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Co Giãn Thời Gian Động×Khoảng cách Levenshtein×
Lĩnh vựcRa quyết địnhRa quyết định
HọMCDMMCDM
Năm ra đời19781966
Người khởi xướngHideki Sakoe and Seibi ChibaVladimir Levenshtein
LoạiElastic sequence alignment metricEdit distance metric
Công trình gốcSakoe, H., & Chiba, S. (1978). Dynamic programming algorithm optimization for spoken word recognition. IEEE Transactions on Acoustics, Speech, and Signal Processing, 26(1), 43-49. DOI ↗Levenshtein, V. I. (1966). Binary codes capable of correcting deletions, insertions, and reversals. Soviet Physics Doklady, 10, 707-710. link ↗
Tên gọi khácDTW, dynamic programming time warping, elastic distanceedit distance, Damerau-Levenshtein distance
Liên quan11
Tóm tắtDynamic Time Warping is a distance metric for comparing time series or sequential data that may vary in length or speed. Introduced by Hideki Sakoe and Seibi Chiba in 1978 for speech recognition, DTW measures the minimal cumulative distance needed to align two sequences using dynamic programming. Unlike fixed-distance metrics, DTW allows flexible time warping, making it ideal for sequences that are similar in shape but offset or scaled differently in time.Levenshtein distance, also called edit distance, measures the minimum number of single-character edits (insertions, deletions, substitutions) needed to transform one string into another. Introduced by Vladimir Levenshtein in 1966, this metric is a true metric (satisfying all distance properties) and is fundamental in computational linguistics, spell checking, DNA sequence comparison, and record linkage. It ranges from 0 (identical strings) to the length of the longer string.
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ScholarGateSo sánh phương pháp: Dynamic Time Warping · Levenshtein Distance. Truy cập ngày 2026-06-18 từ https://scholargate.app/vi/compare