Parametric and nonparametric Granger causality testing: Linkages between international stock markets
This study investigates long-term linear and nonlinear causal linkages among eleven stock markets, six industrialized markets and five emerging markets of South-East Asia. We cover the period 1987–2006, taking into account the on-set of the Asian financial crisis of 1997. We first apply a test for the presence of general nonlinearity in vector time series. Substantial differences exist between the pre- and post-crisis period in terms of the total number of significant nonlinear relationships. We then examine both periods, using a new nonparametric test for Granger noncausality and the conventional parametric Granger noncausality test. One major finding is that the Asian stock markets have become more internationally integrated after the Asian financial crisis. An exception is the Sri Lankan market with almost no significant long-term linear and nonlinear causal linkages with other markets. To ensure that any causality is strictly nonlinear in nature, we also examine the nonlinear causal relationships of VAR filtered residuals and VAR filtered squared residuals for the post-crisis sample. We find quite a few remaining significant bi- and uni-directional causal nonlinear relationships in these series. Finally, after filtering the VAR-residuals with GARCH-BEKK models, we show that the nonparametric test statistics are substantially smaller in both magnitude and statistical significance than those before filtering. This indicates that nonlinear causality can, to a large extent, be explained by simple volatility effects.
If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.
Volume (Year): 387 (2008)
Issue (Month): 11 ()
|Contact details of provider:|| Web page: http://www.journals.elsevier.com/physica-a-statistical-mechpplications/|
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-38, July.
- Arshanapalli, Bala & Doukas, John, 1993. "International stock market linkages: Evidence from the pre- and post-October 1987 period," Journal of Banking & Finance, Elsevier, vol. 17(1), pages 193-208, February.
- Sheng, Hsiao-Ching & Tu, Anthony H., 2000. "A study of cointegration and variance decomposition among national equity indices before and during the period of the Asian financial crisis," Journal of Multinational Financial Management, Elsevier, vol. 10(3-4), pages 345-365, December.
- Brooks, C. & Henry, O.T., 1999.
"Linear and Non-Linear Transmission of Equity Return Volatility: Evidence From the US, Japan, and Australia,"
Department of Economics - Working Papers Series
676, The University of Melbourne.
- Brooks, Chris & Henry, Olan T., 2000. "Linear and non-linear transmission of equity return volatility: evidence from the US, Japan and Australia," Economic Modelling, Elsevier, vol. 17(4), pages 497-513, December.
- Elyasiani, Elyas & Perera, Priyal & Puri, Tribhuvan N., 1998. "Interdependence and dynamic linkages between stock markets of Sri Lanka and its trading partners," Journal of Multinational Financial Management, Elsevier, vol. 8(1), pages 89-101, January.
- BAUWENS, Luc & LAURENT, SÃ©bastien & ROMBOUTS, Jeroen VK, .
"Multivariate GARCH models: a survey,"
CORE Discussion Papers RP
1847, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Paresh Narayan & Russell Smyth & Mohan Nandha, 2004. "Interdependence and dynamic linkages between the emerging stock markets of South Asia," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 44(3), pages 419-439.
- Christofi, A. & Pericli, A., 1999. "Correlation in price changes and volatility of major Latin American stock markets," Journal of Multinational Financial Management, Elsevier, vol. 9(1), pages 79-93, January.
- Mervyn A. King & Sushil Wadhwani, 1989.
"Transmission of Volatility Between Stock Markets,"
NBER Working Papers
2910, National Bureau of Economic Research, Inc.
- Ma, Yue & Kanas, Angelos, 2000. "Testing for a nonlinear relationship among fundamentals and exchange rates in the ERM," Journal of International Money and Finance, Elsevier, vol. 19(1), pages 135-152, February.
- R. Smyth & M. Nandha, 2003. "Bivariate causality between exchange rates and stock prices in South Asia," Applied Economics Letters, Taylor & Francis Journals, vol. 10(11), pages 699-704.
- Malliaris, A. G. & Urrutia, Jorge L., 1992. "The International Crash of October 1987: Causality Tests," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(03), pages 353-364, September.
- Diks, Cees & Panchenko, Valentyn, 2006.
"A new statistic and practical guidelines for nonparametric Granger causality testing,"
Journal of Economic Dynamics and Control,
Elsevier, vol. 30(9-10), pages 1647-1669.
- Diks, C.G.H. & Panchenko, V., 2004. "A new statistic and practical guidelines for nonparametric Granger causality testing," CeNDEF Working Papers 04-11, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
- Hamao, Yasushi & Masulis, Ronald W & Ng, Victor, 1990. "Correlations in Price Changes and Volatility across International Stock Markets," Review of Financial Studies, Society for Financial Studies, vol. 3(2), pages 281-307.
