The Structure and Degree of Dependence - A Quantile Regression Approach
AbstractThe copula function defines the degree of dependence and the structure of dependence. This paper proposes an alternative framework to decompose the dependence using quantile regression. It is demonstrated that the methodology provides a detailed picture of dependence including asymmetric and non-linear relationships. In addition, changes in the degree or structure of dependence can be modelled and tested for each quantile of the distribution. The empirical part applies the framework to three different sets of financial time-series and demonstrates substantial differences in dependence patterns among asset classes and through time. The analysis of 54 global equity markets shows that detailed information about the structure of dependence is crucial to adequately assess the benefits of diversification in normal times and crisis times.
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Bibliographic InfoPaper provided by Finance Discipline Group, UTS Business School, University of Technology, Sydney in its series Working Paper Series with number 170.
Date of creation: 01 Aug 2012
Date of revision:
Publication status: Published as: Baur, D. G., 2013, "The Structure and Degree of Dependence - A Quantile Regression Approach", Journal of Banking and Finance, 37(3), 786-798.
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quantile regression; copula; dependence modelling; tail dependence; contagion; financial crises;
Other versions of this item:
- Baur, Dirk G., 2013. "The structure and degree of dependence: A quantile regression approach," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 786-798.
- C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models &bull Diffusion Processes
- G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
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- Markus K. Brunnermeier & Lasse Heje Pedersen, 2007.
"Market Liquidity and Funding Liquidity,"
NBER Working Papers
12939, National Bureau of Economic Research, Inc.
- Koenker,Roger, 2005.
Cambridge University Press, number 9780521608275.
- Nguyen, Cuong C. & Bhatti, M. Ishaq, 2012. "Copula model dependency between oil prices and stock markets: Evidence from China and Vietnam," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 758-773.
- Ling Hu, 2006. "Dependence patterns across financial markets: a mixed copula approach," Applied Financial Economics, Taylor & Francis Journals, vol. 16(10), pages 717-729.
- Kee-Hong Bae & G. Andrew Karolyi & Rene M. Stulz, 2000.
"A New Approach to Measuring Financial Contagion,"
NBER Working Papers
7913, National Bureau of Economic Research, Inc.
- Taimur Baig & Ilan Goldfajn, 1998.
"Financial Market Contagion in the Asian Crisis,"
IMF Working Papers
98/155, International Monetary Fund.
- Andrew J. Patton, 2006. "Estimation of multivariate models for time series of possibly different lengths," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(2), pages 147-173.
- Rodriguez, Juan Carlos, 2007. "Measuring financial contagion: A Copula approach," Journal of Empirical Finance, Elsevier, vol. 14(3), pages 401-423, June.
- Xiaohong Chen & Roger Koenker & Zhijie Xiao, 2008.
"Copula-Based Nonlinear Quantile Autoregression,"
Boston College Working Papers in Economics
691, Boston College Department of Economics.
- Xiaohong Chen & Roger Koenker & Zhijie Xiao, 2008. "Copula-based nonlinear quantile autoregression," CeMMAP working papers CWP27/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Xiaohong Chen & Roger Koenker & Zhijie Xiao, 2008. "Copula-Based Nonlinear Quantile Autoregression," Cowles Foundation Discussion Papers 1679, Cowles Foundation for Research in Economics, Yale University.
- François Longin, 2001. "Extreme Correlation of International Equity Markets," Journal of Finance, American Finance Association, vol. 56(2), pages 649-676, 04.
- Albert S. Kyle, 2001. "Contagion as a Wealth Effect," Journal of Finance, American Finance Association, vol. 56(4), pages 1401-1440, 08.
- Brian H. Boyer & Tomomi Kumagai & Kathy Yuan, 2006. "How Do Crises Spread? Evidence from Accessible and Inaccessible Stock Indices," Journal of Finance, American Finance Association, vol. 61(2), pages 957-1003, 04.
- Koedijk, Kees & Kole, Erik & Verbeek, Marno, 2006.
"Selecting Copulas for Risk Management,"
CEPR Discussion Papers
5652, C.E.P.R. Discussion Papers.
- Chia-Chang Chuang & Chung-Ming Kuan & Hsin-yi Lin, 2007.
"Causality in Quantiles and Dynamic Stock Return-Volume Relations,"
IEAS Working Paper : academic research
07-A006, Institute of Economics, Academia Sinica, Taipei, Taiwan.
