Raymond O. Collier, Jr., Frank B. Baker, Some Monte Carlo Results on the Power of the F-Test under Permutation in the Simple Randomized Block Design, Biometrika, Vol. 53, No. 1/2 (Jun., 1966), pp. 199-203
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Collier et al. (1966) studied this question.
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