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Notes about statistical estimation of Shannon entropy

Abstract

We improve the method of Bulinski and Dimitrov (2019) to prove the $L^2$-consistency of the Kozachenko-Leonenko estimator for (differential) Shannon entropy.

Keywords

Shannon differential entropy, Nearest Neighbor graphs, Unbiasedness, Consis- tency, Kozachenko-Leonenko estimate, L 2 -consistency

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Supplementary File(s)

mc_5453_TEX mc_5453_bbl