Data-Driven Representations for Testing Independence: Modeling, Analysis and Connection with Mutual Information Estimation

Mauricio E. Gonzalez, Jorge F. Silva, Miguel Videla +1

This work addresses testing the independence of two continuous and finite-dimensional random variables from the design of a data-driven partition. The empirical log-likelihood stat…