Monday, August 10, 2009

Simulations with Exact Means and Covariances

Simulations with Exact Means and Covariances

Attilio Meucci
Bloomberg ALPHA, Portfolio Analytics and Risk


June 7, 2009

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

For the paper, pls see
For the code, pls see

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