Limit theory for moderate deviations from a unit root with a break in variance

被引:0
作者
Xu, Cheng [1 ]
Pang, Tianxiao [1 ]
机构
[1] Zhejiang Univ, Sch Math Sci, Hangzhou 310027, Zhejiang, Peoples R China
关键词
Break in variance; Least squares estimator; Mildly explosive; Mildly integrated; Quasi-maximum likelihood estimator; AUTOREGRESSIVE TIME-SERIES; STRUCTURAL-CHANGE; CHANGE-POINT; BUBBLES; TESTS; PERSISTENCE; EXUBERANCE; ESTIMATORS; REGRESSION; BEHAVIOR;
D O I
10.1080/03610926.2017.1406515
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) = (n)y(t - 1) + u(t), t = 1, ..., n with (n) = 1 + c/k(n) and u(t) = sigma 1EtI{t k(0)} + sigma 2EtI{t > k(0)}, where c is a non-zero constant, sigma(1) and sigma(2) are two positive constants, I{ <bold> </bold>} denotes the indicator function, k(n) is a sequence of positive constants increasing to such that k(n) = o(n), and {E-t, t 1} is a sequence of i.i.d. random variables with mean zero and variance one. We derive the limiting distributions of the least squares estimator of (n) and the t-ratio of (n) for the above model in this paper. Some pivotal limit theorems are also obtained. Moreover, Monte Carlo experiments are conducted to examine the estimators under finite sample situations. Our theoretical results are supported by Monte Carlo experiments.
引用
收藏
页码:6125 / 6143
页数:19
相关论文
共 31 条
[21]   TOWARDS A UNIFIED ASYMPTOTIC THEORY FOR AUTOREGRESSION [J].
PHILLIPS, PCB .
BIOMETRIKA, 1987, 74 (03) :535-547
[22]   Limit theory for moderate deviations from a unit root [J].
Phillips, Peter C. B. ;
Magdalinos, Tassos .
JOURNAL OF ECONOMETRICS, 2007, 136 (01) :115-130
[23]   FINANCIAL BUBBLE IMPLOSION AND REVERSE REGRESSION [J].
Phillips, Peter C. B. ;
Shi, Shu-Ping .
ECONOMETRIC THEORY, 2018, 34 (04) :705-753
[24]   TESTING FOR MULTIPLE BUBBLES: LIMIT THEORY OF REAL-TIME DETECTORS [J].
Phillips, Peter C. B. ;
Shi, Shuping ;
Yu, Jun .
INTERNATIONAL ECONOMIC REVIEW, 2015, 56 (04) :1079-1134
[25]   TESTING FOR MULTIPLE BUBBLES: HISTORICAL EPISODES OF EXUBERANCE AND COLLAPSE IN THE S&P 500 [J].
Phillips, Peter C. B. ;
Shi, Shuping ;
Yu, Jun .
INTERNATIONAL ECONOMIC REVIEW, 2015, 56 (04) :1043-1078
[26]   Dating the timeline of financial bubbles during the subprime crisis [J].
Phillips, Peter C. B. ;
Yu, Jun .
QUANTITATIVE ECONOMICS, 2011, 2 (03) :455-491
[27]   EXPLOSIVE BEHAVIOR IN THE 1990s NASDAQ: WHEN DID EXUBERANCE ESCALATE ASSET VALUES? [J].
Phillips, Peter C. B. ;
Wu, Yangru ;
Yu, Jun .
INTERNATIONAL ECONOMIC REVIEW, 2011, 52 (01) :201-226
[28]   Testing for structural change in regression quantiles [J].
Qu, Zhongjun .
JOURNAL OF ECONOMETRICS, 2008, 146 (01) :170-184
[29]  
Stock J., 1999, Cointegration, causality, P1
[30]   Evidence on structural instability in macroeconomic time series relations [J].
Stock, JH ;
Watson, MW .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 1996, 14 (01) :11-30