Chaotic Time Series Prediction Based on Evolving Recurrent Neural Networks

  title={Chaotic Time Series Prediction Based on Evolving Recurrent Neural Networks},
  author={Qian-Li Ma and Qi-lun Zheng and Hong Peng and Tan-Wei Zhong and Li-qiang Xu},
  journal={2007 International Conference on Machine Learning and Cybernetics},
The prediction of future values of a time series generated by a chaotic dynamical system is a challenging task. Recently, the use of recurrent neural networks (RNN) models appears. An evolving neural network (ERNN) is proposed for the prediction of chaotic time series, which estimates the proper parameters of phase space reconstruction and optimizes the structure of recurrent neural networks by evolutionary algorithms. The effectiveness of ERNN is evaluated by using four benchmark chaotic time… CONTINUE READING
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Publications referenced by this paper.
Showing 1-10 of 12 references

Nonlinear Signal Processing Using Neural Network: Prediction and System Modeling

A. Lapedes, R. Farber
Los Alamos Nat. Lab Tech. Rep, • 1987
View 7 Excerpts
Highly Influenced

The Modified Differential Evolution and the RBF (MDE-RBF) Neural Network for Time Series Prediction

The 2006 IEEE International Joint Conference on Neural Network Proceedings • 2006
View 1 Excerpt

Time series prediction with recurrent neural networks using a hybrid PSO-EA algorithm

2004 IEEE International Joint Conference on Neural Networks (IEEE Cat. No.04CH37541) • 2004

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