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Distanza di Hellinger×Divergenza di Kullback-Leibler×
CampoProcesso decisionaleProcesso decisionale
FamigliaMCDMMCDM
Anno di origine19091951
IdeatoreErnst HellingerSolomon Kullback and Richard Leibler
TipoSymmetric metric for probability distributionsAsymmetric probability distribution dissimilarity
Fonte seminaleHellinger, E. (1909). Neue Begründung der Theorie quadratischer Formen von unendlichvielen Veränderlichen. Journal für die Reine und Angewandte Mathematik, 136, 210-271. DOI ↗Kullback, S., & Leibler, R. A. (1951). On information and sufficiency. Annals of Mathematical Statistics, 22(1), 79-86. DOI ↗
AliasBhattacharyya distance, Hellinger metricKL divergence, relative entropy, information divergence
Correlati22
SintesiHellinger distance is a symmetric, bounded metric that measures the difference between two probability distributions. Rooted in the work of Ernst Hellinger (1909) and later formalized in statistical divergence by Anil Bhattacharyya (1946), this distance ranges from 0 (identical distributions) to 1. It is a true metric satisfying all mathematical distance properties and is particularly well-suited for comparing probability distributions in a symmetric, numerically stable manner.Kullback-Leibler divergence, also called relative entropy or information divergence, measures the asymmetric difference between two probability distributions. Introduced by Solomon Kullback and Richard Leibler in 1951, this information-theoretic measure quantifies how one probability distribution diverges from a reference distribution, ranging from 0 (identical distributions) to infinity. It is foundational in information theory, machine learning, and decision-making with probabilistic frameworks.
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ScholarGateConfronta i metodi: Hellinger Distance · Kullback-Leibler Divergence. Consultato il 2026-06-19 da https://scholargate.app/it/compare