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.
引用
收藏
页码:1036 / 1051
页数:16
相关论文
共 24 条
  • [1] A Permutation Solution to Test for Treatment Effects in Alternation Design Single-Case Experiments
    Solmi, Francesca
    Onghena, Patrick
    Salmaso, Luigi
    Bulte, Isis
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2014, 43 (05) : 1094 - 1111
  • [2] Combining p-values in replicated single-case experiments with multivariate outcome
    Solmi, Francesca
    Onghena, Patrick
    [J]. NEUROPSYCHOLOGICAL REHABILITATION, 2014, 24 (3-4) : 607 - 633
  • [3] Extensions of a versatile randomization test for assessing single-case intervention effects
    Levin, Joel R.
    Lall, Venessa F.
    Kratochwill, Thomas R.
    [J]. JOURNAL OF SCHOOL PSYCHOLOGY, 2011, 49 (01) : 55 - 79
  • [4] Testing delayed, gradual, and temporary treatment effects in randomized single-case experiments: A general response function framework
    Manolov, Rumen
    Onghena, Patrick
    [J]. BEHAVIOR RESEARCH METHODS, 2023, 56 (4) : 3915 - 3936
  • [5] Components of Behavioral Parent Training for Children With Attention-Deficit/Hyperactivity Disorder: A Series of Replicated Single-Case Experiments
    Hornstra, Rianne
    Onghena, Patrick
    van den Hoofdakker, Barbara J. J.
    van der Veen-mulders, Lianne
    Luman, Marjolein
    Staff, Anouck I. I.
    van der Oord, Saskia
    [J]. BEHAVIOR MODIFICATION, 2023, 47 (05) : 1042 - 1070
  • [6] An initial proof of concept: A replicated single-case study of a CBT group treatment with partner involvement for vulvodynia
    Engman, Linnea
    Ter Kuile, Moniek M.
    Linton, Steven J.
    Ekholm, Elin
    Tuijnman-Raasveld, Charlotte C.
    Flink, Ida K.
    [J]. COGNITIVE BEHAVIOUR THERAPY, 2022, 51 (06) : 503 - 519
  • [7] The Permutation Distancing Test for dependent single-case observational AB-phase design data: A Monte Carlo simulation study
    Vroegindeweij, Anouk
    Nijhof, Linde N.
    Onghena, Patrick
    van de Putte, Elise M.
    Nijhof, Sanne L.
    Houtveen, Jan
    [J]. BEHAVIOR RESEARCH METHODS, 2024, 56 (03) : 2569 - 2580
  • [8] The Permutation Distancing Test for dependent single-case observational AB-phase design data: A Monte Carlo simulation study
    Anouk Vroegindeweij
    Linde N. Nijhof
    Patrick Onghena
    Elise M. van de Putte
    Sanne L. Nijhof
    Jan Houtveen
    [J]. Behavior Research Methods, 2024, 56 : 2569 - 2580
  • [9] A randomization test wrapper for synthesizing single-case experiments using multilevel models: A Monte Carlo simulation study
    Bart Michiels
    René Tanious
    Tamal Kumar De
    Patrick Onghena
    [J]. Behavior Research Methods, 2020, 52 : 654 - 666
  • [10] A randomization test wrapper for synthesizing single-case experiments using multilevel models: A Monte Carlo simulation study
    Michiels, Bart
    Tanious, Rene
    De, Tamal Kumar
    Onghena, Patrick
    [J]. BEHAVIOR RESEARCH METHODS, 2020, 52 (02) : 654 - 666