System Of Equations, Generalized Linear Model, Linear Regression, Covariance Matrix, Kronecker Product.
diagonal of Σ are the variances of the errors for the individual models in the 3-equation system. These can be easily estimated by fitting the individual models using OLS, collecting the residual errors from the 3 models, and calculating the variance of the residual errors. For e.g., we would fit