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Approximating the probability distribution of functions of random variables: A new approach

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Author Info
Eric Ghysels
Anders Eriksson Lars Forsberg

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Abstract

We introduce a new approximation method for the distribution of functions of random variables that are real-valued. The approximation involves moment matching and exploits properties of the class of normal inverse Gaussian distributions. In the paper we we examine the how well the different approximation methods can capture the tail behavior of a function of random variables relative each other. This is obtain done by simulate a number functions of random variables and then investigate the tail behavior for each method. Further we also focus on the regions of unimodality and positive definiteness of the different approximation methods. We show that the new method provides equal or better approximations than Gram-Charlier and Edgeworth expansio

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Paper provided by Econometric Society in its series Econometric Society 2004 Far Eastern Meetings with number 503.

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Date of creation: 11 Aug 2004
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Handle: RePEc:ecm:feam04:503

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Keywords: Approximation of random variables;

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Find related papers by JEL classification:
C0 - Mathematical and Quantitative Methods - - General
C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General

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  1. Lillestøl, Jostein, 2007. "Some new bivariate IG and NIG-distributions for modelling covariate nancial returns," Discussion Papers 2007/1, Department of Finance and Management Science, Norwegian School of Economics and Business Administration. [Downloadable!]
  2. Francisco Javier Mencía & Enrique Sentana, 2004. "Estimation And Testing Of Dynamic Models With Generalised Hyperbolic Innovations," Working Papers wp2004_0411, CEMFI. [Downloadable!]
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This page was last updated on 2009-11-25.


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