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

  title={Time Series Prediction with the Self-Organizing Map: A Review},
  author={G. Barreto},
  booktitle={Perspectives of Neural-Symbolic Integration},
  • G. Barreto
  • Published in
    Perspectives of Neural…
  • 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
    83 Citations
    Topology-based analysis of self-organizing maps for time series prediction
    • 4
    • Highly Influenced
    Using Complex Network Topologies and Self-Organizing Maps for Time Series Prediction
    • 2
    Self-Organized Hierarchical Methods for Time Series Forecasting
    • 4
    Extending the SOM
    Comparative analysis of self organizing maps vs. multilayer perceptron neural networks for short-term load forecasting
    • 15
    • PDF
    Probabilistic Self-Organizing Maps for Continuous Data
    • E. López-Rubio
    • Mathematics, Medicine
    • IEEE Transactions on Neural Networks
    • 2010
    • 29
    • PDF


    A self-organizing NARX network and its application to prediction of chaotic time series
    • G. Barreto, A.F.R. Araujo
    • Computer Science
    • IJCNN'01. International Joint Conference on Neural Networks. Proceedings (Cat. No.01CH37222)
    • 2001
    • 22
    • PDF
    Identification and control of dynamical systems using the self-organizing map
    • 127
    Recursive self-organizing maps
    • T. Voegtlin
    • Computer Science, Medicine
    • Neural Networks
    • 2002
    • 209
    • PDF
    Nonlinear prediction with self-organizing maps
    • 89
    • PDF
    Time series forecasting: Obtaining long term trends with self-organizing maps
    • 49
    • PDF
    Application of the Kohonen network to short-term load forecasting
    • Timo Baumann, A. Germond
    • Computer Science
    • [1993] Proceedings of the Second International Forum on Applications of Neural Networks to Power Systems
    • 1993
    • 33
    Adaptive filtering with the self-organizing map: A performance comparison
    • 30
    Non-linear time series modeling with self-organization feature maps
    • J. Principe, L. Wang
    • Computer Science
    • Proceedings of 1995 IEEE Workshop on Neural Networks for Signal Processing
    • 1995
    • 36
    • Highly Influential
    • PDF