Skew-Normal Mean-Variance Mixture of Birnbaum-Saunders Distribution and Its Associated Inference and Application

被引:1
|
作者
Tamandi, Mostafa [1 ]
Negarestani, Hossein [2 ,3 ]
Jamalizadeh, Ahad [3 ]
Amiri, Mehdi [4 ]
机构
[1] Vali E Asr Univ Rafsanjan, Dept Stat, Rafsanjan, Iran
[2] Shahid Bahonar Univ Kerman, Young Researchers Soc, Kerman, Iran
[3] Shahid Bahonar Univ Kerman, Fac Math & Comp, Dept Stat, Kerman, Iran
[4] Univ Hormozgan, Fac Basic Sci, Dept Stat, Bandar Abbas, Iran
来源
关键词
Birnbaum-Saunders; ECM Algorithm; Observed Information Matrix; Robustness; Scale-Shape Mixtures; MAXIMUM-LIKELIHOOD; ALGORITHM;
D O I
10.29252/jirss.18.2.87
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
This paper presents a skew-normal mean-variance mixture based on Birnbaum-Saunders (SNMVBS) distribution and discusses some of its key properties. The SNMVBS distribution can be thought as a flexible extension of the normal mean-variance mixture based on Birnbaum-Saunders (NMVBS) distribution as it possesses one additional shape parameter for providing more flexibility with skewness and kurtosis. Next, we develop a computationally feasible ECM algorithm for the maximum like-lihood estimation of the model parameters. Asymptotic standard errors of the ML estimates are obtained through an approximation of the observed information matrix. Finally, the usefulness of the proposed model and its fitting method are illustrated through a Monte-Carlo simulation as well as three real-life datasets.
引用
收藏
页码:87 / 113
页数:27
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    Lin, Tsung-, I
    [J]. JOURNAL OF APPLIED STATISTICS, 2020, 47 (16) : 3007 - 3029
  • [2] Multivariate normal mean-variance mixture distribution based on Birnbaum-Saunders distribution
    Pourmousa, R.
    Jamalizadeh, A.
    Rezapour, M.
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2015, 85 (13) : 2736 - 2749
  • [3] Normal mean-variance Lindley Birnbaum-Saunders distribution
    Hashemi, Farzane
    Naderi, Mehrdad
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    [J]. STATISTICS AND ITS INTERFACE, 2019, 12 (04) : 585 - 597
  • [4] Nonlinear regression models based on the normal mean-variance mixture of Birnbaum-Saunders distribution
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    Arabpour, Alireza
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    [J]. JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2017, 46 (03) : 476 - 485
  • [5] Multivariate Restricted Skew-Normal Scale Mixture of Birnbaum-Saunders Distribution
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    Khodadadi, Z.
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    [J]. JOURNAL OF MATHEMATICAL EXTENSION, 2020, 14 (04) : 123 - 145
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    [J]. Journal of the Korean Statistical Society, 2017, 46 : 476 - 485
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    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2019, 171 : 126 - 138
  • [8] Matrix-variate normal mean-variance Birnbaum-Saunders distributions and related mixture models
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    [J]. COMPUTATIONAL STATISTICS, 2024, 39 (02) : 405 - 432
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    Amiri, M.
    [J]. JOURNAL OF STATISTICAL THEORY AND APPLICATIONS, 2019, 18 (03): : 244 - 258
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