On moments of doubly truncated multivariate normal mean-variance mixture distributions with application to multivariate tail conditional expectation

被引:12
作者
Roozegar, Roohollah [1 ]
Balakrishnan, Narayanaswamy [2 ]
Jamalizadeh, Ahad [3 ]
机构
[1] Univ Yasuj, Coll Sci, Dept Math, Yasuj, Iran
[2] McMaster Univ, Hamilton, ON, Canada
[3] Shahid Bahonar Univ, Dept Stat, Kerman, Iran
关键词
Multivariate generalized hyperbolic distribution; Multivariate normal mean-variance mixture distributions; Multivariate tail conditional expectation; Multivariate truncated moments; RISK MEASURES;
D O I
10.1016/j.jmva.2019.104586
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Multivariate normal mean-variance mixture (NMVM) distributions are alternatives to the multivariate normal distribution when, in practice, we encounter data sets possessing large skewness and/or kurtosis measures. In this paper, we focus on truncated forms of NMVM distributions and derive explicit expressions for the first two moments. Our results are general which can be applied for any NMVM distribution. In particular, we derive explicit expressions for the first two moments of doubly truncated multivariate generalized hyperbolic (GH) distribution. We show that by using the results established here, the multivariate tail conditional expectation (MTCE) can be obtained for any NMVM distribution. (C) 2019 Elsevier Inc. All rights reserved.
引用
收藏
页数:15
相关论文
共 25 条
  • [1] Aas K, 2006, J FINANC ECON, V4, P275, DOI [DOI 10.1093/JJFINEC/NBJ006, DOI 10.1093/jjfinec/nbj006]
  • [2] Tail conditional expectation for multivariate distributions: A game theory approach
    Abbasi, Babak
    Hosseinifard, S. Zahra
    [J]. STATISTICS & PROBABILITY LETTERS, 2013, 83 (10) : 2228 - 2235
  • [3] MULTIVARIATE REGRESSION AND SIMULTANEOUS EQUATION MODELS WHEN DEPENDENT VARIABLES ARE TRUNCATED NORMAL
    AMEMIYA, T
    [J]. ECONOMETRICA, 1974, 42 (06) : 999 - 1012
  • [4] [Anonymous], 2005, Quantitative Risk Management
  • [5] A unified view on skewed distributions arising from selections
    Arellano-Valle, Reinaldo B.
    Branco, Marcia D.
    Genton, Marc G.
    [J]. CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2006, 34 (04): : 581 - 601
  • [6] An invariance property of quadratic forms in random vectors with a selection distribution, with application to sample variogram and covariogram estimators
    Arellano-Valle, Reinaldo B.
    Genton, Marc G.
    [J]. ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2010, 62 (02) : 363 - 381
  • [7] Multivariate truncated moments
    Arismendi, J. C.
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2013, 117 : 41 - 75
  • [8] Multivariate elliptical truncated moments
    Arismendi, Juan C.
    Broda, Simon
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2017, 157 : 29 - 44
  • [9] NORMAL VARIANCE MEAN MIXTURES AND Z-DISTRIBUTIONS
    BARNDORFFNIELSEN, O
    KENT, J
    SORENSEN, M
    [J]. INTERNATIONAL STATISTICAL REVIEW, 1982, 50 (02) : 145 - 159
  • [10] Chakraborty AK, 2013, SANKHYA SER B, V75, P1