Nonparametric bootstrap tests for neglected nonlinearity in time series regression models

被引:12
作者
Lee, TH [1 ]
Ullah, A [1 ]
机构
[1] Univ Calif Riverside, Dept Econ, Riverside, CA 92521 USA
关键词
nonparametric test; nonlinearity; time series; functional-coefficient model; conditional moment test; naive bootstrap; wild bootstrap; conditional heteroskedasticity; GARCH; Monte carlo;
D O I
10.1080/10485250108832860
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Various nonparametric kernel regression estimators are presented, based on which we consider two nonparametric tests for neglected nonlinearity in time series regression models. One of them is the goodness-of-fit test of Cai, Fan and Yao (2000) and another is the nonparametric conditional moment test by Li and Wang(1998) and Zheng(1996). Bootstrap procedures are used for these tests and their performance is examined via monte carlo experiments, especially with conditionally heteroskedastic errors.
引用
收藏
页码:425 / 451
页数:27
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