Spectral risk measures and portfolio selection |
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Authors: | Alexandre Adam Mohamed Houkari Jean-Paul Laurent |
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Affiliation: | 1. Financial Models, Group ALM, BNP Paribas, 3 rue d’Antin, 75078 Paris Cedex 02, France;2. ISFA Actuarial School, Université Lyon 1, Université de Lyon, 50, Avenue Tony Garnier, 69007 Lyon, France |
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Abstract: | This paper deals with risk measurement and portfolio optimization under risk constraints. Firstly we give an overview of risk assessment from the viewpoint of risk theory, focusing on moment-based, distortion and spectral risk measures. We subsequently apply these ideas to an asset management framework using a database of hedge funds returns chosen for their non-Gaussian features. We deal with the problem of portfolio optimization under risk constraints and lead a comparative analysis of efficient portfolios. We show some robustness of optimal portfolios with respect to the choice of risk measure. Unsurprisingly, risk measures that emphasize large losses lead to slightly more diversified portfolios. However, risk measures that account primarily for worst case scenarios overweight funds with smaller tails which mitigates the relevance of diversification. |
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Keywords: | C61 D81 D84 G11 |
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