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Khoảng cách Hellinger×Độ lệch Jensen-Shannon×
Lĩnh vựcRa quyết địnhRa quyết định
HọMCDMMCDM
Năm ra đời19091991
Người khởi xướngErnst HellingerJ. Lin
LoạiSymmetric metric for probability distributionsSymmetric probability distribution dissimilarity
Công trình gốcHellinger, 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 ↗
Tên gọi khácBhattacharyya distance, Hellinger metricJS divergence, symmetric KL divergence, JS distance
Liên quan22
Tóm tắtHellinger 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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ScholarGateSo sánh phương pháp: Hellinger Distance · Jensen-Shannon Divergence. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare