A note on the unbiased estimation of mutual information

05/18/2021

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by   Jake Witter, et al.

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Estimators for mutual information are typically biased. However, in the case of the Kozachenko-Leonenko estimator for metric spaces, a type of nearest neighbour estimator, it is possible to calculate the bias explicitly.