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Sign- and Volatility-Switching ARCH Models: Theory and Applications to International Stock Markets

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Fornari, Fabio
Mele, Antonio

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Abstract

This paper develops two conditionally heteroscedastic models which allow an asymmetric reaction of the conditional volatility to the arrival of news. Such a reaction is induced by both the sign of past shocks and the size of past unexpected volatility. The proposed models are shown to converge in distribution to absolutely continuous Ito diffusion processes, as happens for other heteroscedastic formulations. One of the schemes developed in the paper--the Volatility-switching ARCH--differs from the existing asymmetric models insofar as it is able to capture a particular aspect of the behaviour of the volatilities, i.e., the reversion of their asymmetric reaction to news. Empirical evidence from stock market returns in six countries shows that such a model outperforms traditional asymmetric ARCH equations.

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File URL: http://qed.econ.queensu.ca:80/jae/1997-v12.1/
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Article provided by John Wiley & Sons, Ltd. in its journal Journal of Applied Econometrics.

Volume (Year): 12 (1997)
Issue (Month): 1 (Jan.-Feb.)
Pages: 49-65
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Handle: RePEc:jae:japmet:v:12:y:1997:i:1:p:49-65

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  1. Kulp-Tåg, Sofie, 2007. "Short-Horizon Asymmetric Mean-Reversion and Overreactions: Evidence from the Nordic Stock Markets," Working Papers 524, Hanken School of Economics. [Downloadable!]
  2. Ana Filipa Carvalho & José Sá da Costa & José Assis Lopes, 2006. "A systematic modelling strategy for futures markets volatility," Applied Financial Economics, Taylor and Francis Journals, vol. 16(11), pages 819-833, July. [Downloadable!] (restricted)
  3. Antonio Mele & Fabio Fornari, 1999. "ARCH Models and Option Pricing: the Continuous-Time Connection," Computing in Economics and Finance 1999 113, Society for Computational Economics. [Downloadable!]
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  4. He, Changli & Teräsvirta, Timo, 1997. "Properties of Moments of a Family of GARCH Processes," Working Paper Series in Economics and Finance 198, Stockholm School of Economics.
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  5. Kian Teng Kwek & Kuan Nee Koay, 2006. "Exchange rate volatility and volatility asymmetries: an application to finding a natural dollar currency," Applied Economics, Taylor and Francis Journals, vol. 38(3), pages 307-323, February. [Downloadable!] (restricted)
  6. Qingfeng Liu & Kimio Morimune, 2005. "A Modified GARCH Model with Spells of Shocks," Asia-Pacific Financial Markets, Springer, vol. 12(1), pages 29-44, March. [Downloadable!] (restricted)
  7. Nikiforos T. Laopodis, 2001. "Time-Varying Behavior And Asymmetry In Ems Exchange Rates," International Economic Journal, Korean International Economic Association, vol. 15(4), pages 81-94, December. [Downloadable!] (restricted)
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