Roger S. McCullough, John Gurland, Lloyd Rosenberg, Small Sample Behaviour of Certain Tests of the Hypothesis of Equal Means Under Variance Heterogeneity, Biometrika, Vol. 47, No. 3/4 (Dec., 1960), pp. 345-353
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McCullough et al. (1960) studied this question.