Donald B. Rubin, A Non-Iterative Algorithm for Least Squares Estimation of Missing Values in Any Analysis of Variance Design, Journal of the Royal Statistical Society. Series C (Applied Statistics), Vol. 21, No. 2 (1972), pp. 136-141
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Donald B. Rubin (1972) studied this question.