• Title/Summary/Keyword: SOCMAC

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Prediction of Nonlinear Sequences by Self-Organized CMAC Neural Network (자율조직 CMAC 신경망에 의한 비선형 시계열 예측)

  • 이태호
    • Journal of the Institute of Convergence Signal Processing
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    • v.3 no.4
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    • pp.62-66
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    • 2002
  • An attempt of using SOCMAC neural network for the prediction of a nonlinear sequence, which is generated by Mackey-Glass equation, is reported. The ,report shows the SOCMAC can handle a system with multi-dimensional continuous inputs, which has been considered very difficult, if not impossible, task to be implemented by a CMAC neural network because of a huge amount of memory required. Also, an improved training method based on the variable receptive fields is proposed. The Performance ranged somewhere around those of TDNN and BP neural networks.

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