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The Generalized Hyperbolic Skew Student's t-Distribution

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Author Info
Kjersti Aas
Ingrid Hobaek Haff
Abstract

In this article we argue for a special case of the generalized hyperbolic (GH) family that we denote as the GH skew Student's t-distribution. This distribution has the important property that one tail has polynomial and the other exponential behavior. Further, it is the only subclass of the GH family of distributions having this property. Although the GH skew Student's t-distribution has been previously proposed in the literature, it is not well known, and specifically, its special tail behavior has not been addressed. This article presents empirical evidence of exponential/polynomial tail behavior in skew financial data, and demonstrates the superiority of the GH skew Student's t-distribution with respect to data fit compared with some of its competitors. Through VaR and expected shortfall calculations we show why the exponential/polynomial tail behavior is important in practice. Copyright 2006, Oxford University Press.

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File URL: http://hdl.handle.net/10.1093/jjfinec/nbj006
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Article provided by Oxford University Press in its journal Journal of Financial Econometrics.

Volume (Year): 4 (2006)
Issue (Month): 2 ()
Pages: 275-309
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Handle: RePEc:oup:jfinec:v:4:y:2006:i:2:p:275-309

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  1. Dongming Zhu & John Galbraith, 2009. "Forecasting Expected Shortfall with a Generalized Asymmetric Student-t Distribution," CIRANO Working Papers 2009s-24, CIRANO. [Downloadable!]
    Other versions:
  2. Dongming Zhu & John Galbraith, 2009. "A Generalized Asymmetric Student-t Distribution with Application to Financial Econometrics," CIRANO Working Papers 2009s-13, CIRANO. [Downloadable!]
    Other versions:
  3. Siddhartha Chib & Yasuhiro Omori & Manabu Asai, 2007. "Multivariate stochastic volatility," CIRJE F-Series CIRJE-F-488, CIRJE, Faculty of Economics, University of Tokyo. [Downloadable!]
  4. Ivana Komunjer, 2007. "Asymmetric power distribution: Theory and applications to risk measurement," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(5), pages 891-921. [Downloadable!]
    Other versions:
  5. Matthias Fischer, 2007. "Are Correlations Constant Over Time? Application of the CC-TRIGt-test to Return Series from Different Asset Classes," SFB 649 Discussion Papers SFB649DP2007-012, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany. [Downloadable!]
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