An extension of the Williams trend test to general unbalanced linear models

被引:44
作者
Bretz, F [1 ]
机构
[1] Novartis Pharma AG, Biostat, CH-4002 Basel, Switzerland
关键词
trend test; order restriction; modified Williams test; linear models; multivariate t distribution;
D O I
10.1016/j.csda.2005.02.005
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The trend test of Williams is one of the most common approaches to test for monotone dose-response relationships. It has originally been introduced for one-way layouts. Applications of the Williams test beyond balanced block designs have not been described yet, what severely restricts its use in practice. An extension of Williams' test to general unbalanced linear models is presented which allows the inclusion of covariates and/or factorial treatment structures. The test statistic of Williams is rewritten as the maximum of a finite number of standardized linear combinations of the means. The associated distribution function is seen to be available in closed form. Accordingly, p-values/critical values and power/sample sizes can be computed thoroughly. The methods are also applied to a modified version of Williams' test. Data examples and numerical comparisons suggest a good performance of both extended approaches when compared to current competing methods. (C) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:1735 / 1748
页数:14
相关论文
共 24 条
[1]   FOOD-CONSUMPTION AND CONVERSION EFFICIENCY OF THE LARVAE OF EUPROMUS-RUBER (DALMAN) (COLEOPTERA, CERAMBYCIDAE) [J].
BANNO, H ;
YAMAGAMI, A .
APPLIED ENTOMOLOGY AND ZOOLOGY, 1989, 24 (02) :174-179
[2]  
BARTHOLO.D, 1961, BIOMETRIKA, V48, P325, DOI 10.2307/2332754
[3]   Detecting dose-response using contrasts: asymptotic power and sample size determination for binomial data [J].
Bretz, F ;
Hothorn, LA .
STATISTICS IN MEDICINE, 2002, 21 (22) :3325-3335
[4]  
COX DR, 1977, SCAND J STAT, V4, P49
[5]   Comparison of methods for the computation of multivariate t probabilities [J].
Genz, A ;
Bretz, F .
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2002, 11 (04) :950-971
[6]   ROBUSTNESS STUDY ON WILLIAMS-PROCEDURE AND SHIRLEY-PROCEDURE, WITH APPLICATION IN TOXICOLOGY [J].
HOTHORN, L .
BIOMETRICAL JOURNAL, 1989, 31 (08) :891-903
[7]  
Hothorn LA, 2000, BIOMETRICAL J, V42, P553, DOI 10.1002/1521-4036(200009)42:5<553::AID-BIMJ553>3.0.CO
[8]  
2-R
[9]   Analysis of randomized dose-finding-studies: Closure test modifications based on multiple contrast tests [J].
Hothorn, LA ;
Neuhauser, M ;
Koch, HF .
BIOMETRICAL JOURNAL, 1997, 39 (04) :467-479
[10]   On the isotonic range statistic for testing against an ordered alternative [J].
Kuriki, S ;
Shimodaira, H ;
Hayter, T .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2002, 105 (02) :347-362