Testing fractional unit roots with non-linear smooth break approximations using Fourier functions

被引:59
作者
Gil-Alana, Luis A. [1 ,2 ]
Yaya, OlaOluwa S. [3 ]
机构
[1] Univ Navarra, Fac Econ, Pamplona, Spain
[2] Univ Francisco de Vitoria, Madrid, Spain
[3] Univ Ibadan, Dept Stat, Econ & Finance Stat Unit, Ibadan, Nigeria
关键词
Fractional unit root; Chebyshev polynomial; Monte Carlo simulation; nonlinearity; smooth break; Fourier transform; LONG-RANGE DEPENDENCE; TREND STATIONARITY; EFFICIENT TESTS; TIME-SERIES; INTEGRATION; MEMORY; FORM; CYCLES; MODEL; POWER;
D O I
10.1080/02664763.2020.1757047
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
In this paper, we present a testing procedure for fractional orders of integration in the context of non-linear terms approximated by Fourier functions. The test statistic has an asymptotic standard normal distribution and several Monte Carlo experiments conducted in the paper show that it performs well in finite samples. Various applications using real life time series, such as US unemployment rates, US GNP and Purchasing Power Parity (PPP) of G7 countries are presented at the end of the paper.
引用
收藏
页码:2542 / 2559
页数:18
相关论文
共 69 条
[31]   Forecasting with k-factor Gegenbauer processes:: Theory and applications [J].
Ferrara, L ;
Guégan, D .
JOURNAL OF FORECASTING, 2001, 20 (08) :581-601
[32]  
Flannery B., 1986, Numerical Recipes in Pascal
[33]   Nonlinear Trends, Long-Range Dependence, and Climate Noise Properties of Surface Temperature [J].
Franzke, Christian .
JOURNAL OF CLIMATE, 2012, 25 (12) :4172-4183
[34]   A new approach to testing unemployment hysteresis [J].
Furuoka, Fumitaka .
EMPIRICAL ECONOMICS, 2017, 53 (03) :1253-1280
[35]   Are unemployment rates stationary in Asia-Pacific countries? New findings from Fourier ADF test [J].
Furuoka, Fumitaka .
ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA, 2014, 27 (01) :34-45
[36]   ON THE BIAS IN FLEXIBLE FUNCTIONAL FORMS AND AN ESSENTIALLY UNBIASED FORM - THE FOURIER FLEXIBLE FORM [J].
GALLANT, AR .
JOURNAL OF ECONOMETRICS, 1981, 15 (02) :211-245
[37]   ON THE ASYMPTOTIC NORMALITY OF FOURIER FLEXIBLE FORM ESTIMATES [J].
GALLANT, AR ;
SOUZA, G .
JOURNAL OF ECONOMETRICS, 1991, 50 (03) :329-353
[38]   Seasonal long memory in the aggregate output [J].
Gil-Alana, LA .
ECONOMICS LETTERS, 2002, 74 (03) :333-337
[39]   Testing of seasonal fractional integration in UK and Japanese consumption and income [J].
Gil-Alaña, LA ;
Robinson, PM .
JOURNAL OF APPLIED ECONOMETRICS, 2001, 16 (02) :95-114
[40]   Testing stochastic cycles in macroeconomic time series [J].
Gil-Alana, LA .
JOURNAL OF TIME SERIES ANALYSIS, 2001, 22 (04) :411-430