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A. A. Afifi, R. M. Elashoff, P. G. Langley, An Investigation into the Small Sample Properties of a Two Sample Test of Lehmann's, Journal of the American Statistical Association, Vol. 63, No. 321 (Mar., 1968), pp. 345-352
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Afifi et al. (1968) studied this question.
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