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When differentiating between strong and weak relationships using information theoretic measures, the variance plays an important role: the higher the variance, the lower the chance to correctly rank the relationships. We propose the randomized information coefficient (RIC), a mutual information based measure with low variance, to quantify the dependency between two sets of numerical variables. We...
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