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Abstract The authors present an alternative representation of risk measures originally defined in terms of expectations with respect to distorted probabilities. They also show that the right-tail, left-tail, and two-sided deviations/indices suggested by Wang (1998) can be represented in this alternative form. Empirical estimators for these quantities are proposed and their properties explored.
Jones et al. (Wed,) studied this question.