Inter-order relations between moments of a Student $t$ distribution, with an application to $L_p$-quantiles
Abstract
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 $(0, 1)$.
- Publication:
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arXiv e-prints
- Pub Date:
- September 2022
- DOI:
- 10.48550/arXiv.2209.12855
- arXiv:
- arXiv:2209.12855
- Bibcode:
- 2022arXiv220912855B
- Keywords:
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- Mathematics - Statistics Theory;
- Quantitative Finance - Risk Management
- E-Print:
- 18 pages