  We propose a copula density estimator that can include information on
bivariate marginals when the information is available. We use B-splines for
copula density approximation and include information on bivariate marginals via
a penalty term. Our estimator satisfies the constraints for a copula density.
Under mild conditions, the proposed estimator is consistent.
