Information
- MIC (Maximum Information Coefficient) is a measure of the strength of the linear or nonlinear association between two variables.
- MIC ranges between 0 and 1, where 0 indicates no association and 1 indicates perfect association.
- It is a nonparametric method that uses mutual information as a measure of association between two variables.
- MIC is scale-invariant, which means it can be used to compare the association between variables measured in different units or scales.
- It can be used for both continuous and discrete data and is robust to outliers.
- MIC has been shown to outperform other popular correlation measures like Pearson's correlation and Spearman's rank correlation in certain scenarios.
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