A Unit Root Test for an AR(1) Process with AR Errors by Using Random Weighted Bootstrap

被引:2
作者
Liu, Xiao Hui
Fan, Ya Wen [1 ]
Liu, Yu Zi
Luo, Shi Hua
机构
[1] Jiangxi Univ Finance & Econ, Sch Stat & Data Sci, Nanchang 330013, Peoples R China
关键词
Autoregressive model; random weighted bootstrap; autoregressive errors; unit root test; ASYMPTOTIC THEORY; TIME-SERIES; INFLATION; PERSISTENCE; UNCERTAINTY; INFERENCE; MODELS;
D O I
10.1007/s10114-023-1535-x
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A great deal of economic problems are related to detecting the stability of time series data, where the main interest is in the unit root test. In this paper, we consider the unit root testing problem with errors being long-memory processes with the GARCH structure. A new test statistic is developed by using the random weighted bootstrap method. It turns out that the proposed statistic has a chi-squared distribution asymptotically regardless of the process being stationary or nonstationary, and with or without an intercept term. The simulation results show that the statistic has a desired finite sample performance in terms of both size and power. A real data application is also given relying on the inflation rate data of 17 countries.
引用
收藏
页码:1834 / 1854
页数:21
相关论文
共 35 条
[1]   Inflation persistence and monetary policy: A simple result [J].
Amano, Robert .
ECONOMICS LETTERS, 2007, 94 (01) :26-31
[2]  
[Anonymous], 2003, TIME SERIES LONG MEM
[3]  
[Anonymous], 1987, Acta Math. Appl. Sin., V10, P247
[4]   Long memory processes and fractional integration in econometrics [J].
Baillie, RT .
JOURNAL OF ECONOMETRICS, 1996, 73 (01) :5-59
[5]  
BALL L, 1990, BROOKINGS PAP ECO AC, P215
[6]   Asymptotic theory of least squares estimators for nearly unstable processes under strong dependence [J].
Buchmann, Borls ;
Chan, Ngai Hang .
ANNALS OF STATISTICS, 2007, 35 (05) :2001-2017
[7]  
Chan NH, 2010, STAT SINICA, V20, P1363
[8]   Inflation persistence and nonlinearities in Central and Eastern European countries [J].
Cuestas, Juan Carlos ;
Harrison, Barry .
ECONOMICS LETTERS, 2010, 106 (02) :81-83
[9]  
Culver SE, 1997, J APPL ECONOM, V12, P435, DOI 10.1002/(SICI)1099-1255(199707)12:4<435::AID-JAE430>3.0.CO
[10]  
2-1