A multivariate cointegration time series model and its applications in analysing stock markets in China

被引:2
作者
Zhao, Yan-Yong [1 ]
Ye, Xu-Guo [2 ]
Han, Zhong-Cheng [1 ]
机构
[1] Nanjing Audit Univ, Sch Stat & Math, Nanjing, Peoples R China
[2] Kaili Univ, Sch Sci, Kaili, Peoples R China
来源
ECONOMIC RESEARCH-EKONOMSKA ISTRAZIVANJA | 2020年 / 33卷 / 01期
基金
中国国家自然科学基金;
关键词
Local linear estimation; misspecification test; multivariate nonlinear cointegration; time series; NONLINEAR COINTEGRATION; UNIT-ROOT; VARIANCE DECOMPOSITION; SELECTION; TESTS; HYPOTHESIS; RETURNS; DEMAND; PRICES; OIL;
D O I
10.1080/1331677X.2020.1711792
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper explores nonlinear cointegration between Chinese mainland stock markets and Hong Kong stock market in a multivariate framework for the period January, 1998 to December, 2014 by a nonparametric method. The local linear kernel smoothing method is developed to estimate the unknown function, and the practical problem of implementation is also addressed. Then, a simple nonparametric version of a bootstrap test is adapted for testing misspecification. Furthermore, Some Monte Carlo experiments are presented to examine the finite sample performance of the proposed procedure. Finally, the stock markets data set is discussed in detail by using proposed procedures, showing that Shanghai Stock Index (SHSI) and Shenzhen Component Index (SZCI) can affect Hang Seng Index (HSI), and the influence appears to be a strong nonlinear characteristics.
引用
收藏
页码:698 / 711
页数:14
相关论文
共 45 条
[1]  
[Anonymous], 2005, Analysis of financial time series', DOI DOI 10.1002/0471746193
[2]   Money demand in Japan and nonlinear cointegration [J].
Bae, Youngsoo ;
Kakkar, Vikas ;
Ogaki, Masao .
JOURNAL OF MONEY CREDIT AND BANKING, 2006, 38 (06) :1659-1667
[3]   Nonparametric tests for unit roots and cointegration [J].
Breitung, J .
JOURNAL OF ECONOMETRICS, 2002, 108 (02) :343-363
[4]   Trending time-varying coefficient time series models with serially correlated errors [J].
Cai, Zongwu .
JOURNAL OF ECONOMETRICS, 2007, 136 (01) :163-188
[5]  
Cai ZW, 2000, ENVIRONMETRICS, V11, P341
[6]   A two-stage approach to additive time series models [J].
Cai, ZW .
STATISTICA NEERLANDICA, 2002, 56 (04) :415-433
[7]   STOCK RETURNS AND THE TERM STRUCTURE [J].
CAMPBELL, JY .
JOURNAL OF FINANCIAL ECONOMICS, 1987, 18 (02) :373-399
[8]   A VARIANCE DECOMPOSITION FOR STOCK RETURNS [J].
CAMPBELL, JY .
ECONOMIC JOURNAL, 1991, 101 (405) :157-179
[9]   WHAT MOVES THE STOCK AND BOND MARKETS - A VARIANCE DECOMPOSITION FOR LONG-TERM ASSET RETURNS [J].
CAMPBELL, JY ;
AMMER, J .
JOURNAL OF FINANCE, 1993, 48 (01) :3-37
[10]   YIELD SPREADS AND INTEREST-RATE MOVEMENTS - A BIRDS-EYE-VIEW [J].
CAMPBELL, JY ;
SHILLER, RJ .
REVIEW OF ECONOMIC STUDIES, 1991, 58 (03) :495-514