A note on the unbiased estimation of mutual information
published by Jake Witter
in 2021
in Informatics Engineering
and research's language is
English
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Abstract in English
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.