An Exploration of the Role of Principal Inertia Components in Information Theory

Flavio du Pin Calmon, Mayank Varia, Muriel Médard

The principal inertia components of the joint distribution of two random variables $X$ and $Y$ are inherently connected to how an observation of $Y$ is statistically related to a h…