  Attempts to quantify dependence between random elements X and Y via maximal
correlation go back to Gebelein (1941) and R\'{e}nyi (1959). After summarizing
properties (including some new) of the R\'{e}nyi measure of dependence, a
calibrated scale of dependence is introduced. It is based on the ``complexity``
of approximating functions of X by functions of Y.
