Efficient risk simulations for linear asset portfolios in the t-copula model |
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Authors: | Halis Sak, Wolfgang H rmann,Josef Leydold |
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Affiliation: | aDepartment of Statistics and Mathematics, WU (Vienna University of Economics and Business), Augasse 2-6, A-1090 Wien, Austria;bDepartment of Industrial Engineering, Boğaziçi University, 34342 Bebek-İstanbul, Turkey |
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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. |
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Keywords: | Risk management Importance sampling Linear asset portfolio t-Copula Generalized hyperbolic distribution |
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