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Robust dependence modeling for high-dimensional covariance matrices with financial applications

Robust dependence modeling for high-dimensional covariance matrices with financial applications

A very important problem in finance is the construction of portfolios of assets that balance risk and reward in an optimal way. A critical issue in portfolio development is how to address data outliers that reflect very unusual, generally non-recurring, market conditions. Should we allow these to have a significant …