E. Jacquelin Dietz, Timothy J. Killeen, A Nonparametric Multivariate Test for Monotone Trend with Pharamaceutical Applications, Journal of the American Statistical Association, Vol. 76, No. 373 (Mar., 1981), pp. 169-174
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Dietz et al. (1981) studied this question.