A Simple Bias Reduction for Chatterjee's Correlation

Christoph Dalitz, Juliane Arning, Steffen Goebbels

Chatterjee's rank correlation coefficient ${\xi }_n$ is an empirical index for detecting functional dependencies between two variables $X$ and $Y$. It is an estimator for a theoretical…