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Simulations with Exact Means and Covariances

Attilio Meucci
Bloomberg ALPHA, Portfolio Analytics and Risk


June 7, 2009

Bloomberg Portfolio Research Paper No. 2009-06-FRONTIERS

Abstract:     
We present a simple method to generate scenarios from multivariate elliptical distributions where the sample mean and covariances match the respective population moments. This methodology easily applies to large numbers of scenarios and large-dimensional distributions. We show an application to the risk management of a book of options.

Keywords: matrix Riccati equation, antithetic variables, affine equivariance, affine transformations, copula-marginal factorization, correlation stress-testing

JEL Classifications: C1, G11

Working Paper Series

Date posted: June 08, 2009 ; Last revised: August 28, 2009

Suggested Citation

Meucci, Attilio, Simulations with Exact Means and Covariances (June 7, 2009). Bloomberg Portfolio Research Paper No. 2009-06-FRONTIERS. Available at SSRN: http://ssrn.com/abstract=1415699


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Attilio Meucci (Contact Author)
Bloomberg ALPHA, Portfolio Analytics and Risk ( email )
731 Lexington Avenue
New York, NY 10022
United States
HOME PAGE: http://www.symmys.com
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