Shapiro-Wilk test for multivariate skew-normality

被引:0
|
作者
Elizabeth González-Estrada
José A. Villaseñor
Rocío Acosta-Pech
机构
[1] Colegio de Postgraduados,
来源
Computational Statistics | 2022年 / 37卷
关键词
Skew distributions; Multivariate normality tests; Multivariate data; Goodness-of-fit; Monte Carlo simulation;
D O I
暂无
中图分类号
学科分类号
摘要
The multivariate skew-normal family of distributions is a flexible class of probability models that includes the multivariate normal distribution as a special case. Two procedures for testing that a multivariate random sample comes from the multivariate skew-normal distribution are proposed here based on the estimated canonical form. Canonical data are transformed into approximately multivariate normal observations and then a multivariate version of the Shapiro-Wilk test is used for testing multivariate normality. Critical values for the tests are approximated without using parametric bootstrap. Monte Carlo simulation results provide evidence that the nominal test level is preserved, in general, under the considered settings. The simulation results also indicate that these tests are in general more powerful than existing tests for the same problem versus the studied alternatives.
引用
收藏
页码:1985 / 2001
页数:16
相关论文
共 50 条
  • [41] Non-Local Means Image Denoising Using Shapiro-wilk Similarity Measure
    Yamanappa, W.
    Sudeep, P., V
    Sabu, M. K.
    Rajan, Jeny
    IEEE ACCESS, 2018, 6 : 66914 - 66922
  • [42] THE ASYMPTOTIC EQUIVALENCE OF SOME MODIFIED SHAPIRO-WILK STATISTICS - COMPLETE AND CENSORED SAMPLE CASES
    VERRILL, S
    JOHNSON, RA
    ANNALS OF STATISTICS, 1987, 15 (01): : 413 - 419
  • [43] On the use of the Shapiro-Wilk test in two-stage adaptive inference for paired data from moderate to very heavy tailed distributions
    Freidlin, B
    Miao, W
    Gastwirth, JL
    BIOMETRICAL JOURNAL, 2003, 45 (07) : 887 - 900
  • [44] Comparative Analysis and Spatial Distribution of the Primary Health Care Centers and Health Manpower Across Saudi Arabia Using Shapiro-Wilk Test
    A'aqoulah, Ashraf
    Albalas, Samir
    Albalas, Mustafa
    Alherbish, Raghad Abdullah
    Innab, Nisreen
    JOURNAL OF MULTIDISCIPLINARY HEALTHCARE, 2024, 17 : 4851 - 4861
  • [45] The Chen-Shapiro test for normality
    Brzezinski, Michal
    STATA JOURNAL, 2012, 12 (03): : 368 - 374
  • [46] The adoption of repeated measurement of variance analysis and Shapiro—Wilk test
    Jie Wei
    Frontiers of Medicine, 2022, 16 : 659 - 660
  • [47] Weighted W test for normality and asymptotics a revisit of Chen-Shapiro test for normality
    Bai, ZD
    Chen, L
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2003, 113 (02) : 485 - 503
  • [48] A robust test for multivariate normality
    Jonsson, Kristian
    ECONOMICS LETTERS, 2011, 113 (02) : 199 - 201
  • [49] A new test for multivariate normality
    Székely, GJ
    Rizzo, ML
    JOURNAL OF MULTIVARIATE ANALYSIS, 2005, 93 (01) : 58 - 80
  • [50] The combination test for multivariate normality
    Hwu, TJ
    Han, CP
    Rogers, KJ
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2002, 72 (05) : 379 - 390