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Computational Statistics & Data Analysis, Vol. 26, No. 2. (December 1997), pp. 239-250, doi:10.1016/s0167-9473(97)82107-x Key: citeulike:12193435
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In a multi-group experimental design where interest is in a univariate response, the nonparametric Kruskal-Wallis test [Kruskal and Wallis (1952)] provides a potentially more powerful alternative to the parametric one-way analysis of variance when the assumptions of normality are in question. For multivariate response, Puri and Sen (1966) proposed a generalization of the Kruskal-Wallis test that is a nonparametric analog of the one-way multivariate analysis of variance and can be used when multivariate response data are measured on at least an ordinal scale. Large sample theory suggests that the multivariate Kruskal-Wallis statistic is approximately distributed as chi-square, but in small samples the behavior of the statistic warrants conditioning on the observed data and using randomization theory to tabulate the exact distribution. We have written a SAS [SAS Institute, Inc. (1985)] macro that computes the probability values and tabulates the exact distribution for the univariate and multivariate Kruskal-Wallis test that will be useful to applied statisticians
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