On moments of folded and truncated multivariate Student-t distributions based on recurrence relations
Abstract:
The use of the first two moments of the truncated multivariate Student-t distribution has attracted increasing attention from a wide range of applications. This paper develops recurrence relations for integrals that involve the density of multivariate Student-t distributions. The proposed techniques allow for fast computation of arbitrary-order product moments of folded and truncated multivariate Student-t distributions and offer explicit expressions of low-order moments of folded and truncated multivariate Student-t distributions. A real data example containing positive censored responses is applied to illustrate the effectiveness and importance of the proposed methods. An R MomTrunc package is developed and publicly available on the CRAN repository.
Año de publicación:
2021
Keywords:
- Product moments
- Truncated multivariate normal distribution
- Truncated multivariate Student-t distribution
- EM algorithm
- Folded multivariate Student-t distribution
Fuente:
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Tipo de documento:
Article
Estado:
Acceso restringido
Áreas de conocimiento:
- Estadísticas
- Optimización matemática