动态时间扭曲(DTW)算法的改进

Yuansheng Lou, Huanhuan Ao, Yuchao Dong
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引用次数: 11

摘要

动态时间翘曲算法在时间序列相似搜索中得到了广泛的应用。然而,现有算法的路由搜索规模较大,导致运行效率较低。为了提高动态时间扭曲算法的效率,本文提出了一种改进算法,该算法在现有算法的搜索区域内规划出一个三个矩形区域,搜索路径不会到达矩形区域外的点,从而进一步缩小了规则路径的搜索范围。该算法在一定程度上减少了原算法的计算量,从而提高了运算效率。当两个时间序列较长时,改善更为明显。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improvement of Dynamic Time Warping (DTW) Algorithm
Dynamic time warping algorithm is widely used in similar search of time series. However, large scales of route search in existing algorithms resulting in low operational efficiency. In order to improve the efficiency of dynamic time warping algorithm, this paper put forward an improved algorithm, which plans out a three rectangular area in the search area of the existing algorithms, search path won't arrive the points outside the rectangular area, thus further reduced the search range of regular path. To some extent, this algorithm reduces computation of original algorithm, thus improving the operational efficiency. The improvement is more pronounced when two time series are longer.
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