Time Series Prediction with the Self-Organizing Map: A Review

@inproceedings{Barreto2007TimeSP,
  title={Time Series Prediction with the Self-Organizing Map: A Review},
  author={G. Barreto},
  booktitle={Perspectives of Neural-Symbolic Integration},
  year={2007}
}
  • G. Barreto
  • Published in
    Perspectives of Neural…
     2007
  • Computer Science
    • We provide a comprehensive and updated survey on applications of Kohonen’s self-organizing map (SOM) to time series prediction (TSP. [...] Key Method For each SOM-based architecture to be presented, we report its algorithm implementation in detail. Similarities and differences of such SOM-based TSP models with respect to standard linear and nonlinear TSP techniques are also highlighted. We conclude the paper with indications of possible directions for further research on this field.Expand Abstract
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    83 Citations
    Highly Influential Citations
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    Background Citations
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    Methods Citations
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    83 Citations
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