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Improvement of Dynamic Time Warping (DTW) Algorithm

Authors: Yuansheng Lou; Huanhuan Ao; Yuchao Dong;

Improvement of Dynamic Time Warping (DTW) Algorithm

Abstract

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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    popularity
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    influence
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Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
9
Top 10%
Average
Average
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