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作者:

Xu, Liwen (Xu, Liwen.) | Qu, Kaiyi (Qu, Kaiyi.) | Wu, Mixia (Wu, Mixia.) | Mei, Bo (Mei, Bo.) | Chen, Ranran (Chen, Ranran.)

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EI Scopus SCIE

摘要:

In this article, we consider the three-factor unbalanced nested design model without the assumption of equal error variance. For the problem of testing main effects of the three factors, we propose a parametric bootstrap (PB) approach and compare it with the existing generalized F (GF) test. The Type I error rates of the tests are evaluated using Monte Carlo simulation. Our studies show that the PB test performs better than the generalized F-test. The PB test performs very satisfactorily even for small samples while the GF test exhibits poor Type I error properties when the number of factorial combinations or treatments goes up. It is also noted that the same tests can be used to test the significance of the random effect variance component in a three-factor mixed effects nested model under unequal error variances.

关键词:

Bootstrap re-sampling Generalized F test Generalized p-values Unbalanced data

作者机构:

  • [ 1 ] [Xu, Liwen]North China Univ Technol, Coll Sci, Beijing 100144, Peoples R China
  • [ 2 ] [Qu, Kaiyi]North China Univ Technol, Coll Sci, Beijing 100144, Peoples R China
  • [ 3 ] [Mei, Bo]North China Univ Technol, Coll Sci, Beijing 100144, Peoples R China
  • [ 4 ] [Chen, Ranran]North China Univ Technol, Coll Sci, Beijing 100144, Peoples R China
  • [ 5 ] [Wu, Mixia]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

通讯作者信息:

  • [Xu, Liwen]North China Univ Technol, Coll Sci, Beijing 100144, Peoples R China

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来源 :

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

ISSN: 0361-0918

年份: 2016

期: 1

卷: 45

页码: 322-338

0 . 9 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:45

中科院分区:4

被引次数:

WoS核心集被引频次: 3

SCOPUS被引频次: 3

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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