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International stock market contagion: A CEEMDAN wavelet analysis

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  • Zhou, Zhongbao
  • Lin, Ling
  • Li, Shuxian

Abstract

This paper investigates the contagion effect among stock markets (Asia, European and America) under time varying frequencies by use of a CEEMDAN wavelet (complete ensemble empirical mode decomposition with adaptive noise) model. Firstly, we decompose stock index return into different independent intrinsic mode functions and wavelet decomposition functions. Secondly, we reconstruct the independent IMFs and wavelet decomposition functions into three components: a high-frequency component (effects of irregular events), a low-frequency component (effects of extreme events) and the long-term trend. Thirdly, we assess the accumulated impulse response and analyze the stock markets contagion under time- varying frequencies. Results show that shocks caused by irregular events and extreme events can be transmitted between different stock markets. Moreover, shocks caused by irregular events can pose sudden and short-term risk contagion to stock returns. And shocks caused by extreme events can pose positive and sustained risk contagion to stock returns. Also, we compare our results with those from the discrete wavelet transform model and findings in the literature.

Suggested Citation

  • Zhou, Zhongbao & Lin, Ling & Li, Shuxian, 2018. "International stock market contagion: A CEEMDAN wavelet analysis," Economic Modelling, Elsevier, vol. 72(C), pages 333-352.
    • Handle: RePEc:eee:ecmode:v:72:y:2018:i:c:p:333-352
    DOI: 10.1016/j.econmod.2018.02.010
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    1. Zhang, Wenlang & Zhang, Zhiwei & Han, Gaofeng, 2010. "How does the US credit crisis affect the Asia-Pacific economies?--Analysis based on a general equilibrium model," Journal of Asian Economics, Elsevier, vol. 21(3), pages 280-292, June.
    2. Thorbecke, Willem, 1997. "On Stock Market Returns and Monetary Policy," Journal of Finance, American Finance Association, vol. 52(2), pages 635-654, June.
    3. Dewandaru, Ginanjar & Rizvi, Syed Aun R. & Masih, Rumi & Masih, Mansur & Alhabshi, Syed Othman, 2014. "Stock market co-movements: Islamic versus conventional equity indices with multi-timescales analysis," Economic Systems, Elsevier, vol. 38(4), pages 553-571.
    4. Lubos Pástor & Pietro Veronesi, 2012. "Uncertainty about Government Policy and Stock Prices," Journal of Finance, American Finance Association, vol. 67(4), pages 1219-1264, August.
    5. Fratzscher, Marcel & Chudik, Alexander, 2010. "Identifying the Global Transmission of the 2007-09 Financial Crisis in a GVAR Model," CEPR Discussion Papers 8093, C.E.P.R. Discussion Papers.
    6. Gallegati, Marco, 2012. "A wavelet-based approach to test for financial market contagion," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3491-3497.
    7. Lehkonen, Heikki & Heimonen, Kari, 2014. "Timescale-dependent stock market comovement: BRICs vs. developed markets," Journal of Empirical Finance, Elsevier, vol. 28(C), pages 90-103.
    8. Go Tamakoshi & Yuki Toyoshima & Shigeyuki Hamori, 2012. "A dynamic conditional correlation analysis of European stock markets from the perspective of the Greek sovereign debt crisis," Economics Bulletin, AccessEcon, vol. 32(1), pages 437-448.
    9. John Beirne & Guglielmo Maria Caporale & Marianne Schulze-Ghattas & Nicola Spagnolo, 2013. "Volatility Spillovers and Contagion from Mature to Emerging Stock Markets," Review of International Economics, Wiley Blackwell, vol. 21(5), pages 1060-1075, November.
    10. Matthew Yiu & Wai-Yip Alex Ho & Daniel Choi, 2010. "Dynamic correlation analysis of financial contagion in Asian markets in global financial turmoil," Applied Financial Economics, Taylor & Francis Journals, vol. 20(4), pages 345-354.
