Extensions of Permutation Solutions to Test for Treatment Effects in Replicated Single-Case Alternation Experiments with Multivariate Response

被引:7
|
作者
Solmi, Francesca [1 ]
Onghena, Patrick [2 ]
Salmaso, Luigi [3 ]
Bulte, Isis [2 ]
机构
[1] Univ Padua, Dept Stat, Padua, Italy
[2] Katholieke Univ Leuven, Fac Psychol & Educ Sci, Louvain, Belgium
[3] Univ Padua, Dept Management & Engn, Padua, Italy
关键词
Nonparametric combination; Permutation test; Power comparison; Single-case experiment; Time-process; RANDOMIZATION TESTS; CASE DESIGN; R-PACKAGE; PAIN; METHYLPHENIDATE; EXPOSURE;
D O I
10.1080/03610918.2012.725144
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
Single-case experiments are frequently used to do research involving a clinical intervention, since large-n trials are often impractical in clinical research. In order to investigate a possible difference in the effect of the treatments considered in the study, nonparametric instruments are valid tools; in particular, permutation solutions work well when we wish to assess differences in treatment effects. We present an extension of a permutation solution to the multivariate response case and to the case of replicated single-case experiments. A simulation study shows that the approach is both reliable under the null hypothesis and powerful under the alternative. At the end, we present the results of an application to two real experiments.
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页码:1036 / 1051
页数:16
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