Incorporating with Recursive Model Training in Time Series Clustering

  title={Incorporating with Recursive Model Training in Time Series Clustering},
  author={Jiangjiao Duan and Wei Wang and Bing Liu and Yongsheng Xue and Haofeng Zhou and Baile Shi},
  journal={The Fifth International Conference on Computer and Information Technology (CIT'05)},
Model-based clustering is one of the most important ways for time series data mining. However, the process of clustering may encounter several problems. In this paper, a novel clustering algorithm of time-series which incorporates recursive hidden Markov model(HMM) training is proposed. Our contributions are as follows: 1) We recursively train models and use these model information in the process agglomerative hierarchical clustering. 2) We built HMM of time-series clusters to describe clusters… CONTINUE READING