Asymptotic Normality of Estimators in Heteroscedastic Semi-Parametric Model with Strong Mixing Errors

被引:11
作者
Zhang, Jing-Jing [1 ]
Liang, Han-Ying [1 ,2 ]
机构
[1] Tongji Univ, Dept Math, Shanghai 200092, Peoples R China
[2] Univ Vigo, Dept Stat & OR, Vigo 36310, Spain
基金
中国国家自然科学基金;
关键词
Asymptotic normality; Heteroscedastic semi-parametric model; Least-squares estimator; alpha-Mixing; Weighted least-squares estimator; LINEAR-REGRESSION MODELS; DEPENDENT ERRORS; SEQUENCES; CONVERGENCE; FORM;
D O I
10.1080/03610926.2011.558663
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
Consider the heteroscedastic semi-parametric model y(i) = x(i)beta + g(t(i)) + sigma(i)e(i) (1 <= i <= n), where sigma(2)(i) = f(u(i)), the design points (x(i), t(i), u(i)) are known and non random, g(center dot) and f(center dot) are unknown functions defined on closed interval [0, 1], and the random errors e(i) are assumed to be a sequence of stationary alpha-mixing random variables with mean zero. Under appropriate conditions, we study the asymptotic normality of least-squares estimator and two weighted least-squares estimators of beta. Also, the asymptotic normality of the estimators of g(center dot) and f(center dot) is considered. Finite sample behavior of the estimators is investigated via simulations as well.
引用
收藏
页码:2172 / 2201
页数:30
相关论文
共 28 条
[1]   Estimation and testing in a partial linear regression model under long-memory dependence [J].
Aneiros-Pérez, G ;
González-Manteiga, W ;
Vieu, P .
BERNOULLI, 2004, 10 (01) :49-78
[2]   Plug-in bandwidth choice in partial linear models with autoregressive errors [J].
Aneiros-Pérez, G ;
Quintela-del-Rio, A .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2002, 100 (01) :23-48
[3]  
[Anonymous], 1994, Lecture notes in Statistics
[4]   Asymptotics of estimators in semi-parametric model under NA samples [J].
Baek, Jong-Il ;
Liang, Han-Ying .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2006, 136 (10) :3362-3382
[5]  
Carroll R.J., 1989, Statistics, V2, P179
[6]   ADAPTING FOR HETEROSCEDASTICITY IN LINEAR-MODELS [J].
CARROLL, RJ .
ANNALS OF STATISTICS, 1982, 10 (04) :1224-1233
[7]   SEMIPARAMETRIC ESTIMATES OF THE RELATION BETWEEN WEATHER AND ELECTRICITY SALES [J].
ENGLE, RF ;
GRANGER, CWJ ;
RICE, J ;
WEISS, A .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1986, 81 (394) :310-320
[8]  
Gao J.T., 1994, Acta Math. Sin. Ser. A, V37, P256
[9]   Semiparametric regression under long-range dependent errors [J].
Gao, JT ;
Anh, VV .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1999, 80 (1-2) :37-57
[10]  
GORODETSKII VV, 1977, THEOR PROBAB APPL+, V22, P411, DOI 10.1137/1122049