- Ozdemir, Zeynel Abidin & Cakan, Esin, 2007. "Non-linear dynamic linkages in the international stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 377(1), pages 173-180.
- Hiemstra, Craig & Jones, Jonathan D, 1994. " Testing for Linear and Nonlinear Granger Causality in the Stock Price-Volume Relation," Journal of Finance, American Finance Association, vol. 49(5), pages 1639-64, December.
- Choudhry, Taufiq, 1997. "Stochastic Trends in Stock Prices: Evidence from Latin American Markets," Journal of Macroeconomics, Elsevier, vol. 19(2), pages 285-304, April.
- Kanas, Angelos, 2005. "Nonlinearity in the stock price-dividend relation," Journal of International Money and Finance, Elsevier, vol. 24(4), pages 583-606, June.
- Diks Cees & Panchenko Valentyn, 2005.
"A Note on the Hiemstra-Jones Test for Granger Non-causality,"
Studies in Nonlinear Dynamics & Econometrics,
De Gruyter, vol. 9(2), pages 1-9, June.
- Diks, C.G.H. & Panchenko, V., 2004. "A note on the Hiemstra-Jones test for Granger non-causality," CeNDEF Working Papers 04-10, Universiteit van Amsterdam, Center for Nonlinear Dynamics in Economics and Finance.
- Geweke, John & Meese, Richard & Dent, Warren, 1983. "Comparing alternative tests of causality in temporal systems : Analytic results and experimental evidence," Journal of Econometrics, Elsevier, vol. 21(2), pages 161-194, February.
- Masih, Abul M. M. & Masih, Rumi, 1997. "Dynamic linkages and the propagation mechanism driving major international stock markets: An analysis of the pre- and post-crash eras," The Quarterly Review of Economics and Finance, Elsevier, vol. 37(4), pages 859-885.
- Chen, Gong-meng & Firth, Michael & Meng Rui, Oliver, 2002. "Stock market linkages: Evidence from Latin America," Journal of Banking & Finance, Elsevier, vol. 26(6), pages 1113-1141, June.
- Masih, Abul M. M. & Masih, Rumi, 1999. "Are Asian stock market fluctuations due mainly to intra-regional contagion effects? Evidence based on Asian emerging stock markets," Pacific-Basin Finance Journal, Elsevier, vol. 7(3-4), pages 251-282, August.
- Hsieh, David A, 1991. " Chaos and Nonlinear Dynamics: Application to Financial Markets," Journal of Finance, American Finance Association, vol. 46(5), pages 1839-77, December.
- Eduardo Roca, 1999. "Short-term and long-term price linkages between the equity markets of Australia and its major trading partners," Applied Financial Economics, Taylor & Francis Journals, vol. 9(5), pages 501-511.
- Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(01), pages 122-150, February.
- Lokman Gündüz & Abdulnasser Hatemi-J, 2005. "Stock Price and Volume Relation in Emerging Markets," Emerging Markets Finance and Trade, M.E. Sharpe, Inc., vol. 41(1), pages 29-44, January.
- Eun, Cheol S. & Shim, Sangdal, 1989. "International Transmission of Stock Market Movements," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 24(02), pages 241-256, June.
- Caporale, Guglielmo Maria & Pittis, Nikitas & Spagnolo, Nicola, 2002. "Testing for Causality-in-Variance: An Application to the East Asian Markets," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(3), pages 235-45, July.
- Pretorius, Elna, 2002. "Economic determinants of emerging stock market interdependence," Emerging Markets Review, Elsevier, vol. 3(1), pages 84-105, March.
- Wu, Chunchi & Su, Youg-Chern, 1998. "Dynamic relations among international stock markets," International Review of Economics & Finance, Elsevier, vol. 7(1), pages 63-84.
- Gilmore, Claire G. & McManus, Ginette M., 2002. "International portfolio diversification: US and Central European equity markets," Emerging Markets Review, Elsevier, vol. 3(1), pages 69-83, March.
- Silvapulle, Param & Choi, Jong-Seo, 1999. "Testing for linear and nonlinear granger causality in the stock price-volume relation: Korean evidence," The Quarterly Review of Economics and Finance, Elsevier, vol. 39(1), pages 59-76.
When requesting a correction, please mention this item's handle: RePEc:eee:phsmap:v:387:y:2008:i:11:p:2547-2560. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Zhang, Lei)
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.