Rank correlations have found many innovative applications in the last decade. In particular, suitable rank been used for consistent tests of independence between pairs random variables. Using ranks is especially appealing continuous data as become distribution-free. However, traditional concept relies on ordering and is, thus, tied to univariate observations. As a result, it has long remained u...