Rank-score tests in factorial designs with repeated measures

被引:96
作者
Brunner, E [1 ]
Munzel, U
Puri, ML
机构
[1] Univ Gottingen, D-3400 Gottingen, Germany
[2] Indiana Univ, Bloomington, IN 47405 USA
关键词
rank tests; score functions; ties; ordered categorical data; nonparametric hypotheses; mixed model; longitudinal data;
D O I
10.1006/jmva.1999.1821
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
Nonparametric factorial designs for multivariate observations are considered under the framework of general rank-score statistics. Unlike most of the literature, we do not assume the continuity of the underlying distribution Functions. The models studied include general repeated measures designs, compound symmetry designs, and designs for longitudinal data. In particular, designs for ordered categorical data are included. The vectors of the multivariate observations may have different lengths. Moreover, our general framework includes missing values and singular covariance matrices which occur quite frequently in practical data analysis problems. The asymptotic properties of the proposed statistics are studied under general nonparametric hypotheses as well as under a sequence of nonparametric contiguous alternatives. L-2-consistent estimators for the unknown covariance matrices are given and two types of quadratic forms are considered for testing the nonparametric hypotheses. The results are applied to a two-way mixed model assuming compound symmetry and to a factorial design for longitudinal data. The main idea of the proofs is based on some moment inequalities for empirical distribution functions in mixed models. The details are provided in the Appendix. C 1999 Academic Press.
引用
收藏
页码:286 / 317
页数:32
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