Myrto Limnios

On Ranking-based Tests of Independence

In this paper we develop a novel nonparametric framework to test the independence of two random variables $X$ and $Y$ with unknown respective marginals $H(dx)$ and $G(dy)$ and joint distribution $F(dxdy)$, based on Receiver Operating Characteristic (ROC) analysis and bipartite ranking. The rationale…