To investigate bivariate linear structural relationships from unpaired and unequally replicated observations, we consider five models with certain types of the error variances. We discuss the maximum likelihood estimation of the parameters for each model and give the asymptotic variance-covariance matrices of the estimators when the number of replication tends to infinity and that of incidental parameters remain fixed.
