R. R. Hocking, Wm. B. Smith, Estimation of Parameters in the Multivariate Normal Distribution with Missing Observations, Journal of the American Statistical Association, Vol. 63, No. 321 (Mar., 1968), pp. 159-173
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Hocking et al. (1968) studied this question.
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