Clustering Time Series with Granular Dynamic Time Warping Method

@article{Yu2007ClusteringTS,
  title={Clustering Time Series with Granular Dynamic Time Warping Method},
  author={Fusheng Yu and Keqiang Dong and Fei Chen and Yongke Jiang and Wenyi Zeng},
  journal={2007 IEEE International Conference on Granular Computing (GRC 2007)},
  year={2007},
  pages={393-393}
}
In this paper, a new method, named granular dynamic time warping is proposed. This method is based on the granular approach of information granulation and has the characteristics of dynamic time warping approach. Thus it can be used to cluster time series with different lengths on the granular level. To cluster time series, this method first builds the corresponding granular time series, and then does the clustering on the granular time series. With this method, higher efficiency will be… CONTINUE READING

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References

Publications referenced by this paper.
Showing 1-10 of 18 references

A granulation-based method for finding similarity between time series

2005 IEEE International Conference on Granular Computing • 2005

Finding Fuzzy Rules From Granular Time Series

F Sh Yu, W Pedrycz, J Yuan
Proc. of The 11th World Congress of International Fuzzy Systems Association • 2005

Novel Algorithm for Time Series Date Mining Based on Dynamic Time Warping

Y J Weng, Zh Y Zhu
Computer Simulation • 2004

Study of the conception of the Similarity in Time Series

Sh Y Liu, H Jiang
Nature Science) • 2004

Granular Computing: An introduction

A Bargiela, W Pedrycz
Granular Computing: An introduction • 2003
View 2 Excerpts

On Time Series Clustering Algorithms Based on Linear Segment Dynamic Time Warp

Y J Weng, Zh Y Zhu
Investigation and Design • 2003

A Study on Dynamic Time Warping

Y Li, G Wang
Journal of Shenyang Institute of Chemical Technology • 2002
View 1 Excerpt

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