Distance Correlation: A New Tool for Detecting Association and Measuring Correlation between Data Sets

摘要

The difficulties of detecting association, measuring correlation, and establishing cause and effect have fascinated mankind since time immemorial. Democritus, the Greek philosopher, emphasized well the importance and the difficulty of proving causality when he wrote, "I would rather discover one cause than gain the kingdom of Persia."