摘要
Multivariate normal/independent (MNI) distributions contain many renowned heavy-tailed distributions such as the multivariate t, multivariate slash, multivariate contaminated normal, multivariate variance-gamma, and multivariate double exponential distributions. A frequent problem encountered in statistical analysis is the occurrence of truncated observations and non-normality such that theoretical moments are required for the estimation of the truncated multivariate normal/independent (TMNI) distributions. This paper is dedicated to deriving explicit expressions for the moments of the TMNI distributions with supports confined within a hyper-rectangle. A Monte Carlo experiment is undertaken to validate to the correctness of the proposed formulae for five selected members of the TMNI distributions. R scripts and data to reproduce the results are available in the GitHub repository.
| 原文 | English |
|---|---|
| 文章編號 | 105248 |
| 期刊 | Journal of Multivariate Analysis |
| 卷 | 199 |
| DOIs | |
| 出版狀態 | Published - 2024 1月 |
All Science Journal Classification (ASJC) codes
- 統計與概率
- 數值分析
- 統計、概率和不確定性
指紋
深入研究「On moments of truncated multivariate normal/independent distributions」主題。共同形成了獨特的指紋。引用此
- APA
- Author
- BIBTEX
- Harvard
- Standard
- RIS
- Vancouver