Thank you both. This was very helpful. I was not aware of copulas or
Spearman correlation. I understand now that the standard correlation
coefficient reflects linear dependence whilst one in many cases wants
to check if there is dependence in general. Ideally I would like a
'correlation coefficient' which, for instance, would be one for the
nonnegative random variables X and X squared.

Ralph L.
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