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作者:

Wu, Mixia (Wu, Mixia.) (学者:吴密霞) | Tian, Ye (Tian, Ye.) | Liu, Aiyi (Liu, Aiyi.)

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摘要:

Linear mixed effects models with general skew normal-symmetric (SNS) error are considered and several properties of the SNS distributions are obtained. Under the SNS settings, ANOVA-type estimates of variance components in the model are unbiased, the ANOVA-type F-tests are exact F-tests in SNS setting, and the exact confidence intervals for fixed effects are constructed. Also the power of ANOVA-type F-tests for components are free of the skewing function if the random effects normally distributed. For illustration of the main results, simulation studies on the robustness of the models are given by comparisons of multivariate skew-normal, multivariate skew normal-Laplace, multivariate skew normal-uniform, multivariate skew normal-symmetric, and multivariate normal distributed errors. A real example is provided for the illustration of the proposed method.

关键词:

ANOVA-type F-test mixed effect Skew normal-symmetric (SNS)

作者机构:

  • [ 1 ] [Wu, Mixia]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Tian, Ye]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Liu, Aiyi]Eunice Kennedy Shriver Natl Inst Child Hlth & Hum, Biostat & Bioinformat Branch, Bethesda, MD 20892 USA

通讯作者信息:

  • 吴密霞

    [Wu, Mixia]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

FRONTIERS OF MATHEMATICS IN CHINA

ISSN: 1673-3452

年份: 2017

期: 6

卷: 12

页码: 1483-1500

ESI学科: MATHEMATICS;

ESI高被引阀值:39

中科院分区:4

被引次数:

WoS核心集被引频次: 2

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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