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Varianza condicional de medias móviles no-lineales

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Author Info

  • Daniel Ventosa-Santaulària

    ()
    (Escuela de Economía Universidad de Guanajuato.)

  • Alfonso Mendoza Velázquez

    ()
    (Departamento de Economía y Centro de Investigación e Inteligencia Económica (CIIE), Universidad Popular Autónoma del Estado de Puebla.)

  • Manuel Gómez-Zaldívar

    ()
    (Escuela de Economía Universidad de Guanajuato.)

Abstract

We present a new heteroskedastic conditional variance model using NonLinear Moving Average as the basis for this specification [NLMACH(q)]. The typical problem of this class of models-i.e., noninvertibility—is solved by means of an intuitive parametric restriction; this allows us to use Maximum Likelihood as the estimation procedure. The statistical properties of the new model are both simple and attractive for empirical purposes in finance: a natural fat-tailed distribution stands out. The Autocorrelation Function of the squared process allows us for identification of the number of lags to be included in the new specification. In addition, we present several Monte Carlo experiments where the properties of the model using finite samples are exhibited. Finally, an empirical application using exchange rates and capital market bonds is shown.

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File URL: http://www.economia.uanl.mx/revistaensayos/xxvii/2/Varianza-condicional.pdf
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Bibliographic Info

Article provided by Universidad Autonoma de Nuevo Leon, Facultad de Economia in its journal Ensayos Revista de Economia.

Volume (Year): XXVII (2008)
Issue (Month): 2 (November)
Pages: 29-48

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Handle: RePEc:ere:journl:v:xxvii:y:2008:i:2:p:29-48

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Related research

Keywords: Conditionally Heteroskedastic Models; NLMACH(q); Volatility; Fat-tailed Distributions;

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  1. Franses,Philip Hans & Dijk,Dick van, 2000. "Non-Linear Time Series Models in Empirical Finance," Cambridge Books, Cambridge University Press, number 9780521770415, October.
  2. Baillie, Richard T. & Bollerslev, Tim & Mikkelsen, Hans Ole, 1996. "Fractionally integrated generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 74(1), pages 3-30, September.
  3. Robinson, P. M., 1977. "The estimation of a nonlinear moving average model," Stochastic Processes and their Applications, Elsevier, vol. 5(1), pages 81-90, February.
  4. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-70, March.
  5. Tim Bollerslev, 1986. "Generalized autoregressive conditional heteroskedasticity," EERI Research Paper Series EERI RP 1986/01, Economics and Econometrics Research Institute (EERI), Brussels.
  6. Engle, Robert F & Lilien, David M & Robins, Russell P, 1987. "Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model," Econometrica, Econometric Society, vol. 55(2), pages 391-407, March.
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