Maximal Information-based Nonparametric Exploration
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Many modern data sets, even those considered modestly sized, contain hundreds of thousands or even millions of variable pairs—far too many to examine manually. If you do not already know what kinds of relationships to search for, how do you efficiently identify the important ones?