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Quasi-Hadamard differentiability of general risk functionals and its application

Volker Kr\"atschmer, Alexander Schied and Henryk Z\"ahle

Papers from arXiv.org

Abstract: We apply a suitable modification of the functional delta method to statistical functionals that arise from law-invariant coherent risk measures. To this end we establish differentiability of the statistical functional in a relaxed Hadamard sense, namely with respect to a suitably chosen norm and in the directions of a specifically chosen "tangent space". We show that this notion of quasi-Hadamard differentiability yields both strong laws and limit theorems for the asymptotic distribution of the plug-in estimators. Our results can be regarded as a contribution to the statistics and numerics of risk measurement and as a case study for possible refinements of the functional delta method through fine-tuning the underlying notion of differentiability

Date: 2014-01, Revised 2015-02
New Economics Papers: this item is included in nep-ecm and nep-rmg
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Citations: View citations in EconPapers (3)

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