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simple-mine

A tensorflow implementation of Mutual Information Nerual Estimation

This project aims to reproduce the result of https://arxiv.org/abs/1801.04062

It is based on the repository: https://github.com/mzgubic/MINE

Univariate case:

MINE output 0.6615455746650696

scikit-learn output 0.6623560914314356

Screenshot

Multivariate case: Treat X (features) as a multivariate variable and estimate MI with y from a joint distribution point of view.

MINE output 0.6890636086463928 Screenshot