/time_series_clustering_via_community_detection

Code used in the paper "Time Series Clustering via Community Detection in Networks"

Primary LanguageRGNU General Public License v3.0GPL-3.0

Time Series Clustering via Community Detection in Networks

Leonardo N. Ferreira and Liang Zhao

Time Series Clusteing with networks

In this page you find the code used in the paper.
DOI: doi.org/10.1016/j.ins.2015.07.046
arXiv: arxiv.org/abs/1508.04757

Code

All the algorithms and experiments used in this paper were implemented using R. Download the code and open the R folder. There are 3 files:

  • R/
    • tsClustAlgs.R
      • Clustering algorithms
    • tsDist.R
      • Calculates distance between a set of time series
    • run.R
      • Example of how to use the code

Bibtex

If you used this code, please cite our paper.

@article{ferreira16,
  title = "Time series clustering via community detection in networks",
  journal = "Information Sciences",
  volume = "326",
  pages = "227 - 242",
  year = "2016",
  issn = "0020-0255",
  doi = "https://doi.org/10.1016/j.ins.2015.07.046",
  url = "http://www.sciencedirect.com/science/article/pii/S002002551500554X",
  author = "Leonardo N. Ferreira and Liang Zhao",
  keywords = "Time series data mining, Time series clustering, Complex networks, Community detection"
}

Contact

If you have questions or sugestions, send us an email:

Leonardo N. Ferreira
ferreira@leonardonascimento.com
www.leonardonascimento.com

Zhao Liang
zhao@usp.br
dcm.ffclrp.usp.br/~zhao/