English

Inter-order relations between moments of a Student $t$ distribution, with an application to $L_p$-quantiles

Statistics Theory 2022-09-27 v1 Risk Management Statistics Theory

Abstract

This paper introduces inter-order formulas for partial and complete moments of a Student tt distribution with nn degrees of freedom. We show how the partial moment of order njn - j about any real value mm can be expressed in terms of the partial moment of order j1j - 1 for jj in {1,,n}\{1,\dots, n \}. Closed form expressions for the complete moments are also established. We then focus on LpL_p-quantiles, which represent a class of generalized quantiles defined through an asymmetric pp-power loss function. Based on the results obtained, we also show that for a Student tt distribution the Lnj+1L_{n-j+1}-quantile and the LjL_j-quantile coincide at any confidence level τ\tau in (0,1)(0, 1).

Keywords

Cite

@article{arxiv.2209.12855,
  title  = {Inter-order relations between moments of a Student $t$ distribution, with an application to $L_p$-quantiles},
  author = {Valeria Bignozzi and Luca Merlo and Lea Petrella},
  journal= {arXiv preprint arXiv:2209.12855},
  year   = {2022}
}

Comments

18 pages