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:

scopusscopus
googlegoogle

Tipo de documento:

Article

Estado:

Acceso restringido

Áreas de conocimiento:

  • Estadísticas
  • Optimización matemática

Áreas temáticas: