The maximal information coefficient

In a paper from today’s edition of Science (Detecting Novel Associations in Large Data Sets), Reshef et al. propose a new measure of correlation which they call the maximal information coefficient (MIC). The authors have their focus on detecting and ranking correlations in large and high-dimensional dataset. They argue that previous measures of correlation lack…