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
相关论文
共 50 条
  • [1] The nonparametric Behrens-Fisher problem in partially complete clustered data
    Cui, Yue
    Konietschke, Frank
    Harrar, Solomon W.
    BIOMETRICAL JOURNAL, 2021, 63 (01) : 148 - 167
  • [2] Adaptive Nonparametric Tests for the Generalized Behrens-Fisher Problem
    Bandyopadhyay, Uttam
    Biswas, Atanu
    Dutta, Dhiman
    AUSTRIAN JOURNAL OF STATISTICS, 2010, 39 (04) : 309 - 328
  • [3] On the two-sample behrens-fisher problem for functional data
    Zhang J.-T.
    Liang X.
    Xiao S.
    Journal of Statistical Theory and Practice, 2010, 4 (4) : 571 - 587
  • [4] The multivariate nonparametric Behrens-Fisher problem
    Brunner, E
    Munzel, U
    Puri, ML
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2002, 108 (1-2) : 37 - 53
  • [5] Statistical inference for Functional data: two sample Behrens-Fisher problem
    Ghale-Joogh, Hassan Sharghi
    COMPUTATIONAL METHODS FOR DIFFERENTIAL EQUATIONS, 2019, 7 (04): : 608 - 615
  • [6] The nonparametric Behrens-Fisher problem with dependent replicates
    Roy, Akash
    Harrar, Solomon W.
    Konietschke, Frank
    STATISTICS IN MEDICINE, 2019, 38 (25) : 4939 - 4962
  • [7] ON SOME C-SAMPLE NONPARAMETRIC TESTS FOR LOCATION IN BEHRENS-FISHER SITUATION
    RAMACHAN.PV
    ANNALS OF MATHEMATICAL STATISTICS, 1965, 36 (03): : 1073 - &
  • [8] TWO-SAMPLE BEHRENS-FISHER PROBLEM FOR HIGH-DIMENSIONAL DATA
    Feng, Long
    Zou, Changliang
    Wang, Zhaojun
    Zhu, Lixing
    STATISTICA SINICA, 2015, 25 (04) : 1297 - 1312
  • [9] A studentized permutation test for the nonparametric Behrens-Fisher problem in paired data
    Konietschke, Frank
    Pauly, Markus
    ELECTRONIC JOURNAL OF STATISTICS, 2012, 6 : 1358 - 1372
  • [10] The nonparametric Behrens-Fisher problem: Asymptotic theory and a small-sample approximation
    Brunner, E
    Munzel, U
    BIOMETRICAL JOURNAL, 2000, 42 (01) : 17 - 25