2021
Inductive Mutual Information Estimation: A Convex Maximum-Entropy Copula Approach
AISTATS 2021poster
We propose a novel estimator of the mutual information between two ordinal vectors $x$ and $y$. Our approach is inductive (as opposed to deductive) in that it depends on the data generating distribution solely through some nonparametric properties revealing associations in the data, and does not req…