This paper provides a new approach to recover relative entropy measures of contemporaneous dependence from limited information by constructing the most entropic copula (MEC) and its canonical form, namely the most entropic canonical copula (MECC).The MECC can effectively be obtained by maximizing Shannon entropy to yield a proper copula such that k