 Here, formula_138 denotes the likelihood of formula_1 from a multivariate normal distribution with zero mean and covariance matrix formula_31.Therefore, for formula_141 and formula_142, formula_143 is the above maximum-likelihood estimator.See estimation of covariance matrices for details on the derivation.