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Measuring comovements by regression quantiles

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Author Info
Lorenzo Cappiello () (DG-Research, European Central Bank, Kaiserstrasse 29, 60311 Frankfurt am Main, Germany)
Bruno Gérard () (Department of Finance and CentER,Tilburg University, and Norwegian School of Management BI, Elias Smiths vei 18, Box 580 N-1302 Sandvika, Norway)
Simone Manganelli () (DG-Research, European Central Bank, Kaiserstrasse 29, 60311 Frankfurt am Main, Germany)

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Abstract

This paper develops a rigorous econometric framework to investigate the structure of codependence between random variables and to test whether it changes over time. Our approach is based on the computation - over both a test and a benchmark period - of the conditional probability that a random variable yt is lower than a given quantile, when the other random variable xt is also lower than its corresponding quantile, for any set of prespecified quantiles. Time-varying conditional quantiles are modeled via regression quantiles. The conditional probability is estimated through a simple OLS regression. We illustrate the methodology by investigating the impact of the crises of the 1990s on the major Latin American equity markets returns. Our results document significant increases in equity return co-movements during crises consistent with the presence of financial contagion.

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Paper provided by European Central Bank in its series Working Paper Series with number 501.

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Length: 48 pages
Date of creation: Jul 2005
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Handle: RePEc:ecb:ecbwps:20050501

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Related research
Keywords: Codependence; semi-parametric; conditional quantiles.;

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Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions
G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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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.:
  1. Barry Eichengreen & Andrew K. Rose & Charles Wyplosz, 1996. "Contagious Currency Crises," NBER Working Papers 5681, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
  2. Mardi Dungey & Renee Fry & Vance Martin & Brenda González-Hermosillo, 2004. "Empirical Modeling of Contagion: A Review of Methodologies," IMF Working Papers 04/78, International Monetary Fund. [Downloadable!]
    Other versions:
  3. Len Umantsev & Victor Chernozhukov, 2001. "Conditional value-at-risk: Aspects of modeling and estimation," Empirical Economics, Springer, vol. 26(1), pages 271-292. [Downloadable!] (restricted)
  4. 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. [Downloadable!] (restricted)
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  5. Andrew Ang & Geert Bekaert, 2002. "International Asset Allocation With Regime Shifts," Review of Financial Studies, Oxford University Press for Society for Financial Studies, vol. 15(4), pages 1137-1187.
  6. Olivier de Bandt & Philipp Hartmann, 2000. "Systemic risk: a survey," Working Paper Series 35, European Central Bank. [Downloadable!]
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  7. Matteo Ciccarelli & Alessandro Rebucci, 2003. "Measuring contagion with a Bayesian; time-varying coefficient model," Working Paper Series 263, European Central Bank. [Downloadable!]
    Other versions:
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Cited by:
(explanations, 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.)

  1. Lorenzo Cappiello & Bruno Gérard & Arjan Kadareja & Simone Manganelli, 2006. "Financial integration of new EU Member States," Working Paper Series 683, European Central Bank. [Downloadable!]
  2. Beine Michel & Cosma Antonio & Vermeulen Robert, 2008. "The Dark Side of Global Integration: Increasing Tail Dependence," CREA Discussion Paper Series 08-03, Center for Research in Economic Analysis, University of Luxembourg. [Downloadable!]
  3. Paulo Horta & Carlos Mendes & Isabel Vieira, 2008. "Contagion effects of the US Subprime Crisis on Developed Countries," CEFAGE-UE Working Papers 2008_08, University of Evora, CEFAGE-UE (Portugal). [Downloadable!]
  4. Manner, Hans & Candelon, Bertrand, 2007. "Testing for Asset Market Linkages: A new Approach based on Time-Varying Copulas," Research Memoranda 052, Maastricht : METEOR, Maastricht Research School of Economics of Technology and Organization. [Downloadable!]
  5. Pilar Abad & Helena Chuliá & Marta Gomez-Puig, 2009. "EMU and European Government Bond Market Integration," Working Paper Series 1079, European Central Bank. [Downloadable!]
  6. Lucía Cuadro Sáez & Marcel Fratzscher & Christian Thimann, 2007. "The transmission of emerging market shocks to global equity markets," Banco de España Working Papers 0727, Banco de España. [Downloadable!]
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