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Estimation of Shannon differential entropy: An extensive comparative review

Estimation of Shannon differential entropy: An extensive comparative review

In this research work, a total of 45 different estimators of the Shannon differential entropy were reviewed. The estimators were mainly based on three classes, namely: window size spacings, kernel density estimation (KDE) and k-nearest neighbour (kNN) estimation. A total of 16, 5 and 6 estimators were selected from each …