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Độ lệch Jensen-Shannon×Khoảng cách Hellinger×
Lĩnh vựcRa quyết địnhRa quyết định
HọMCDMMCDM
Năm ra đời19911909
Người khởi xướngJ. LinErnst Hellinger
LoạiSymmetric probability distribution dissimilaritySymmetric metric for probability distributions
Công trình gốcLin, J. (1991). Divergence measures based on the Shannon entropy. IEEE Transactions on Information Theory, 37(1), 145-151. DOI ↗Hellinger, E. (1909). Neue Begründung der Theorie quadratischer Formen von unendlichvielen Veränderlichen. Journal für die Reine und Angewandte Mathematik, 136, 210-271. DOI ↗
Tên gọi khácJS divergence, symmetric KL divergence, JS distanceBhattacharyya distance, Hellinger metric
Liên quan22
Tóm tắtJensen-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.Hellinger 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.
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ScholarGateSo sánh phương pháp: Jensen-Shannon Divergence · Hellinger Distance. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare