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Improvement of Dynamic Time Warping (DTW) Algorithm

机译:动态时间规整(DTW)算法的改进

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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.
机译:动态时间规整算法广泛用于类似的时间序列搜索中。然而,现有算法中的大规模路线搜索导致较低的操作效率。为了提高动态时间规整算法的效率,提出了一种改进的算法,在现有算法的搜索区域内规划了三个矩形区域,搜索路径不会到达矩形区域外的点,因此进一步缩小了常规路径的搜索范围。该算法在某种程度上减少了原始算法的计算量,从而提高了运算效率。当两个时间序列较长时,改进会更加明显。

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