The monotone part of Chatterjee's rank correlation
Chatterjee's rank correlation $\xi$ measures how strongly a random variable $Y$ depends functionally on a random variable $X$, but it does not distinguish increasing, decreasing and non-monotone relationships. We ask how much of the dependence measured by $\xi$ is explained by an increasing relationship. For continuous...