INFERENCE ON NONSTATIONARY TIME SERIES WITH MOVING MEAN

被引:1
作者
Gao, Jiti
Robinson, Peter M.
机构
[1] Monash Univ, Clayton, Vic 3800, Australia
[2] London Sch Econ, London WC2A 2AE, England
基金
澳大利亚研究理事会;
关键词
FIXED-DESIGN REGRESSION; LONG-MEMORY ERRORS; NONPARAMETRIC REGRESSION; MODELS; TRENDS; TESTS;
D O I
10.1017/S0266466614000875
中图分类号
F [经济];
学科分类号
02 ;
摘要
A semiparametric model is proposed in which a parametric filtering of a nonstationary time series, incorporating fractionally differencing with short memory correction, removes correlation but leaves a nonparametric deterministic trend. Estimates of the memory parameter and other dependence parameters are proposed, and shown to be consistent and asymptotically normally distributed with parametric rate. Tests with standard asymptotics for I (1) and other hypotheses are thereby justified. Estimation of the trend function is also considered. We include a Monte Carlo study of finite-sample performance.
引用
收藏
页码:431 / 457
页数:27
相关论文
共 21 条
[1]  
BENEDETTI JK, 1977, J ROY STAT SOC B MET, V39, P248
[2]   Local polynomial fitting with long-memory, short-memory and antipersistent errors [J].
Beran, J ;
Feng, YH .
ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2002, 54 (02) :291-311
[3]   NONPARAMETRIC REGRESSION UNDER LONG-RANGE DEPENDENT NORMAL ERRORS [J].
CSORGO, S ;
MIELNICZUK, J .
ANNALS OF STATISTICS, 1995, 23 (03) :1000-1014
[4]   Nonparametric regression with long-memory errors [J].
Deo, RS .
STATISTICS & PROBABILITY LETTERS, 1997, 33 (01) :89-94
[5]   LARGE-SAMPLE PROPERTIES OF PARAMETER ESTIMATES FOR STRONGLY DEPENDENT STATIONARY GAUSSIAN TIME-SERIES [J].
FOX, R ;
TAQQU, MS .
ANNALS OF STATISTICS, 1986, 14 (02) :517-532
[6]  
Gasser T., 1979, SMOOTHING TECHNIQUES, V757, P23
[7]   Nonparametric regression with heteroscedastic long memory errors [J].
Guo, Hongwen ;
Koul, Hira L. .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2007, 137 (02) :379-404
[8]   ASYMPTOTIC THEORY OF LINEAR TIME-SERIES MODELS [J].
HANNAN, EJ .
JOURNAL OF APPLIED PROBABILITY, 1973, 10 (01) :130-145
[9]   GAUSSIAN PSEUDO-MAXIMUM LIKELIHOOD ESTIMATION OF FRACTIONAL TIME SERIES MODELS [J].
Hualde, Javier ;
Robinson, Peter M. .
ANNALS OF STATISTICS, 2011, 39 (06) :3152-3181
[10]   Regression with slowly varying regressors and nonlinear trends [J].
Phillips, Peter C. B. .
ECONOMETRIC THEORY, 2007, 23 (04) :557-614