Time series forecasting with a hybrid clustering scheme and pattern recognition

  title={Time series forecasting with a hybrid clustering scheme and pattern recognition},
  author={A. Sfetsos and C. Siriopoulos},
  journal={IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans},
This paper presents the development of a novel clustering algorithm and its application in time series forecasting. The common use of clustering algorithms in time series is to discover to groups sets of data with common characteristic their proximity. This property is used by several hybrid forecasting algorithms that additionally employ a function approximation technique to model interactions within each cluster. The proposed hybrid clustering algorithm (HCA) is a data analysis oriented… CONTINUE READING
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