- Chuang, Chia-Chang & Kuan, Chung-Ming & Lin, Hsin-Yi, 2009. "Causality in quantiles and dynamic stock return-volume relations," Journal of Banking & Finance, Elsevier, vol. 33(7), pages 1351-1360, July.
- Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2005.
"'Some contagion, some interdependence': More pitfalls in tests of financial contagion,"
Journal of International Money and Finance,
Elsevier, vol. 24(8), pages 1177-1199, December.
- Corsetti, Giancarlo & Pericoli, Marcello & Sbracia, Massimo, 2002. "Some Contagion, Some Interdependence: More Pitfalls in Tests of Financial Contagion," CEPR Discussion Papers 3310, C.E.P.R. Discussion Papers.
- Sheppard, Kevin & Cappiello, Lorenzo & Engle, Robert F., 2003.
"Asymmetric dynamics in the correlations of global equity and bond returns,"
Working Paper Series
0204, European Central Bank.
- Lorenzo Cappiello & Robert F. Engle & Kevin Sheppard, 2006. "Asymmetric Dynamics in the Correlations of Global Equity and Bond Returns," Journal of Financial Econometrics, Society for Financial Econometrics, vol. 4(4), pages 537-572.
- Mardi Dungey & Renee Fry & Brenda Gonzalez-Hermosillo & Vance Martin, 2005.
"Empirical modelling of contagion: a review of methodologies,"
Taylor & Francis Journals, vol. 5(1), pages 9-24.
- Martin, V. & Dungey & M., 2004. "Empirical Modelling of Contagion: A Review of Methodologies," Econometric Society 2004 Far Eastern Meetings 574, Econometric Society.
- Vance L. Martin & Brenda Gonzalez-Hermosillo, & Mardi Dungey & Renee A. Fry, 2004. "Empirical Modelling of Contagion: A Review of Methodologies," Econometric Society 2004 Australasian Meetings 243, Econometric Society.
- Ang, Andrew & Chen, Joseph, 2002. "Asymmetric correlations of equity portfolios," Journal of Financial Economics, Elsevier, vol. 63(3), pages 443-494, March.
- Marcello Pericoli & Massimo Sbracia, 2003.
"A Primer on Financial Contagion,"
Journal of Economic Surveys,
Wiley Blackwell, vol. 17(4), pages 571-608, 09.
- Chollete, Lorán & de la Peña, Victor & Lu, Ching-Chih, 2011. "International diversification: A copula approach," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 403-417, February.
- Ser-Huang Poon, 2004. "Extreme Value Dependence in Financial Markets: Diagnostics, Models, and Financial Implications," Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 581-610.
- Bhatti, M. Ishaq & Nguyen, Cuong C., 2012. "Diversification evidence from international equity markets using extreme values and stochastic copulas," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(3), pages 622-646.
- Baur, Dirk G. & Fry, Renée A., 2009. "Multivariate contagion and interdependence," Journal of Asian Economics, Elsevier, vol. 20(4), pages 353-366, September.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- René Garcia & Georges Tsafack, 2009.
"Dependence Structure and Extreme Comovements in International Equity and Bond Markets,"
CIRANO Working Papers
- Garcia, René & Tsafack, Georges, 2011. "Dependence structure and extreme comovements in international equity and bond markets," Journal of Banking & Finance, Elsevier, vol. 35(8), pages 1954-1970, August.
- Baur, Dirk & Schulze, Niels, 2005. "Coexceedances in financial markets--a quantile regression analysis of contagion," Emerging Markets Review, Elsevier, vol. 6(1), pages 21-43, April.
- Lee, Bong Soo & Li, Ming-Yuan Leon, 2012. "Diversification and risk-adjusted performance: A quantile regression approach," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 2157-2173.
- Walid Mensi & Shawkat Hammoudeh & Juan Carlos Reboredo & Duc Khuong Nguyen, 2014.
"Do global factors impact BRICS stock markets? A quantile regression approach,"
2014-159, Department of Research, Ipag Business School.
- 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.
- Elie I Bouri, 2013. "Correlation and Volatility of the MENA Equity Markets in Turbulent Periods, and Portfolio Implications," Economics Bulletin, AccessEcon, vol. 33(2), pages 1575-1593.
- Edgardo Cayon & Susan Thorp, 2013. "Financial Autarchy as Contagion Prevention: The Case of Colombian Pension Funds," Research Paper Series 323, Quantitative Finance Research Centre, University of Technology, Sydney.
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