A new algorithm to design compact two-hidden-layer artificial neural networks

@article{Islam2001ANA,
  title={A new algorithm to design compact two-hidden-layer artificial neural networks},
  author={Md. Monirul Islam and Kazuyuki Murase},
  journal={Neural networks : the official journal of the International Neural Network Society},
  year={2001},
  volume={14 9},
  pages={
          1265-78
        }
}
This paper describes the cascade neural network design algorithm (CNNDA), a new algorithm for designing compact, two-hidden-layer artificial neural networks (ANNs). This algorithm determines an ANN's architecture with connection weights automatically. The design strategy used in the CNNDA was intended to optimize both the generalization ability and the training time of ANNs. In order to improve the generalization ability, the CNDDA uses a combination of constructive and pruning algorithms and… CONTINUE READING

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