  We present a novel representation of rank constraints for non-square real
matrices. We establish relationships with some existing results, which are
particular cases of our representation. One of these particular cases, is a
representation of the $\ell_0$ pseudo-norm, which is used in sparse
representation problems. Finally, we describe how our representation can be
included in rank-constrained optimization and in rank-minimization problems.
