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Hellinger Afstand×Jensen-Shannon Divergentie×
VakgebiedBesluitvormingBesluitvorming
FamilieMCDMMCDM
Jaar van ontstaan19091991
GrondleggerErnst HellingerJ. Lin
TypeSymmetric metric for probability distributionsSymmetric probability distribution dissimilarity
Oorspronkelijke bronHellinger, E. (1909). Neue Begründung der Theorie quadratischer Formen von unendlichvielen Veränderlichen. Journal für die Reine und Angewandte Mathematik, 136, 210-271. DOI ↗Lin, J. (1991). Divergence measures based on the Shannon entropy. IEEE Transactions on Information Theory, 37(1), 145-151. DOI ↗
AliassenBhattacharyya distance, Hellinger metricJS divergence, symmetric KL divergence, JS distance
Verwant22
SamenvattingHellinger 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.Jensen-Shannon divergence is a symmetric information-theoretic measure of the difference between two probability distributions. Developed by Jian Lin in 1991 as a refinement to the asymmetric Kullback-Leibler divergence, it overcomes KL's directional limitation by averaging the divergences in both directions. The result is a true metric (satisfying triangle inequality) that ranges from 0 (identical distributions) to 1, making it suitable for symmetric comparison tasks.
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ScholarGateMethoden vergelijken: Hellinger Distance · Jensen-Shannon Divergence. Geraadpleegd op 2026-06-19 via https://scholargate.app/nl/compare