Caiado, Jorge and Crato, Nuno (2008): Identifying the evolution of stock markets stochastic structure after the euro.
Preview |
PDF
MPRA_paper_6609.pdf Download (142kB) | Preview |
Abstract
Previous studies have investigated the comovements of international equity markets by using correlation, cointegration, common factor analysis, and other approaches. In this paper, we investigate the stochastic structure of major euro and non-euro area stock market series from 1994 to 2006, by using cluster analysis techniques for time series. We use an interpolated-periodogram based metric for level and squared returns in order to compute distances between the stock markets. This method captures the stochastic dependence structure of the time series and solves the shortcoming of unequal sample sizes found for different countries. The clusters of countries are formed by the dendrogram and the principal coordinates associated with the sample spectrum for both the series of returns and volatilities. The empirical results suggest that the cross-country groups have become considerably more homogeneous with the introduction of the euro as an electronic currency. For reference, we also explore the pairwise correlations among the series.
Item Type: | MPRA Paper |
---|---|
Original Title: | Identifying the evolution of stock markets stochastic structure after the euro |
Language: | English |
Keywords: | Cluster analysis; Euro area; International stock markets; Periodogram; Stock returns; Volatility |
Subjects: | C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C32 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes ; State Space Models G - Financial Economics > G1 - General Financial Markets > G15 - International Financial Markets |
Item ID: | 6609 |
Depositing User: | Jorge Caiado |
Date Deposited: | 07 Jan 2008 04:31 |
Last Modified: | 27 Sep 2019 22:07 |
References: | Baele, L., Ferrando, A., Hördahl, P., Krylova, E. and Monnet, C. (2004). "Measuring financial integration in the euro area", Occasional Paper Series No. 14, European Central Bank. Bessler, D. and Yang, J. (2003). "The structure of interdependence in international stock markets", Journal of International Money and Finance, 22, 261-287. Bonanno G., Lillo F., and Mantegna, R. N. (2001). "High-frequency cross-correlation in a set of stocks", Quantitative Finance, 1, 96-104. Caiado, J., Crato, N. and Peña, D. (2006). "A periodogram-based metric for time series classification", Computational Statistics & Data Analysis, 50, 2668-2684. Caiado, J., Crato, N. and Peña, D. (2007). "Comparison of time series with unequal length", manuscript. Engle, R. and Susmel, R. (1993). "Common volatility in international equity markets", Journal of Business & Economic Statistics, 11, 167-176. Hui, T. (2005). "Portfolio diversification: a factor analysis approach", Applied Financial Economics, 15, 821-834. Johnson, R. A. and Wichern, D. W. (1992). Applied Multivariate Statistical Analysis. 3rd Ed., Englewood Cliffs, Prentice-Hall. Karolyi, G. and Stulz, R. (1996). "Why do markets move together? An investigation of U.S.-Japan return comovements", The Journal of Finance, 51, 951-986. Lin, W., Engle, R. and Ito, T. (1994). "Do bulls and bears move across borders? International transmission of stock returns and volatility", The Review of Financial Studies, 7, 507-538. Longin, F. and Solnik, B. (1995). "Is the correlation in international equity returns constant: 1960-1990?", Journal of International Money and Finance, 14, 3-26. Mantegna, R. N. (1999). "Hierarchical structure in financial markets", The European Physical Journal B, 11, 193-197. Morana, C. and Beltratti, A. (2007). "Comovements in international stock markets", Journal of International Financial Markets, Institutions and Money, in press. Rita, D. and Costantini, M. (2006). "Comovements and correlations in international stock markets", The European Journal of Finance, 12, 567-582. Syriopoulos, T. (2004). "International portfolio diversification to Central European stock markets", Applied Financial Economics, 14, 1253-1268. Tahai, A., Rutledge, R. and Karim, K. (2004). "An examination of financial integration for the group of seven (G7) industrialized countries using an I(2) cointegration model", Applied Financial Economics, 14, 327-335. Voronkova, S. (2004). "Equity market integration in Central European emerging markets: A cointegration analysis with shifting regimes", International Review of Financial Analysis, 13, 633-647. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/6609 |