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On moments of truncated multivariate normal/independent distributions

研究成果: Article同行評審

1   連結會在新分頁中打開 引文 斯高帕斯(Scopus)

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
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

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