Optimizations in time series clustering and prediction

  • Authors:
  • Ventsislav Nikolov

  • Affiliations:
  • Technical University of Varna

  • Venue:
  • Proceedings of the 11th International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing on International Conference on Computer Systems and Technologies
  • Year:
  • 2010

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Abstract

In this paper a combination of time series clustering and prediction is considered. Both clustering and prediction are done by neural networks with supervised and unsupervised learning respectively. Some optimizations of the clustering procedure are proposed for software implementation. Prediction results for univariate time series are shown and analysed.