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MATLAB and Python 2.7/3 Implementations of the JVHW entropy and mutual information estimators in Jiao, Jiantao, Kartik Venkat, Yanjun Han, and Tsachy Weissman. "Minimax estimation of functionals of discrete distributions." IEEE Transactions on Information Theory 61, no. 5 (2015): 2835-2885.

Jupyter Notebook 60.22% Python 16.41% MATLAB 23.37%

jvhw_entropy_estimators's Introduction

JVHW Entropy and Mutual Information Estimators

MATLAB and Python 2.7/3 Implementations of the JVHW (Jiao--Venkat--Han--Weissman) entropy and mutual information estimators in Jiantao Jiao, Kartik Venkat, Yanjun Han, and Tsachy Weissman. "Minimax estimation of functionals of discrete distributions." IEEE Transactions on Information Theory 61, no. 5 (2015): 2835-2885.

Python version

Please refer to the IPython notebooks for demos.

MATLAB version

Please refer to the test scripts test_entro.m and test_MI.m for demos.

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