Developing a Pattern Discovery Method in Time Series Data and Its GPU Acceleration

Developing a Pattern Discovery Method in Time Series Data and Its GPU Acceleration

The Dynamic Time Warping (DTW) algorithm is widely used in finding the global alignment of time series. Many time series data mining and analytical problems can be solved by the DTW algorithm. However, using the DTW algorithm to find similar subsequences is computationally expensive or unable to per...

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Bibliographic Details
Main Authors: Huanzhou Zhu, Zhuoer Gu, Haiming Zhao, Keyang Chen, Chang-Tsun Li, Ligang He
Format: Article
Language:English
Published: Tsinghua University Press 2018-12-01
Series:Big Data Mining and Analytics
Subjects:
dynamic time warping
time series data
data mining
pattern discovery
gpgpu
parallel processing
Online Access:https://www.sciopen.com/article/10.26599/BDMA.2018.9020021

Internet

https://www.sciopen.com/article/10.26599/BDMA.2018.9020021

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