In the statistical and actuarial literature, Lp-quantiles, p∈[1,+∞), represent an important class of risk measures defined through an asymmetric p-power loss function that generalize the classical (L1-)quantiles. By exploiting inter-order relations between partial moments, we show that for a Student's t distribution with ν∈[1,+∞) degrees of freedom the Lν−j-quantile and the Lj+1-quantile always coincide for any j∈[0,ν−1]. For instance, for a Student's t distribution with 4 degrees of freedom, the L4-quantile and L1-quantile are equal and the same holds for the L3-quantile and L2-quantile; for this distribution, closed form expressions for the Lp-quantile, p=1,2,3,4 are provided. Explicit formulas for the central moments are also established. The usefulness of exact formulas is illustrated on real-world financial data.

Inter-order relations between equivalence for Lp-quantiles of the Student's t distribution / Bignozzi, V.; Merlo, L.; Petrella, L.. - In: INSURANCE MATHEMATICS & ECONOMICS. - ISSN 0167-6687. - 116:(2024), pp. 44-50. [10.1016/j.insmatheco.2024.02.001]

Inter-order relations between equivalence for Lp-quantiles of the Student's t distribution

Bignozzi V.;Merlo L.;Petrella L.
2024

Abstract

In the statistical and actuarial literature, Lp-quantiles, p∈[1,+∞), represent an important class of risk measures defined through an asymmetric p-power loss function that generalize the classical (L1-)quantiles. By exploiting inter-order relations between partial moments, we show that for a Student's t distribution with ν∈[1,+∞) degrees of freedom the Lν−j-quantile and the Lj+1-quantile always coincide for any j∈[0,ν−1]. For instance, for a Student's t distribution with 4 degrees of freedom, the L4-quantile and L1-quantile are equal and the same holds for the L3-quantile and L2-quantile; for this distribution, closed form expressions for the Lp-quantile, p=1,2,3,4 are provided. Explicit formulas for the central moments are also established. The usefulness of exact formulas is illustrated on real-world financial data.
2024
Expectiles; Generalized quantiles; Partial moments; Quantiles; Risk measures
01 Pubblicazione su rivista::01a Articolo in rivista
Inter-order relations between equivalence for Lp-quantiles of the Student's t distribution / Bignozzi, V.; Merlo, L.; Petrella, L.. - In: INSURANCE MATHEMATICS & ECONOMICS. - ISSN 0167-6687. - 116:(2024), pp. 44-50. [10.1016/j.insmatheco.2024.02.001]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1747265
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