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

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  • معلومة اضافية
    • الموضوع:
      2022
    • Collection:
      Mathematics
      Quantitative Finance
      Statistics
    • نبذة مختصرة :
      This paper introduces inter-order formulas for partial and complete moments of a Student $t$ distribution with $n$ degrees of freedom. We show how the partial moment of order $n - j$ about any real value $m$ can be expressed in terms of the partial moment of order $j - 1$ for $j$ in $\{1,\dots, n \}$. Closed form expressions for the complete moments are also established. We then focus on $L_p$-quantiles, which represent a class of generalized quantiles defined through an asymmetric $p$-power loss function. Based on the results obtained, we also show that for a Student $t$ distribution the $L_{n-j+1}$-quantile and the $L_j$-quantile coincide at any confidence level $\tau$ in $(0, 1)$.
      Comment: 18 pages
    • الرقم المعرف:
      edsarx.2209.12855