Two sample tests for the nonparametric Behrens-Fisher problem with clustered data

被引:13
|
作者
Larocque, Denis [1 ]
Haataja, Riina [2 ]
Nevalainen, Jaakko [2 ]
Oja, Hannu [2 ]
机构
[1] HEC Montreal, Dept Management Sci, Montreal, PQ H3T 2A7, Canada
[2] Univ Tampere, Tampere Sch Publ Hlth, Tampere 33014, Finland
基金
加拿大自然科学与工程研究理事会; 芬兰科学院;
关键词
Behrens-Fisher; cluster correlated; Mann-Whitney; U-statistic; Wilcoxon; MULTIVARIATE SIGN TEST; RANK-SUM TEST; CORRELATED DATA;
D O I
10.1080/10485250903469728
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
In this paper, we consider the nonparametric Behrens-Fisher problem with cluster-correlated data. A class of weighted Mann-Whitney test statistics is introduced and studied. In particular, a comparison with other recent testing procedures for related problems is provided. The new tests are valid when the distributions do not have the same scales and/or shapes under the null hypothesis. A general class of weighted U-statistics for clustered data, encompassing the Mann-Whitney statistic, is also introduced. A simulation studies the type I error robustness and the power of the new and of some recently proposed procedures. This study shows that the incorporation of appropriate weights can greatly improve the power of the test. A real data example illustrates the use of the tests.
引用
收藏
页码:755 / 771
页数:17
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