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Hybrid correlation matrices: Integrating available implied volatility data into a historical correlation matrix is an essential part of calibrating a Monte Carlo credit value adjustment pricing simulation at the portfolio level, but can yield nonsensical results. The authors use principal components analysis and implied time series to ensure the output conforms to the properties of a correlation matrix
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