A Simple Neural Network Pruning Algorithm with Application to Filter Synthesis

@article{Suzuki2001ASN,
  title={A Simple Neural Network Pruning Algorithm with Application to Filter Synthesis},
  author={Kenji Suzuki and Isao Horiba and Noboru Sugie},
  journal={Neural Processing Letters},
  year={2001},
  volume={13},
  pages={43-53}
}
This paper describes an approach to synthesizing desired filters using a multilayer neural network (NN). In order to acquire the right function of the object filter, a simple method for reducing the structures of both the input and the hidden layers of the NN is proposed. In the proposed method, the units are removed from the NN on the basis of the influence of removing each unit on the error, and the NN is retrained to recover the damage of the removal. Each process is performed alternately… CONTINUE READING
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