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.
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Volume (Year): 387 (2008)
Issue (Month): 11 ()
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- Wu, Chunchi & Su, Youg-Chern, 1998. "Dynamic relations among international stock markets," International Review of Economics & Finance, Elsevier, vol. 7(1), pages 63-84.
- King, Mervyn A & Wadhwani, Sushil, 1990.
"Transmission of Volatility between Stock Markets,"
Review of Financial Studies,
Society for Financial Studies, vol. 3(1), pages 5-33.
- 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.
- Engle, Robert F. & Kroner, Kenneth F., 1995. "Multivariate Simultaneous Generalized ARCH," Econometric Theory, Cambridge University Press, vol. 11(01), pages 122-150, February.
- 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 235-245, July.
- Sébastien Laurent & Luc Bauwens & Jeroen V. K. Rombouts, 2006.
"Multivariate GARCH models: a survey,"
Journal of Applied Econometrics,
John Wiley & Sons, Ltd., vol. 21(1), pages 79-109.
- BAUWENS, Luc & LAURENT, Sébastien & ROMBOUTS, Jeroen VK, "undated". "Multivariate GARCH models: a survey," CORE Discussion Papers RP 1847, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- BAUWENS, Luc & LAURENT, Sébastien & ROMBOUTS, Jeroen, 2003. "Multivariate GARCH models: a survey," CORE Discussion Papers 2003031, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- 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.
- 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.
- 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.
- 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.
- 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.
- A. G. Malliaris & Jorge L. Urrutia, 2005. "The International Crash of October 1987: Causality Tests," World Scientific Book Chapters, in: Economic Uncertainty, Instabilities And Asset Bubbles Selected Essays, chapter 16, pages 251-262 World Scientific Publishing Co. Pte. Ltd..
- 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.
- 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.
- 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.
- 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.
- Lokman Gãœndãœz & Abdulnasser Hatemi-J, 2005. "Stock Price and Volume Relation in Emerging Markets," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 41(1), pages 29-44, January.
- Kanas, Angelos, 2005. "Nonlinearity in the stock price-dividend relation," Journal of International Money and Finance, Elsevier, vol. 24(4), pages 583-606, June.
- 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.
- 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.
- 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.
- 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.
- Pretorius, Elna, 2002. "Economic determinants of emerging stock market interdependence," Emerging Markets Review, Elsevier, vol. 3(1), pages 84-105, 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.
- 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.
- 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.
- Hsieh, David A, 1991. " Chaos and Nonlinear Dynamics: Application to Financial Markets," Journal of Finance, American Finance Association, vol. 46(5), pages 1839-1877, December.
- 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.
- 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.
- Choudhry, Taufiq, 1997. "Stochastic Trends in Stock Prices: Evidence from Latin American Markets," Journal of Macroeconomics, Elsevier, vol. 19(2), pages 285-304, April.
- 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.
- Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
- 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.
- 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.
- 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 1639-1664, December.
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