Moments of the doubly truncated selection elliptical distributions with emphasis on the unified multivariate skew-t distribution
Abstract:
In this paper, we compute doubly truncated moments for the selection elliptical class of distributions, including some multivariate asymmetric versions of well-known elliptical distributions, such as the normal, Student's t, slash, among others. We address the moments for doubly truncated members of this family, establishing neat formulation for high-order moments and its first two moments. We establish sufficient and necessary conditions for the existence of these truncated moments. Further, we propose optimized methods to handle the extreme setting of the parameters, partitions with almost zero volume or no truncation, which are validated with numerical studies. All results have been particularized to the unified skew-t distribution, a complex multivariate asymmetric heavy-tailed distribution which includes the extended skew-t, extended skew-normal, skew-t, and skew-normal distributions as particular and limiting cases.
Año de publicación:
2022
Keywords:
- Selection distributions
- Truncated distributions
- Elliptical distributions
- Truncated moments
Fuente:
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Tipo de documento:
Article
Estado:
Acceso restringido
Áreas de conocimiento:
- Estadísticas
- Optimización matemática
Áreas temáticas:
- Probabilidades y matemática aplicada
- Análisis