Key points are not available for this paper at this time.
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
Hocking et al. (Fri,) studied this question.