung Wong28022.74
Riquan Zhang35221.55
Shengtong Han400.34