Convergence rates of wavelet estimators in semiparametric regression models under NA samples

被引:4
作者
Hu, Hongchang [1 ]
Wu, Li [1 ]
机构
[1] Hubei Normal Univ, Coll Math & Stat, Huangshi 435002, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Semiparametric regression model; Wavelet estimate; Negatively associated random error; Strong convergence rate; ASYMPTOTIC NORMALITY; RANDOM-VARIABLES; SUMS;
D O I
10.1007/s11401-012-0718-z
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Consider the following heteroscedastic semiparametric regression model: y(i) = X-i(T)beta + sigma(i)e(i), 1 <= i <= n, where {X-i, 1 <= i <= n} are random design points, errors {e (i), 1 <= i <= n} are negatively associated (NA) random variables, sigma(2)(i) = h(u (i)), and {u(i)} and {t(i)} are two nonrandom sequences on [0, 1]. Some wavelet estimators of the parametric component beta, the nonparametric component g (t) and the variance function h(u) are given. Under some general conditions, the strong convergence rate of these wavelet estimators is . Hence our results are extensions of those results on independent random error settings.
引用
收藏
页码:609 / 624
页数:16
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