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Dynamic Conditional Correlation - A Simple Class of Multivariate GARCH Models

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Author Info
Robert F. Engle

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Abstract

Time varying correlations are often estimated with Multivariate Garch models that are linear in squares and cross products of returns. A new class of multivariate models called dynamic conditional correlation (DCC) models is proposed. These have the flexibility of univariate GARCH models coupled with parsimonious parametric models for the correlations. They are not linear but can often be estimated very simply with univariate or two step methods based on the likelihood function. It is shown that they perform well in a variety of situations and give sensible empirical results.

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Paper provided by Department of Economics, UC San Diego in its series University of California at San Diego, Economics Working Paper Series with number 2000-09.

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Date of creation: May 2000
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Handle: RePEc:cdl:ucsdec:2000-09

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  2. Jonathan Heathcote & Fabrizio Perri, 2001. "Financial Globalization and Real Regionalization," Working Papers 01-11, New York University, Leonard N. Stern School of Business, Department of Economics. [Downloadable!]
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  3. Matteo Manera & Massimo Giovannini & Margherita Grasso & Alessandro Lanza, 2004. "Conditional Correlations in the Returns on Oil Companies Stock Prices and Their Determinants," Working Papers 2004.71, Fondazione Eni Enrico Mattei. [Downloadable!]
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  4. Coe, P.J. & Pesaran, M.H. & Vahey, S.P., 2003. "Scope for Cost Minimization in Public Debt Management: the Case of the UK," Cambridge Working Papers in Economics 0338, Faculty of Economics, University of Cambridge. [Downloadable!]
  5. Michel Beine & Pierre-Yves Preumont & Ariane Szafarz, 2006. "Sector diversification during crises: A European perspective," Working Papers DULBEA 06-07.RS, Université libre de Bruxelles, Department of Applied Economics (DULBEA). [Downloadable!]
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  6. Olivier Ledoit & Pedro Santa Clara & Michael Wolf, 2001. "Flexible Multivariate GARCH Modeling with an Application to International Stock Markets," Economics Working Papers 578, Department of Economics and Business, Universitat Pompeu Fabra. [Downloadable!]
  7. Kevin Sheppard & Robert F. Engle & Lorenzo Cappiello, 2003. "Asymmetric dynamics in the correlations of global equity and bond returns," Working Paper Series 204, European Central Bank. [Downloadable!]
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  8. Pesaran, M Hashem & Zaffaroni, Paolo, 2005. "Model Averaging and Value-at-Risk Based Evaluation of Large Multi-Asset Volatility Models for Risk Management," CEPR Discussion Papers 5279, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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  9. Simone Manganelli & Vladimiro Ceci & Walter Vecchiato, 2002. "Sensitivity analysis of volatility - a new tool for risk management," Working Paper Series 194, European Central Bank. [Downloadable!]
  10. Filip Iorgulescu, 2009. "Value at Risk: A Comparative Analysis," Advances in Economic and Financial Research - DOFIN Working Paper Series 25, Bucharest University of Economics, Center for Advanced Research in Finance and Banking - CARFIB. [Downloadable!]
  11. Elena Andreou & Eric Ghysels, 2002. "Tests for Breaks in the Conditional Co-movements of Asset Returns," CIRANO Working Papers 2002s-59, CIRANO. [Downloadable!]
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  12. Matteo Manera & Alessandro Lanza & Michael McAleer, 2004. "Modelling Dynamic Conditional Correlations in WTI Oil Forward and Futures Returns," Working Papers 2004.72, Fondazione Eni Enrico Mattei. [Downloadable!]
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  13. Lucia Alessi & Matteo Barigozzi & Marco Capasso, 2006. "Dynamic Factor GARCH: Multivariate Volatility Forecast for a Large Number of Series," LEM Papers Series 2006/25, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy. [Downloadable!]
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This page was last updated on 2009-11-17.


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