    11. Huyghebaert, Nancy & Wang, Lihong, 2010. "The co-movement of stock markets in East Asia: Did the 1997-1998 Asian financial crisis really strengthen stock market integration?," China Economic Review, Elsevier, vol. 21(1), pages 98-112, March.
    12. Pástor, Ľuboš & Veronesi, Pietro, 2013. "Political uncertainty and risk premia," Journal of Financial Economics, Elsevier, vol. 110(3), pages 520-545.
    13. Zhang, Xun & Yu, Lean & Wang, Shouyang & Lai, Kin Keung, 2009. "Estimating the impact of extreme events on crude oil price: An EMD-based event analysis method," Energy Economics, Elsevier, vol. 31(5), pages 768-778, September.
    14. Lasfer, M. Ameziane & Melnik, Arie & Thomas, Dylan C., 2003. "Short-term reaction of stock markets in stressful circumstances," Journal of Banking & Finance, Elsevier, vol. 27(10), pages 1959-1977, October.
    15. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    16. Sandy Suardi, 2012. "When the US sneezes the world catches cold: are worldwide stock markets stable?," Applied Financial Economics, Taylor & Francis Journals, vol. 22(23), pages 1961-1978, December.
    17. Aloui, Chaker & Hammoudeh, Shawkat & Hamida, Hela Ben, 2015. "Co-movement between sharia stocks and sukuk in the GCC markets: A time-frequency analysis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 34(C), pages 69-79.
    18. 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.
    19. Mara Madaleno & Carlos Pinho, 2012. "International stock market indices comovements: a new look," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 17(1), pages 89-102, January.
    20. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    21. Chudik, Alexander & Fratzscher, Marcel, 2011. "Identifying the global transmission of the 2007-2009 financial crisis in a GVAR model," European Economic Review, Elsevier, vol. 55(3), pages 325-339, April.
    22. Ahmad, Wasim & Sehgal, Sanjay & Bhanumurthy, N.R., 2013. "Eurozone crisis and BRIICKS stock markets: Contagion or market interdependence?," Economic Modelling, Elsevier, vol. 33(C), pages 209-225.
    23. Hyde, Stuart J & Bredin, Don P & Nguyen, Nghia, 2007. "Correlation dynamics between Asia-Pacific, EU and US stock returns," MPRA Paper 9681, University Library of Munich, Germany.
    24. Orlov, Alexei G., 2009. "A cospectral analysis of exchange rate comovements during Asian financial crisis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(5), pages 742-758, December.
    25. el Alaoui, Abdelkader O. & Dewandaru, Ginanjar & Azhar Rosly, Saiful & Masih, Mansur, 2015. "Linkages and co-movement between international stock market returns: Case of Dow Jones Islamic Dubai Financial Market index," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 36(C), pages 53-70.
    26. N'Diaye, Papa & Zhang, Ping & Zhang, Wenlang, 2010. "Structural reform, intra-regional trade, and medium-term growth prospects of East Asia and the Pacific--Perspectives from a new multi-region model," Journal of Asian Economics, Elsevier, vol. 21(1), pages 20-36, February.
    27. Samarakoon, Lalith P., 2011. "Stock market interdependence, contagion, and the U.S. financial crisis: The case of emerging and frontier markets," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(5), pages 724-742.
    28. Hahn Shik Lee, 2004. "International transmission of stock market movements: a wavelet analysis," Applied Economics Letters, Taylor & Francis Journals, vol. 11(3), pages 197-201.
    29. Masih, Rumi & Masih, Abul M. M., 2001. "Long and short term dynamic causal transmission amongst international stock markets," Journal of International Money and Finance, Elsevier, vol. 20(4), pages 563-587, August.
