Title of article :
Efficient risk simulations for linear asset portfolios in the t-copula model
Author/Authors :
Halis Sak، نويسنده , , Wolfgang H?rmann، نويسنده , , Josef Leydold، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2010
Abstract :
We consider the problem of calculating tail probabilities of the returns of linear asset portfolios. As a flexible and accurate model for the logarithmic returns we use the t-copula dependence structure and marginals following the generalized hyperbolic distribution. Exact calculation of the tail-loss probabilities is not possible and even simulation leads to challenging numerical problems. Applying a new numerical inversion method for the generation of the marginals and importance sampling with carefully selected mean shift we develop an efficient simulation algorithm. Numerical results for a variety of realistic portfolio examples show an impressive performance gain.
Keywords :
risk management , Importance sampling , Linear asset portfolio , t-Copula , Generalized hyperbolic distribution
Journal title :
European Journal of Operational Research
Journal title :
European Journal of Operational Research