ASYMPTOTIC NORMALITY OF PSEUDO-LS ESTIMATOR FOR PARTLY LINEAR AUTOREGRESSION MODELS

被引:22
作者
GAO, JT
LIANG, H
机构
[1] UNIV AUCKLAND,DEPT STAT,AUCKLAND,NEW ZEALAND
[2] ACAD SINICA,INST SYST SCI,BEIJING 100080,PEOPLES R CHINA
关键词
NONLINEAR TIME SERIES MODEL; PIECEWISE POLYNOMIAL; ASYMPTOTIC THEORY;
D O I
10.1016/0167-7152(94)00091-L
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 model Y-t=beta(t-1)+g(Y-t-2)+epsilon(t) for t greater than or equal to 3. Here g is an unknown function, beta is an unknown parameter to be estimated and epsilon(t) are i.i.d, random error with zero 0 and variance sigma(2) and epsilon(t) are independent of Y-s for all t greater than or equal to 3 and s=1,2. A class of asymptotically normal estimators of beta are directly obtained based on piecewise polynomial approximator g(T)(.) of g and the model Y-t-1=beta Y-t-1+g(T)(Y-t-2)+epsilon(t). The asymptotic normality of pseudo-LS (PLS) estimator beta(T) of beta and an estimator sigma(T)(2), of sigma 2 are investigated.
引用
收藏
页码:27 / 34
页数:8
相关论文
共 17 条
[1]   CONVERGENCE-RATES FOR PARAMETRIC COMPONENTS IN A PARTLY LINEAR-MODEL [J].
CHEN, H .
ANNALS OF STATISTICS, 1988, 16 (01) :136-146
[2]  
CHEN H, 1991, J STATIST PLANN INFE, V25, P187
[3]   CONVERGENCE-RATES FOR ESTIMATION IN CERTAIN PARTIALLY LINEAR-MODELS [J].
EUBANK, RL ;
WHITNEY, P .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1989, 23 (01) :33-43
[4]   TESTING GOODNESS-OF-FIT IN REGRESSION VIA ORDER SELECTION CRITERIA [J].
EUBANK, RL ;
HART, JD .
ANNALS OF STATISTICS, 1992, 20 (03) :1412-1425
[5]   TESTING THE GOODNESS OF FIT OF A LINEAR-MODEL VIA NONPARAMETRIC REGRESSION TECHNIQUES [J].
EUBANK, RL ;
SPIEGELMAN, CH .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (410) :387-392
[6]  
GAO JT, 1993, UNPUB ASYMPTOTIC PRO
[7]  
GAO JT, 1992, THESIS CHINA U SCI T
[8]   MINIMAX ESTIMATES IN A SEMIPARAMETRIC MODEL [J].
HECKMAN, NE .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1988, 83 (404) :1090-1096
[9]  
HECKMAN NE, 1986, J ROY STAT SOC B MET, V48, P244
[10]   ITERATED LOGARITHM RESULT FOR MARTINGALES AND ITS APPLICATION IN ESTIMATION THEORY FOR AUTOREGRESSIVE PROCESSES [J].
HEYDE, CC .
JOURNAL OF APPLIED PROBABILITY, 1973, 10 (01) :146-157