Comparison of bandwidth selectors in nonparametric regression under dependence

被引:12
作者
delRio, AQ [1 ]
机构
[1] UNIV LA CORUNA,FAC INFORMAT,DEPT MATEMAT,LA CORUNA,SPAIN
关键词
nonparametric regression; bandwidth selection; dependent data; cross-validation; plug-in;
D O I
10.1016/0167-9473(95)00028-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Six selectors for the smoothing parameter of the Gasser-Muller nonparametric kernel estimator are compared for the case of a fixed design regression model with correlated errors. Four cross-validation methods and two plug-in methods are studied. All of them are briefly introduced and then compared by means of a thorough simulation study.
引用
收藏
页码:563 / 580
页数:18
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