Inference for all variants of the multivariate coefficient of variation in factorial designs

被引:2
作者
Ditzhaus, Marc [1 ]
Smaga, Lukasz [2 ]
机构
[1] Otto von Guericke Univ, Fac Math, Magdeburg, Germany
[2] Adam Mickiewicz Univ, Fac Math & Comp Sci, PL-61614 Poznan, Poland
关键词
bootstrap and permutation procedures; coefficient of variation; factorial designs; multiple testing; multivariate analysis; standardized mean; ACUTE MYOCARDIAL-INFARCTION; PERMUTATION TESTS; STREPTOKINASE; STATISTICS;
D O I
10.1111/sjos.12740
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
The multivariate coefficient of variation (MCV) is an attractive and easy-to-interpret effect size for the dispersion in multivariate data. Recently, the first inference methods for the MCV were proposed for general factorial designs. However, the inference methods are primarily derived for one special MCV variant while there are several reasonable proposals. Moreover, when rejecting a global null hypothesis, a more in-depth analysis is of interest to find the significant contrasts of MCV. This paper concerns extending the nonparametric permutation procedure to the other MCV variants and a max-type test for post hoc analysis. To improve the small sample performance of the latter, we suggest a novel bootstrap strategy and prove its asymptotic validity. The actual performance of all proposed tests is compared in an extensive simulation study and illustrated by real data analysis. All methods are implemented in the R package GFDmcv, available on CRAN.
引用
收藏
页码:270 / 294
页数:25
相关论文
共 52 条
[1]   Robust asymptotic tests for the equality of multivariate coefficients of variation [J].
Aerts, Stephanie ;
Haesbroeck, Gentiane .
TEST, 2017, 26 (01) :163-187
[2]   A novel definition of the multivariate coefficient of variation [J].
Albert, Adelin ;
Zhang, Lixin .
BIOMETRICAL JOURNAL, 2010, 52 (05) :667-675
[3]  
[Anonymous], 1953, Multiple Comparisons
[4]  
[Anonymous], 1996, Unbiased Estimators and Their Applications
[5]   ISIS-2: 10 year survival among patients with suspected acute myocardial infarction in randomised comparison of intravenous streptokinase, oral aspirin, both, or neither [J].
Baigent, C ;
Collins, R ;
Appleby, P ;
Parish, S ;
Sleight, P ;
Peto, R .
BMJ-BRITISH MEDICAL JOURNAL, 1998, 316 (7141) :1337-1343
[6]  
Bretz F, 2001, BIOMETRICAL J, V43, P645, DOI 10.1002/1521-4036(200109)43:5<645::AID-BIMJ645>3.0.CO
[7]  
2-F
[8]   Box-type approximations in nonparametric factorial designs [J].
Brunner, E ;
Dette, H ;
Munk, A .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1997, 92 (440) :1494-1502
[9]   Randomized phase III study of capecitabine plus oxaliplatin compared with fluorouracil/folinic acid plus oxaliplatin as first-line therapy for metastatic colorectal cancer [J].
Cassidy, Jim ;
Clarke, Stephen ;
Diaz-Rubio, Eduardo ;
Scheithauer, Werner ;
Figer, Arie ;
Wong, Ralph ;
Koski, Sheryl ;
Lichinitser, Mikhail ;
Yang, Tsai-Shen ;
Rivera, Fernando ;
Couture, Felix ;
Sirzen, Florin ;
Saltz, Leonard .
JOURNAL OF CLINICAL ONCOLOGY, 2008, 26 (12) :2006-2012
[10]   Permutation test for the multivariate coefficient of variation in factorial designs [J].
Ditzhaus, Marc ;
Smaga, Lukasz .
JOURNAL OF MULTIVARIATE ANALYSIS, 2022, 187