I'm reading Mutual Dependence: A Novel Method for Computing Dependencies Between Random Variables and I see in figure 2 and figure 3 that correlation, correlation distance, and mutual dependence are all concave functions of the mutual information. While I suppose one could quickly define a new measure of association ad hoc, such as mutual information squared, are there any published estimates of association that are not concave functions of mutual information?
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