The composite likelihood (CL) is amongst the computational methods used for estimation of high-dimensional multivariate normal (MVN) copula models with discrete responses. Its advantage, as a surrogate method, that based on independence univariate marginal regression and non-regression parameters pairwise correlation parameters. Nevertheless, efficiency CL method estimating can be low. For resp...