| Full text | |
| Author(s): |
Galarza Morales, Christian E.
[1]
;
Matos, Larissa A.
[2]
;
Dey, Dipak K.
[3]
;
Lachos, Victor H.
[3]
Total Authors: 4
|
| Affiliation: | [1] ESPOL Polytech Univ, Fac Ciencias Nat & Matemat, FCNM, ESPOL, Escuela Super Politecn Litoral, Guayaquil - Ecuador
[2] Univ Estadual Campinas, Dept Stat, Campinas - Brazil
[3] Univ Connecticut, Dept Stat, Mansfield, CT - USA
Total Affiliations: 3
|
| Document type: | Journal article |
| Source: | JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS; JAN 2022. |
| Web of Science Citations: | 1 |
| Abstract | |
This article develops recurrence relations for integrals that relate the density of multivariate extended skew-normal (ESN) distribution, including the well-known skew-normal (SN) distribution introduced by Azzalini and Dalla-Valle and the popular multivariate normal distribution. These recursions offer a fast computation of arbitrary order product moments of the multivariate truncated extended skew-normal and multivariate folded extended skew-normal distributions with the product moments as a byproduct. In addition to the recurrence approach, we realized that any arbitrary moment of the truncated multivariate extended skew-normal distribution can be computed using a corresponding moment of a truncated multivariate normal distribution, pointing the way to a faster algorithm since a less number of integrals is required for its computation which results much simpler to evaluate. Since there are several methods available to calculate the first two moments of a multivariate truncated normal distribution, we propose an optimized method that offers a better performance in terms of time and accuracy, in addition to consider extreme cases in which other methods fail. Finally, we present an application in finance where multivariate tail conditional expectation (MTCE) for SN distributed data is calculated using analytical expressions involving normal left-truncated moments. The R MomTrunc package provides these new efficient methods for practitioners. Supplementary files for this article are available online. (AU) | |
| FAPESP's process: | 18/11580-1 - Moments of doubly truncated multivariate distributions |
| Grantee: | Christian Eduardo Galarza Morales |
| Support Opportunities: | Scholarships abroad - Research Internship - Doctorate |
| FAPESP's process: | 15/17110-9 - Robust Estimation in Spatial Models for Censored Data |
| Grantee: | Christian Eduardo Galarza Morales |
| Support Opportunities: | Scholarships in Brazil - Doctorate |