Zettelkasten/Terminology Information

MIC (Maximum Information Coefficient)

Computer-Nerd 2023. 4. 20.

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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