    30. Syriopoulos, Theodore, 2007. "Dynamic linkages between emerging European and developed stock markets: Has the EMU any impact?," International Review of Financial Analysis, Elsevier, vol. 16(1), pages 41-60.
    31. Sharkasi, Adel & Crane, Martin & Ruskin, Heather J. & Matos, Jose A., 2006. "The reaction of stock markets to crashes and events: A comparison study between emerging and mature markets using wavelet transforms," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 368(2), pages 511-521.
    32. Frederic S. Mishkin, 1999. "Global Financial Instability: Framework, Events, Issues," Journal of Economic Perspectives, American Economic Association, vol. 13(4), pages 3-20, Fall.
    33. Harrison Hong & Jeremy C. Stein, 1999. "A Unified Theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets," Journal of Finance, American Finance Association, vol. 54(6), pages 2143-2184, December.
    34. Gallegati, Marco, 2008. "Wavelet analysis of stock returns and aggregate economic activity," Computational Statistics & Data Analysis, Elsevier, vol. 52(6), pages 3061-3074, February.
    35. Mun, Kyung-Chun, 2005. "Contagion and impulse response of international stock markets around the 9-11 terrorist attacks," Global Finance Journal, Elsevier, vol. 16(1), pages 48-68, August.
    36. Kenourgios, Dimitris & Samitas, Aristeidis & Paltalidis, Nikos, 2011. "Financial crises and stock market contagion in a multivariate time-varying asymmetric framework," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(1), pages 92-106, February.
    37. Matthew S. Yiu & Wai-Yip Alex Ho & Lu Jin, 2010. "Dynamic Correlation Analysis of Financial Spillover to Asian and Latin American Markets in Global Financial Turmoil," Working Papers 1001, Hong Kong Monetary Authority.
    38. Mensi, Walid & Hammoudeh, Shawkat & Reboredo, Juan Carlos & Nguyen, Duc Khuong, 2014. "Do global factors impact BRICS stock markets? A quantile regression approach," Emerging Markets Review, Elsevier, vol. 19(C), pages 1-17.
    39. Hammoudeh, Shawkat & Choi, Kyongwook, 2006. "Behavior of GCC stock markets and impacts of US oil and financial markets," Research in International Business and Finance, Elsevier, vol. 20(1), pages 22-44, March.
    40. Go Tamakoshi & Shigeyuki Hamori, 2013. "Volatility and mean spillovers between sovereign and banking sector CDS markets: a note on the European sovereign debt crisis," Applied Economics Letters, Taylor & Francis Journals, vol. 20(3), pages 262-266, February.
    41. Dewandaru, Ginanjar & Masih, Rumi & Masih, Mansur, 2017. "Regional spillovers across transitioning emerging and frontier equity markets: A multi-time scale wavelet analysis," Economic Modelling, Elsevier, vol. 65(C), pages 30-40.
    42. Rizvi, Syed Aun R. & Arshad, Shaista & Alam, Nafis, 2015. "Crises and contagion in Asia Pacific — Islamic v/s conventional markets," Pacific-Basin Finance Journal, Elsevier, vol. 34(C), pages 315-326.
    43. Loh, Lixia, 2013. "Co-movement of Asia-Pacific with European and US stock market returns: A cross-time-frequency analysis," Research in International Business and Finance, Elsevier, vol. 29(C), pages 1-13.
    44. Korkmaz, Turhan & Çevik, Emrah İ. & Atukeren, Erdal, 2012. "Return and volatility spillovers among CIVETS stock markets," Emerging Markets Review, Elsevier, vol. 13(2), pages 230-252.
    45. Abugri, Benjamin A., 2008. "Empirical relationship between macroeconomic volatility and stock returns: Evidence from Latin American markets," International Review of Financial Analysis, Elsevier, vol. 17(2), pages 396-410.
    46. Tai, Chu-Sheng, 2007. "Market integration and contagion: Evidence from Asian emerging stock and foreign exchange markets," Emerging Markets Review, Elsevier, vol. 8(4), pages 264-283, December.
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