Statistically controlled activation weight initialization (SCAWI)

@article{Drago1992StatisticallyCA,
  title={Statistically controlled activation weight initialization (SCAWI)},
  author={Gian Paolo Drago and Sandro Ridella},
  journal={IEEE transactions on neural networks},
  year={1992},
  volume={3 4},
  pages={627-31}
}
An optimum weight initialization which strongly improves the performance of the back propagation (BP) algorithm is suggested. By statistical analysis, the scale factor, R (which is proportional to the maximum magnitude of the weights), is obtained as a function of the paralyzed neuron percentage (PNP). Also, by computer simulation, the performances on the convergence speed have been related to PNP. An optimum range for R is shown to exist in order to minimize the time needed to reach the… CONTINUE READING
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