Marta Banbura and Michele Modugno, "Maximum Likelihood Estimation of Factor Models on Data Sets with Arbitrary Pattern of Missing Data", Journal of Applied Econometrics, Vol. 29, No. 1, 2014, pp. 133-160.
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